tag:blogger.com,1999:blog-36353326620136406262023-11-16T14:40:43.852+07:00PELATIHAN STATISTIK UIharryhttp://www.blogger.com/profile/04684852714335464555noreply@blogger.comBlogger75125tag:blogger.com,1999:blog-3635332662013640626.post-68313489600258284102020-02-06T16:39:00.001+07:002020-02-06T17:45:31.968+07:00Analisa Variabel Moderating Kategorik Variabel female adalah variabel dummy yang berkode nol/satu, dimana female=1 dan male=0. Adapun variabel kontinu socst yang merupakan nilai standar dari test pelajaran sosial akan dilihat pengaruhnya terhadap skore write dimana female sebagai variabel moderator yang berbentuk kategori. Data yang digunakan “hsbdemo.sav”<br />
( <a href="https://jumpshare.com/v/ftB9RTpSHJtjYS9smBlE" target="_blank">Link data : hsbdemo.sav</a> )<br />
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Kemudian ingin dilihat garis regresi antara female dan male dengan menggunakan sintax berikut:<br />
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Tampak bahwa garis regresi antara male dan female tidak sejajar, hal ini menunjukan adanya interaksi gender dengan socst. Garis regresi untuk female cenderung slopenya lebih rendah jika dibandingkan dengan male dimana pada nilai socst rendah terlihat adanya perbedaan nilai write antara male dengan female. Seiring dengan meningkatnya nilai socst maka perbedaan tersebut semakin tidak nampak.
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Koefisien female=15, yang artinya rata-rata skore write female lebih tinggi 15 jika dibandingkan dengan male. Sedang koefisien socst 0.6247 yang merupakan slope socst dari male. Untuk koefisien interaksi female dengan socst -0.2047 merupakan perbedaan rata-rata slope socst antara male dan female. Sehingga untuk mengetahui slope socst dari female adalah 0.6248-0.2047= 0.4201
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Untuk mengetahui slope socst antara male dengan female dapat juga dengan menggunakan perintah margin<br />
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Ingin dilihat perbedaan slope antara male dan female pada bentuk tabel di beberapa nilai socst mulai dari 25 sampai dengan 70 dengan penambahan 5 nilai.<br />
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Informasi tabel analisanya menunjukan nilai write pada berbagai nilai socst, contoh nilai write male pada socst=25 adalah 33.38182, sedangkan untuk write female adalah 43.26361. Perbedaan antara male dan female 43.26361 – 33.38182 = 9.88179. Untuk melihat perbedaan nilai write pada beberapa nilai socst antara male dan female dapat juga digunakan perintah margin dengan menulis perintah dydx pada option.<br />
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Kemudian akan kita buat grafik perbedaan dengan nilai confiden intervalnya dengan perintah marginsplot.<br />
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Dapat dilihat bahwa perbedaan antara male dan female terlihat signifikan pada nilai socst dibawah 60. Hal ini sejalan dengan garis regresi antara male dan female, dimana nilai socst dibawah 60 maka terlihat adanya perbedaan gap garis dan semakin besar perbedaannya semakin mengecil.
harryhttp://www.blogger.com/profile/04684852714335464555noreply@blogger.com0tag:blogger.com,1999:blog-3635332662013640626.post-13257173243668976362020-02-06T14:57:00.001+07:002020-02-06T17:46:00.528+07:00Analisa Variabel Moderating KontinuIngin dilihat pengaruh skore math terhadap skore read dimana skore socst (pelajaran sosial) menjadi variabel moderating. Data yang digunakan “hsbdemo.sav” yg merupakan data dari 200 orang pelajar.
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( <a href="https://jumpshare.com/v/ftB9RTpSHJtjYS9smBlE" target="_blank">Link data : hsbdemo.sav</a> )<br />
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<a href="http://jumpshare.com/v/ftB9RTpSHJtjYS9smBlE"></a>
Model analisa
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Melihat Dekripsi Variabel read , math & socst
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Melakukan analisa pengaruh interaksi math dengan socst terhadap read
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Hasil menunjukan adanya pengaruh interaksi “c.math#c.socst” dengan nilai p-value 0.032. Untuk melihat bagaimana bentuk interaksi yang terjadi antara math dengan socst akan dijelaskan dengan grafik slope pengaruh math terhadap read´pada kondisi nilai socst tetap. Misal nilai socst ditentukan ada 10 nilai, yaitu 30, 35, 40, 45, 50, 55, 60, 65, 70, 75. Berikut perintah melihat perubahan nilai read/slope pada beberapa nilai socst yang tetap (nilai antara 30 sampai dengan 75).
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Hasil tabel diatas menunjukan slope (perubahan nilai read setiap perubahan satu satuan nilai math) dimana socst konstan dengan 10 nilai yang berbeda. Terlihat bahwa slope menunjukan nilai tidak signifikan pada socst dengan nilai 30.<br />
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Selanjutnya kita bisa menggambarkan slope dibeberapa nilai konstan socst 30 sampai dengan 75 dengan menarik garis yang melalui dua nilai math. Misalkan ditarik garis slope yang melewati nilai math 30 sampai dengan 70. Sintax berikut menunjukan nilai dari read untuk beberapa nilai konstan socst pada titik math = 30 dan math=75<br />
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Hasil analisa dalam tabel menunjukan koordinat titik beberapa nilai socst pada nilai math=30 sampai math=70. Kemudian akan ditarik garis yang melalui kedua titik tersebut dengan menggunakan sintax sebagai berikut.<br />
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<a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEibRqZWcisFEW22ZuixR7KTM1ciVBv8In5SkwLxbHzcg-C2bqVgEUGojAQOwdj6D9jZiOkRCltww_RVZBoZ72YCqsVma8entttvR0CYy3oSH6dcIlMamc8Lk9YSQIbau5IThs5cv6mKC4Kt/s1600/Analisa+Var+Kontinu+08.PNG" imageanchor="1" style="clear: left; float: left; margin-bottom: 1em; margin-right: 1em;"><img border="0" data-original-height="503" data-original-width="647" height="311" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEibRqZWcisFEW22ZuixR7KTM1ciVBv8In5SkwLxbHzcg-C2bqVgEUGojAQOwdj6D9jZiOkRCltww_RVZBoZ72YCqsVma8entttvR0CYy3oSH6dcIlMamc8Lk9YSQIbau5IThs5cv6mKC4Kt/s400/Analisa+Var+Kontinu+08.PNG" width="400" /></a></div>
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Tampak bahwa gap antar nilai socst pada saat math=30 terlihat kecil, kemudian semakin besar nilai math maka gapnya semakin besar. Dapat dikatakan bentuk interaksi yang terjadi bahwa semakin tinggi nilai socst maka pengaruh math terhadap read semakin besar.
harryhttp://www.blogger.com/profile/04684852714335464555noreply@blogger.com0tag:blogger.com,1999:blog-3635332662013640626.post-72108993444993693112019-09-03T21:46:00.003+07:002019-09-03T21:46:26.054+07:00Pengantar Predictive Analysis with R<div style="background-color: white; border: 0px none; box-sizing: border-box; color: #4a474b; font-family: Lato, sans-serif; font-size: 16px; margin-bottom: 1.5em; padding: 0px; text-align: justify;">
Program R adalah software open source yang digunakan untuk melakukan analisa statistik dan grafik. Progrm R pertaman kali dibuat tahun 1992 oleh Ross Ihaka dan Robert Gentleman dari Statistics Departemen of the University of Auckland, New Zealand. Sifatnya yang <em style="box-sizing: border-box;">open source (FREE) </em>memungkinkan berbagai orang untuk mengambangkan berbagai analisa statistik dalam program R sehingga program R secara tidak langsung mengikuti perkembangan analisa statistik yang terkini, selain itu program R juga mampu berjalan diberbagai operasi sistem menjadikan R menjadi pilihan utama pada bidang analisa dewasa ini. Perusahaan besar seperti Google, Facebook, Twitter telah menggunakan software R untuk keperluan <em style="box-sizing: border-box;">Business Intelligent</em> nya.</div>
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Pelatihan kali ini akan memberikan dasar-dasar penggunaan sofware R dari mulai instalasi, managemen data, visualisasi hingga melakukan berbagai analisa statistik yang menjadi dasar dalam membuat Predictive Modelling. Pembahasan terhadap ilmu statistik akan dilakukan secara detail dan mendalam, mulai dari konsep probabilitas, pendugaan parameter, termasuk nilai convident interval hingga pengujian hipotesis.</div>
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<span style="box-sizing: border-box;">Target Pelatihan:</span></h3>
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<li style="border: 0px none; box-sizing: border-box; margin: 0px 0px 0.5em; padding: 0px;">Peserta dapat mengenal struktur program R .</li>
<li style="border: 0px none; box-sizing: border-box; margin: 0px 0px 0.5em; padding: 0px;">Peserta dapat meng-import data dari berbagai sumber kedalam program R.</li>
<li style="border: 0px none; box-sizing: border-box; margin: 0px 0px 0.5em; padding: 0px;">Peserta mampu melakukan berbagai operasi matematika dan statistik dengan program R.</li>
<li style="border: 0px none; box-sizing: border-box; margin: 0px 0px 0.5em; padding: 0px;">Peserta mampu melakukan manajemen data dengan program R.</li>
<li style="border: 0px none; box-sizing: border-box; margin: 0px 0px 0.5em; padding: 0px;">Peserta mampu memvisualisasi data dengan program R</li>
<li style="border: 0px none; box-sizing: border-box; margin: 0px 0px 0.5em; padding: 0px;">Peserta memahami dasar-dasar ilmu statistik (deskriptive & inferensial) yang nantinya digunakan untuk membuat <em style="box-sizing: border-box;">predictive models</em>dan mampu mengaplikasikan dengan program R</li>
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<em style="box-sizing: border-box;">.</em></div>
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<span style="box-sizing: border-box;">Lama Pelatihan :</span></h3>
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2 hari, @ 420 menit</div>
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<span style="box-sizing: border-box;">Referensi :</span></h3>
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<li style="border: 0px none; box-sizing: border-box; margin: 0px 0px 0.5em; padding: 0px;"><div style="box-sizing: border-box;">
Walpole, R .E. and R. H. Myer. 1989<span style="box-sizing: border-box; font-weight: 700;">. Probability and statistics for engineers and scientists.</span> Fourth edition. Macmillan Publising Co, Inc</div>
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<li style="border: 0px none; box-sizing: border-box; margin: 0px 0px 0.5em; padding: 0px;"><div style="box-sizing: border-box;">
M. R. Spiegel, J. Schiller, R. A. Srinivasan.2002. <span style="box-sizing: border-box; font-weight: 700;">Probabilitas Dan Statistik</span>. Schaum’s</div>
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<li style="border: 0px none; box-sizing: border-box; margin: 0px 0px 0.5em; padding: 0px;"><div style="box-sizing: border-box;">
A. A. Mattjik, I Made S. J. 2006. <span style="box-sizing: border-box; font-weight: 700;">Perancangan Percobaan</span>. IPB Press</div>
</li>
</ul>
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<span style="box-sizing: border-box;">Biaya Pelatihan:</span></h3>
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<li style="border: 0px none; box-sizing: border-box; margin: 0px 0px 0.5em; padding: 0px;">Akademisi : Rp 2.750.000,- (termasuk PPN 10%)</li>
<li style="border: 0px none; box-sizing: border-box; margin: 0px 0px 0.5em; padding: 0px;">Profesional : Rp 3.850.000,- (termasuk PPN 10%)</li>
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<span style="box-sizing: border-box;">Silabus:</span></h3>
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<b><span style="color: white; font-family: "Trebuchet MS",sans-serif;">NO</span></b><b><span style="font-family: "Trebuchet MS",sans-serif;"><o:p></o:p></span></b></div>
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<b><span style="color: white; font-family: "Trebuchet MS",sans-serif;">MATERI PELATIHAN </span></b><b><span style="font-family: "Trebuchet MS",sans-serif;"><o:p></o:p></span></b></div>
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<b><span style="color: #2c2b2b; font-family: "Trebuchet MS",sans-serif; font-size: 10.0pt;">A</span></b><b><span style="font-family: "Trebuchet MS",sans-serif; font-size: 10.0pt;"><o:p></o:p></span></b></div>
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<span style="color: #2c2b2b; font-family: "Trebuchet MS",sans-serif; font-size: 10.0pt;">01.</span><span style="font-family: "Trebuchet MS",sans-serif; font-size: 10.0pt;"><o:p></o:p></span></div>
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<span style="color: #2c2b2b; font-family: "Trebuchet MS",sans-serif; font-size: 10.0pt;">02.</span><span style="font-family: "Trebuchet MS",sans-serif; font-size: 10.0pt;"><o:p></o:p></span></div>
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<span style="font-family: "Trebuchet MS", sans-serif; font-size: 10pt;">Pengertian Dasar Statistik</span><span style="font-family: "Trebuchet MS",sans-serif; font-size: 10.0pt;"><o:p></o:p></span></div>
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<span style="color: #2c2b2b; font-family: "Trebuchet MS",sans-serif; font-size: 10.0pt;">03.</span><span style="font-family: "Trebuchet MS",sans-serif; font-size: 10.0pt;"><o:p></o:p></span></div>
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<span style="font-family: "Trebuchet MS", sans-serif; font-size: 10pt;">Metode Dalam Analisa Statistik</span><span style="font-family: "Trebuchet MS",sans-serif; font-size: 10.0pt;"><o:p></o:p></span></div>
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<span style="color: #2c2b2b; font-family: "Trebuchet MS",sans-serif; font-size: 10.0pt;">04.</span><span style="font-family: "Trebuchet MS",sans-serif; font-size: 10.0pt;"><o:p></o:p></span></div>
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<span style="font-family: "Trebuchet MS", sans-serif; font-size: 10pt;">Pengujian Statistik</span><span style="font-family: "Trebuchet MS",sans-serif; font-size: 10.0pt;"><o:p></o:p></span></div>
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<span style="color: #2c2b2b; font-family: "Trebuchet MS",sans-serif; font-size: 10.0pt;">06.</span><span style="font-family: "Trebuchet MS",sans-serif; font-size: 10.0pt;"><o:p></o:p></span></div>
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<span style="font-family: "Trebuchet MS", sans-serif; font-size: 10pt;">Prosedur Pengujian Statistik</span><span style="font-family: "Trebuchet MS",sans-serif; font-size: 10.0pt;"><o:p></o:p></span></div>
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<b><span style="color: #2c2b2b; font-family: "Trebuchet MS",sans-serif; font-size: 10.0pt;">B</span></b><b><span style="font-family: "Trebuchet MS",sans-serif; font-size: 10.0pt;"><o:p></o:p></span></b></div>
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<b><span style="font-family: "Trebuchet MS", sans-serif; font-size: 10pt;">Operasi Dasar Program R dan RStudio</span></b><b><span style="font-family: "Trebuchet MS",sans-serif; font-size: 10.0pt;"><o:p></o:p></span></b></div>
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<span style="color: #2c2b2b; font-family: "Trebuchet MS",sans-serif; font-size: 10.0pt;">01.</span><span style="font-family: "Trebuchet MS",sans-serif; font-size: 10.0pt;"><o:p></o:p></span></div>
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<span style="font-family: "Trebuchet MS", sans-serif; font-size: 10pt;">Pengenalan Program R dan RStudio</span><span style="font-family: "Trebuchet MS",sans-serif; font-size: 10.0pt;"><o:p></o:p></span></div>
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<span style="color: #2c2b2b; font-family: "Trebuchet MS",sans-serif; font-size: 10.0pt;">02.<o:p></o:p></span></div>
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<div class="MsoNormal" style="line-height: 13.5pt; text-indent: 10.35pt;">
<span style="font-family: "Trebuchet MS", sans-serif; font-size: 10pt;">Struktur Program R dan RStudio</span><span style="font-family: "Trebuchet MS",sans-serif; font-size: 10.0pt;"><o:p></o:p></span></div>
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<span style="color: #2c2b2b; font-family: "Trebuchet MS",sans-serif; font-size: 10.0pt;">03.<o:p></o:p></span></div>
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<span style="font-family: "Trebuchet MS", sans-serif; font-size: 10pt;">Cara Install Program R dan RStudio</span><span style="font-family: "Trebuchet MS",sans-serif; font-size: 10.0pt;"><o:p></o:p></span></div>
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<span style="color: #2c2b2b; font-family: "Trebuchet MS",sans-serif; font-size: 10.0pt;">04.<o:p></o:p></span></div>
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<span style="font-family: "Trebuchet MS", sans-serif; font-size: 10pt;">Data Dalam Program R dan Rstudio</span><span style="font-family: "Trebuchet MS",sans-serif; font-size: 10.0pt;"><o:p></o:p></span></div>
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<span style="color: #2c2b2b; font-family: "Trebuchet MS",sans-serif; font-size: 10.0pt;">05.<o:p></o:p></span></div>
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<div class="MsoNormal" style="line-height: 13.5pt; text-indent: 10.35pt;">
<span style="font-family: "Trebuchet MS", sans-serif; font-size: 10pt;">Sintax Program R dan RStudio</span><span style="font-family: "Trebuchet MS",sans-serif; font-size: 10.0pt;"><o:p></o:p></span></div>
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<span style="color: #2c2b2b; font-family: "Trebuchet MS",sans-serif; font-size: 10.0pt;">06.<o:p></o:p></span></div>
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<span style="font-family: "Trebuchet MS", sans-serif; font-size: 10pt;">Membuat dan Menyimpan Workshet pada Program R dan RStudio</span><span style="font-family: "Trebuchet MS",sans-serif; font-size: 10.0pt;"><o:p></o:p></span></div>
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<span style="color: #2c2b2b; font-family: "Trebuchet MS",sans-serif; font-size: 10.0pt;">07.<o:p></o:p></span></div>
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<span style="font-family: "Trebuchet MS", sans-serif; font-size: 10pt;">Tipe Data pada Program R dan Rstudio</span><span style="font-family: "Trebuchet MS",sans-serif; font-size: 10.0pt;"><o:p></o:p></span></div>
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<span style="color: #2c2b2b; font-family: "Trebuchet MS",sans-serif; font-size: 10.0pt;">08.<o:p></o:p></span></div>
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<span style="font-family: "Trebuchet MS", sans-serif; font-size: 10pt;">Menyalin Data pada Program R dan Rstudio</span><span style="font-family: "Trebuchet MS",sans-serif; font-size: 10.0pt;"><o:p></o:p></span></div>
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<span style="color: #2c2b2b; font-family: "Trebuchet MS",sans-serif; font-size: 10.0pt;">09.<o:p></o:p></span></div>
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<span style="font-family: "Trebuchet MS", sans-serif; font-size: 10pt;">Coding Data pada Program R dan Rstudio</span><span style="font-family: "Trebuchet MS",sans-serif; font-size: 10.0pt;"><o:p></o:p></span></div>
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<span style="color: #2c2b2b; font-family: "Trebuchet MS",sans-serif; font-size: 10.0pt;">10.<o:p></o:p></span></div>
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<span style="font-family: "Trebuchet MS", sans-serif; font-size: 10pt;">Membuat grafik pada Program R dan RStudio</span><span style="font-family: "Trebuchet MS",sans-serif; font-size: 10.0pt;"><o:p></o:p></span></div>
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<b><span style="color: #2c2b2b; font-family: "Trebuchet MS",sans-serif; font-size: 10.0pt;">C</span></b><b><span style="font-family: "Trebuchet MS",sans-serif; font-size: 10.0pt;"><o:p></o:p></span></b></div>
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<b><span style="font-family: "Trebuchet MS", sans-serif; font-size: 10pt;">Statistik Deskriptive</span></b><b><span style="font-family: "Trebuchet MS",sans-serif; font-size: 10.0pt;"><o:p></o:p></span></b></div>
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<span style="color: #2c2b2b; font-family: "Trebuchet MS",sans-serif; font-size: 10.0pt;">01.</span><span style="font-family: "Trebuchet MS",sans-serif; font-size: 10.0pt;"><o:p></o:p></span></div>
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<span style="font-family: "Trebuchet MS", sans-serif; font-size: 10pt;">Ukuran Pemusatan dan Penyebaran Data</span><span style="font-family: "Trebuchet MS",sans-serif; font-size: 10.0pt;"><o:p></o:p></span></div>
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<span style="color: #2c2b2b; font-family: "Trebuchet MS",sans-serif; font-size: 10.0pt;">02.</span><span style="font-family: "Trebuchet MS",sans-serif; font-size: 10.0pt;"><o:p></o:p></span></div>
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<span style="font-family: "Trebuchet MS", sans-serif; font-size: 10pt;">Diagram Steam and Leaf</span><span style="font-family: "Trebuchet MS",sans-serif; font-size: 10.0pt;"><o:p></o:p></span></div>
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<span style="color: #2c2b2b; font-family: "Trebuchet MS",sans-serif; font-size: 10.0pt;">03.</span><span style="font-family: "Trebuchet MS",sans-serif; font-size: 10.0pt;"><o:p></o:p></span></div>
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<span style="font-family: "Trebuchet MS", sans-serif; font-size: 10pt;">Tabulasi Silang</span><span style="font-family: "Trebuchet MS",sans-serif; font-size: 10.0pt;"><o:p></o:p></span></div>
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<span style="color: #2c2b2b; font-family: "Trebuchet MS",sans-serif; font-size: 10.0pt;">04.</span><span style="font-family: "Trebuchet MS",sans-serif; font-size: 10.0pt;"><o:p></o:p></span></div>
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<span style="font-family: "Trebuchet MS", sans-serif; font-size: 10pt;">Membuat Grafik</span><span style="font-family: "Trebuchet MS",sans-serif; font-size: 10.0pt;"><o:p></o:p></span></div>
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<b><span style="color: #2c2b2b; font-family: "Trebuchet MS",sans-serif; font-size: 10.0pt;">D</span></b><b><span style="font-family: "Trebuchet MS",sans-serif; font-size: 10.0pt;"><o:p></o:p></span></b></div>
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<b><span style="font-family: "Trebuchet MS", sans-serif; font-size: 10pt;">Statitistik Inferensial (Data
Pengukuran) </span></b><b><span style="font-family: "Trebuchet MS",sans-serif; font-size: 10.0pt;"><o:p></o:p></span></b></div>
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<span style="color: #2c2b2b; font-family: "Trebuchet MS",sans-serif; font-size: 10.0pt;">01.</span><span style="font-family: "Trebuchet MS",sans-serif; font-size: 10.0pt;"><o:p></o:p></span></div>
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<span style="font-family: "Trebuchet MS", sans-serif; font-size: 10pt;">Pendugaan Paramater dan Confident Interval</span><span style="font-family: "Trebuchet MS",sans-serif; font-size: 10.0pt;"><o:p></o:p></span></div>
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<span style="color: #2c2b2b; font-family: "Trebuchet MS",sans-serif; font-size: 10.0pt;">02.</span><span style="font-family: "Trebuchet MS",sans-serif; font-size: 10.0pt;"><o:p></o:p></span></div>
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<div class="MsoNormal" style="line-height: 13.5pt; text-indent: 10.35pt;">
<span style="font-family: "Trebuchet MS", sans-serif; font-size: 10pt;">Null Hypotesis</span><span style="font-family: "Trebuchet MS",sans-serif; font-size: 10.0pt;"><o:p></o:p></span></div>
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<span style="color: #2c2b2b; font-family: "Trebuchet MS",sans-serif; font-size: 10.0pt;">03.</span><span style="font-family: "Trebuchet MS",sans-serif; font-size: 10.0pt;"><o:p></o:p></span></div>
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<span style="font-family: "Trebuchet MS", sans-serif; font-size: 10pt;">Uji 1 Kelompok Sample</span><span style="font-family: "Trebuchet MS",sans-serif; font-size: 10.0pt;"><o:p></o:p></span></div>
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<span style="color: #2c2b2b; font-family: "Trebuchet MS",sans-serif; font-size: 10.0pt;">04.</span><span style="font-family: "Trebuchet MS",sans-serif; font-size: 10.0pt;"><o:p></o:p></span></div>
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<span style="font-family: "Trebuchet MS", sans-serif; font-size: 10pt;">Uji 2 Kelompok Sample Bebas</span><span style="font-family: "Trebuchet MS",sans-serif; font-size: 10.0pt;"><o:p></o:p></span></div>
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<span style="color: #2c2b2b; font-family: "Trebuchet MS",sans-serif; font-size: 10.0pt;">05.</span><span style="font-family: "Trebuchet MS",sans-serif; font-size: 10.0pt;"><o:p></o:p></span></div>
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<div class="MsoNormal" style="line-height: 13.5pt; text-indent: 10.35pt;">
<span style="font-family: "Trebuchet MS", sans-serif; font-size: 10pt;">Uji 2 Kelompok Sample Terkait</span><span style="font-family: "Trebuchet MS",sans-serif; font-size: 10.0pt;"><o:p></o:p></span></div>
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<span style="color: #2c2b2b; font-family: "Trebuchet MS",sans-serif; font-size: 10.0pt;">06.</span><span style="font-family: "Trebuchet MS",sans-serif; font-size: 10.0pt;"><o:p></o:p></span></div>
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<span style="font-family: "Trebuchet MS", sans-serif; font-size: 10pt;">Uji Anova</span><span style="font-family: "Trebuchet MS",sans-serif; font-size: 10.0pt;"><o:p></o:p></span></div>
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<span style="color: #2c2b2b; font-family: "Trebuchet MS",sans-serif; font-size: 10.0pt;">07.</span><span style="font-family: "Trebuchet MS",sans-serif; font-size: 10.0pt;"><o:p></o:p></span></div>
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<div class="MsoNormal" style="line-height: 13.5pt; text-indent: 10.35pt;">
<span style="font-family: "Trebuchet MS", sans-serif; font-size: 10pt;">Normalitas Data</span><span style="font-family: "Trebuchet MS",sans-serif; font-size: 10.0pt;"><o:p></o:p></span></div>
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<tr>
<td style="background: #DBE5F1; border-top: none; border: solid black 1.0pt; padding: 0in 5.4pt 0in 5.4pt; width: 49.5pt;" valign="top" width="66">
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<span style="color: #2c2b2b; font-family: "Trebuchet MS",sans-serif; font-size: 10.0pt;">08.</span><span style="font-family: "Trebuchet MS",sans-serif; font-size: 10.0pt;"><o:p></o:p></span></div>
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<td style="background: #DBE5F1; border-bottom: solid black 1.0pt; border-left: none; border-right: solid black 1.0pt; border-top: none; padding: 0in 5.4pt 0in 5.4pt; width: 315.0pt;" valign="top" width="420">
<div class="MsoNormal" style="line-height: 13.5pt; text-indent: 10.35pt;">
<span style="font-family: "Trebuchet MS", sans-serif; font-size: 10pt;">Homogenitas Varian</span><span style="font-family: "Trebuchet MS",sans-serif; font-size: 10.0pt;"><o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="background: #DBE5F1; border-top: none; border: solid black 1.0pt; padding: 0in 5.4pt 0in 5.4pt; width: 49.5pt;" valign="top" width="66">
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<span style="color: #2c2b2b; font-family: "Trebuchet MS",sans-serif; font-size: 10.0pt;">09.</span><span style="font-family: "Trebuchet MS",sans-serif; font-size: 10.0pt;"><o:p></o:p></span></div>
</td>
<td style="background: #DBE5F1; border-bottom: solid black 1.0pt; border-left: none; border-right: solid black 1.0pt; border-top: none; padding: 0in 5.4pt 0in 5.4pt; width: 315.0pt;" valign="top" width="420">
<div class="MsoNormal" style="line-height: 13.5pt; text-indent: 10.35pt;">
<span style="font-family: "Trebuchet MS", sans-serif; font-size: 10pt;">Uji Lanjutan</span><span style="font-family: "Trebuchet MS",sans-serif; font-size: 10.0pt;"><o:p></o:p></span></div>
</td>
</tr>
</tbody></table>
</h3>
<div>
<br /></div>
</span></div>
<div>
<span style="box-sizing: border-box;"><br /></span></div>
<span class="fullpost">
</span>harryhttp://www.blogger.com/profile/04684852714335464555noreply@blogger.com0tag:blogger.com,1999:blog-3635332662013640626.post-86923125429726188872018-10-15T15:19:00.003+07:002018-10-15T15:19:58.648+07:00Analisa Data Tugas Akhir <h2 style="text-align: center;">
<br />Analisa Data Tugas Akhir</h2>
<div style="text-align: justify;">
<br /></div>
<div style="text-align: justify;">
Bagi seorang mahasiswa, menulis sebuah
projek penelitian menjadi syarat mutlak untuk memenuhi prasarat dalam
mendapatkan sebuah gelar akademis. Kegiatan ini dapat dikatakan akhir
dari seluruh rangkaian proses belajar mengajar yang telah ditempuh,
tujuannya guna mengembangkan dan menerapkan ilmu yang telah dipelajari
kedalam masyarakat, dan diharpakan dapat menjadi solusi dari
permasalahan yang didapai oleh masyarakat. Minimnya faktor pengalaman
dalam kegiatan penelitian, menjadi hambatan yang cukup besar yang
dirasakan oleh mahasiswa.<br />
Modul kegiatan pelatihan ANALISA DATA TUGAS AKHIR diharapkan dapat
menjadi solusi bagi para mahasiswa untuk dapat menyelesaikan penelitian
secara baik dan tepat waktu. Program ini dirancang agar para peneliti
dari kalangan mahasiswa mampu memahami dasar dari ilmu statistik yang
mereka gunakan dalam penelitian, dan mampu menganalisa secara mandiri
data yang dimiliki dengan menggunakan bantuan software statistik.</div>
<strong>Target Pelatihan:</strong><br />
<ol start="1" type="1">
<li>Peserta memahami dasar ilmu statistik.</li>
<li>Peserta memahami alasan penggunaan metode statistic yang digunakan dalam penelitian.</li>
<li>Peserta memahami berbagai uji rata-rata, korelasi dan regresi linier serta asumsi yang melatar belakangi analisa tersebut.</li>
<li>Peserta mampu secara mandiri melakukan analisa data yang dimiliki untuk tugas akhir dengan <em>Program Statistik SPSS./ STATA/ EVIEWS</em></li>
</ol>
<strong>Referensi :</strong><br />
<ul type="disc">
<li>Walpole, R .E. and R. H. Myer. 1989<strong>. Probability and statistics for engineers and scientists.</strong> Fourth edition. Macmillan Publising Co, Inc</li>
<li>Thomas P. Ryan. 1997. <strong>Modern Regression Methodes</strong>. John Wiley & Sons, Inc</li>
<li>Levin, R. I. and D. S. Rubin. 1994.<strong> Statistics For Management</strong>. Prentice-Hall, Inc </li>
</ul>
<br />
<strong>Biaya Pelatihan :</strong><br />
<ul>
<li>Mahasiswa S1 : Rp 1.200.000,-</li>
<li>Mahasiswa S2 : Rp 1.500.000,- </li>
</ul>
<br />
<b>Catatan :</b><br />
<ul>
<li>Peserta mendapatkan training Kit</li>
<li>Peserta tidak mendapatkan sertifikat<br /> </li>
</ul>
<h3 style="text-align: center;">
<strong>Modul Dasar</strong></h3>
<div style="text-align: justify;">
modul dasar merupakan modul wajib yang
harus diikuti oleh stiap peserta. Umumnya materi yang dipelajari dalam
modul dasar paling sering digunakan dalam melakukan analisa tugas
akhir., khususnya untuk melakukan analisa bivariate. Setiap Peserta akan
mendapatkan materi yang diberikan dalam MODUL DASAR, dan satu materi
MODUL PILIHAN yang disesuaikan dengan analisa yang digunakan dalam tugas
akhir.</div>
<div style="text-align: justify;">
<br /></div>
<div class="separator" style="clear: both; text-align: center;">
<a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjXRyHYmMCDtLEodKKxF_Guaxqq0jReu6sGTxIoJdoPLFFfyKD3sWXrra3tC3hwOz0m46s3PC-xT-zUnQBRKHG3JenV7fY1sd1cy_MnNGruVCDiMw38OJCJ2w0e21wGEazkzXSwGu__HuN3/s1600/analisa-tugas-akhir1-1.png" imageanchor="1" style="clear: left; float: left; margin-bottom: 1em; margin-right: 1em;"><img border="0" data-original-height="324" data-original-width="421" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjXRyHYmMCDtLEodKKxF_Guaxqq0jReu6sGTxIoJdoPLFFfyKD3sWXrra3tC3hwOz0m46s3PC-xT-zUnQBRKHG3JenV7fY1sd1cy_MnNGruVCDiMw38OJCJ2w0e21wGEazkzXSwGu__HuN3/s1600/analisa-tugas-akhir1-1.png" /></a></div>
<div style="text-align: justify;">
<br /></div>
<span class="fullpost">
</span>harryhttp://www.blogger.com/profile/04684852714335464555noreply@blogger.com0tag:blogger.com,1999:blog-3635332662013640626.post-40409215310842269382018-10-15T14:55:00.003+07:002018-10-15T14:55:32.237+07:00Silabus Statistik 2 with R<h2 style="text-align: center;">
<br />Silabus Statistik 2 with R</h2>
Pelatihan ini merupakan kelanjutan dari materi pelatihan sebelumnya
yaitu pelatihan “Statistik Kuantitatif 1”, dimana pada “Statistik
Kuantitatif 2” akan mulai mambahas beberapa permodelan statistik pada
data-data kuantitatif. Akan dibahas juga mengenai asumsi yang digunakan
dari permodelan statistik data kuantitatif, khususnya terkait asumsi
klasik yang umum dilakukan untuk mendapatkan permodelan yang BLUE (<em>Best Linier Unbias Estimation</em>).<br />
<h3>
<strong>Target Pelatihan:</strong></h3>
<ol>
<li>Pesera dapat menganalisa permodelan statistik pada <em>measure data.</em></li>
<li>Peserta mengetahui berbagai asumsi pada permodelan <em>measure data.</em></li>
<li>Peserta dapat mengoperasikan program R untuk Analisa Statistik. </li>
</ol>
<h3>
<strong>Lama Pelatihan :</strong></h3>
2 hari, @ 360 menit<br />
<div>
<h3>
<strong>Referensi :</strong></h3>
</div>
<div>
<div>
Johnson, R. D. & D. W. Wichern. 2002. <strong>Applied Multivariate Statistical Analysis,</strong> fifth Edition. Prentice Hall.</div>
<div>
Subhash Sharma. 1996<strong>. Applied Multivariate Techniques.</strong> John Wiley & Sons, Inc</div>
<div>
Thomas P. Ryan. 1997. <strong>Modern Regression Methodes</strong>. John Wiley & Sons, Inc</div>
</div>
<h3>
<strong>Biaya Pelatihan:</strong></h3>
Akademisi : Rp 2.000.000,-<br />
Profesional & Umum : Rp 3.000,000,-<br />
<h3>
<strong>Sylabus :</strong></h3>
<div class="separator" style="clear: both; text-align: center;">
<a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiw9UZJBAhQK1sj9QIndTp6pfc2RFWtLq78D43e3j1ySqBBg2QToN6vBg42uDF9zar3uV6ASU9EYucuQb7ueb5BkQFjxs_IHVWhNjUAsmgl2_GO2cV6onXZnIUB1PCVV7ZhCrngKpHVS4Hh/s1600/silabus+statistik+2+with+R.png" imageanchor="1" style="clear: left; float: left; margin-bottom: 1em; margin-right: 1em;"><img border="0" data-original-height="383" data-original-width="394" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiw9UZJBAhQK1sj9QIndTp6pfc2RFWtLq78D43e3j1ySqBBg2QToN6vBg42uDF9zar3uV6ASU9EYucuQb7ueb5BkQFjxs_IHVWhNjUAsmgl2_GO2cV6onXZnIUB1PCVV7ZhCrngKpHVS4Hh/s1600/silabus+statistik+2+with+R.png" /></a></div>
<h3>
<strong> </strong></h3>
<span class="fullpost">
</span>harryhttp://www.blogger.com/profile/04684852714335464555noreply@blogger.com0tag:blogger.com,1999:blog-3635332662013640626.post-27776804449114450602018-10-15T14:41:00.004+07:002018-10-15T14:41:43.644+07:00Silabus Statistik 1 with R<div style="text-align: justify;">
<br /></div>
<h2 style="text-align: center;">
<strong></strong>Silabus Statistik 1 with R</h2>
<div style="text-align: justify;">
<br /></div>
<div style="text-align: justify;">
</div>
<div style="text-align: justify;">
Pelatihan ini akan membahas mengenai
dasar ilmu statistik dan aplikasinya dengan menggunakan program R.
Pembahasan terhadap ilmu statistik akan dilakukan secara detail dan
mendalam, mulai dari konsep probabilitas, pendugaan parameter, termasuk
nilai konfiden interval hingga pengujian hipotesis sehingga peserta
mampu memahami setiap output yang dihasilkan. Ilmu statistik yang akan
dipelajari pada pelatihan ini dikhususkan untuk data-data hasil
pengukuran (numerik).</div>
<div style="text-align: justify;">
Materi dirancang bagi anda yang ingin
memahami statistik secara detail, khususnya bagi para peneliti dan
pengajar metodologi penelitian. Sangat disarankan peserta dalam
pelatihan ini mereka yang memiliki sedikit pemahaman mengenai ilmu
statistik.</div>
<div style="text-align: justify;">
Seluruh materi statistik yang dipelajari
akan diaplikasikan dengan menggunakan software R, sehingga peserta akan
lebih memahami materi yang diberikan. Program R merupakan salah satu
program <em>open source</em> (<em>Free</em>) yang digunakan untuk
melakukan Analisa Statistik. R pertama kali diciptakan oleh Ross Ihaka
dan Robert Gentleman, Statistikawan kebangsaan Selandia Baru, (- nama R
berasal dari huruf pertama nama depan kedua orang ini-). Kini R
dikembangkan sebagai upaya kolaborasi pakar-pakar Statistikawan dan
komputer di seluruh dunia. Hal ini yang menjadikan program R sebagai
alat Analisa Statistik yang cukup handal dan lengkap.</div>
<h3>
<strong>Target Pelatihan:</strong></h3>
<ol>
<li>Peserta dapat mengenal struktur program R.</li>
<li>
<div>
Peserta dapat mengoperasikan program R untuk analisa statistik.</div>
</li>
<li>
<div>
Peserta memahami dasar-dasar ilmu statistik untuk <em>measurement data</em> & pengujian statistik yang dilakukan<em>.</em></div>
</li>
</ol>
<h3>
<strong>Lama Pelatihan :</strong></h3>
<div>
2 hari, @ 360 menit<br />
</div>
<h3>
<strong>Referensi :</strong></h3>
<ul>
<li>
<div>
Walpole, R .E. and R. H. Myer. 1989<strong>. Probability and statistics for engineers and scientists.</strong> Fourth edition. Macmillan Publising Co, Inc</div>
</li>
<li>
<div>
M. R. Spiegel, J. Schiller, R. A. Srinivasan.2002. <b>Probabilitas Dan Statistik</b>. Schaum’s</div>
</li>
<li>
<div>
A. A. Mattjik, I Made S. J. 2006. <b>Perancangan Percobaan</b>. IPB Press</div>
</li>
</ul>
<h3>
<strong>Biaya Pelatihan:</strong></h3>
<ul>
<li>Akademisi : Rp 2.200.000,-</li>
<li>Profesional : Rp 3.000.000,-</li>
</ul>
<h3>
<strong>Silabus:</strong></h3>
<div class="separator" style="clear: both; text-align: center;">
<a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgZklLSfMv74yeTeSMC9hgjCikTLYx7cnc83vebHP1oi17AzXczsxn3PJK9tD22bAaDjEzdnIgjjVAAdnsqYdq1BSxJyu2u6LYG7f-UQfr-XFbwmnZeC1b7VdjMDDDMMNAQ-4sxw9YNKb8F/s1600/silabus+statistik+1+with+R.png" imageanchor="1" style="clear: left; float: left; margin-bottom: 1em; margin-right: 1em;"><img border="0" data-original-height="536" data-original-width="408" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgZklLSfMv74yeTeSMC9hgjCikTLYx7cnc83vebHP1oi17AzXczsxn3PJK9tD22bAaDjEzdnIgjjVAAdnsqYdq1BSxJyu2u6LYG7f-UQfr-XFbwmnZeC1b7VdjMDDDMMNAQ-4sxw9YNKb8F/s1600/silabus+statistik+1+with+R.png" /></a></div>
<h3>
<strong> </strong></h3>
<span class="fullpost">
</span>harryhttp://www.blogger.com/profile/04684852714335464555noreply@blogger.com0tag:blogger.com,1999:blog-3635332662013640626.post-47207747911404331192017-03-01T18:53:00.000+07:002019-09-03T21:41:30.115+07:00Jadwal Pelatihan Statistik<br />
<div align="center" style="text-align: center;">
<span style="font-size: large;"><span style="font-family: "arial" , "helvetica" , sans-serif;"><b>Jadwal Pelatihan Statistik Terapan 2019</b></span></span><br />
<br />
<div style="text-align: center;">
<span style="font-size: large;"><a href="http://pelatihan-ui.com/jadwal-pelatihan/" target="_blank">Silakan Klik</a></span></div>
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harryhttp://www.blogger.com/profile/04684852714335464555noreply@blogger.com29tag:blogger.com,1999:blog-3635332662013640626.post-75269495705882751102016-06-13T09:03:00.004+07:002016-06-17T09:30:37.343+07:00REGRESI MULTINOMIAL DENGAN SPSS<div class="separator" style="clear: both; text-align: center;">
</div>
<div class="MsoNormalCxSpFirst" style="margin-bottom: 0.0001pt;">
<b>IDE
DASAR<o:p></o:p></b></div>
<div class="MsoNormalCxSpMiddle" style="margin-bottom: 0.0001pt;">
<br /></div>
<div class="MsoNormalCxSpMiddle" style="margin-bottom: 0.0001pt;">
Model regresi dimana Dependent
variabelnya merupakan VARIABEL KATEGORIK
yang memiliki kategori lebih dari dua, disisi lain bentuk variabel
Independennya (variabel Penjelas) dapat berupa vaiabel KATEGORIK maupun VARIABEL
NUMERIK.<o:p></o:p></div>
<div class="MsoNormalCxSpMiddle" style="margin-bottom: 0.0001pt;">
<br />
<br /></div>
<div class="MsoNormalCxSpMiddle" style="margin-bottom: 0.0001pt;">
<b>SEBARAN
MULTINOMIAL<o:p></o:p></b></div>
<div class="MsoNormalCxSpMiddle" style="margin-bottom: 0.0001pt;">
<b><br /></b></div>
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Bila setiap ulangan menghasilkan salah satu dari k
hasil percobaan E1 , E2 ..,EK , dengan peluang p1,p2 ..,pk, maka sebaran
peluang bagi peubah acak X1, X2, .. Xk,<br />
menyatakan berapa kali E1, E2 …,Ek terjadi dalam n ulangan yang bebas, adalah </div>
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<span style="font-family: "calibri" , sans-serif; font-size: 12pt; line-height: 115%;"><span style="font-family: "calibri" , sans-serif; font-size: 12pt; line-height: 115%;">Suatu transformasi logit untuk peluang multinomial</span><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjzYMyU5hMqkzjHy4V-csZhMaIfkwKWrOMJMJSQaGFLIxNDhpbcuxgl8lyG6ZqSpo0VIw1-QVdKJEOjG2rCxvG6tpnvWX8KuV9iTeK9V3WACoCwYX-hTNiarOzKpYV11wM3c5ph5cScPMM0/s1600/3.png" imageanchor="1" style="font-size: 12pt; margin-left: 1em; margin-right: 1em; text-indent: 0.25in;"><img border="0" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjzYMyU5hMqkzjHy4V-csZhMaIfkwKWrOMJMJSQaGFLIxNDhpbcuxgl8lyG6ZqSpo0VIw1-QVdKJEOjG2rCxvG6tpnvWX8KuV9iTeK9V3WACoCwYX-hTNiarOzKpYV11wM3c5ph5cScPMM0/s1600/3.png" /></a><span style="text-align: justify; text-indent: 0.25in;">ke gugus </span><span style="font-size: 12pt; text-align: justify; text-indent: 0.25in;">parameter</span><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiXHOhmNiWEEO89uq_j2MgBSgEJ_3SazIDr7GxTTClw4dPl9zs7JUCIjC7PZpl4Gf-AIjKveNu80iDmaE7Vkv5LjIqzGqJwJ4rOqhGmP29wGluuDuBz7M6FjM7vxvmJ-i6uxDYM7Tzsurl_/s1600/4.png" imageanchor="1" style="font-size: 12pt; margin-left: 1em; margin-right: 1em; text-indent: 0.25in;"><img border="0" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiXHOhmNiWEEO89uq_j2MgBSgEJ_3SazIDr7GxTTClw4dPl9zs7JUCIjC7PZpl4Gf-AIjKveNu80iDmaE7Vkv5LjIqzGqJwJ4rOqhGmP29wGluuDuBz7M6FjM7vxvmJ-i6uxDYM7Tzsurl_/s1600/4.png" /></a><span style="font-size: 12pt; text-align: justify; text-indent: 0.25in;">yang didefinisikan
sebagai</span></span></div>
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<span style="font-family: "calibri" , sans-serif; font-size: 12pt; line-height: 115%; text-align: justify;">disebut logit multinomial. </span><span lang="SV" style="font-family: "calibri" , sans-serif; font-size: 12pt; line-height: 115%; text-align: justify;">Diasumsikan<a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhLUUFYkccgUiXQYNgVOMh-joC-HtL02at3cl2fta8AlmOLYOD_7K5UPJ7VKa8ISLWbZ-gPqn1-3ui0Dk3uKXRQV03R78LYg2Eb-pii5TbtbH90_fFPFhF5UKVHMYzg1WMW2OeBwtAYui7X/s1600/6.png" imageanchor="1" style="font-size: 12pt; line-height: 115%; margin-left: 1em; margin-right: 1em; text-align: center;"><img border="0" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhLUUFYkccgUiXQYNgVOMh-joC-HtL02at3cl2fta8AlmOLYOD_7K5UPJ7VKa8ISLWbZ-gPqn1-3ui0Dk3uKXRQV03R78LYg2Eb-pii5TbtbH90_fFPFhF5UKVHMYzg1WMW2OeBwtAYui7X/s1600/6.png" /></a></span><span lang="SV" style="font-family: "calibri" , sans-serif; font-size: 12pt; line-height: 115%; text-align: justify;">,
sehingga ada K – 1 parameter logit. </span><span style="font-family: "calibri" , sans-serif; font-size: 12pt; line-height: 115%; text-align: justify;">Asumsi ini menganggap bahwa katagori terakhir (
K ) sebagai landasan (baseline-catagorical) atau katagori acuan
(reference-catagorical). Dalam pemilihan katagori acuan tidak khas, kita dapat
memilih sembarang katagori dari (k =1,2 … K )</span><br />
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<b>PELUANG
RESPON</b><br />
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<span style="font-size: 12.0pt; mso-bidi-font-family: Arial;">Misalkan responden dihadapakan pada j alternative
yang tersedia. </span></div>
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<span style="font-size: 12.0pt; mso-bidi-font-family: Arial;">Andaikan</span><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEj2D0emQOChUsAjbtnPp9ESv7alIAU-dI4LoQ42AAesKdGkEjl0Rr4E3n38L8ogi-6mIYQ4Pl5bM0vSX1q6JSs5sv0QyYG8YaG-yfKgVEg0u33uWPnD2f5ofGolKdiYqMPi0ZGqoQOeBMAH/s1600/8.png" imageanchor="1" style="font-size: 12pt; margin-left: 1em; margin-right: 1em; text-align: center;"><img border="0" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEj2D0emQOChUsAjbtnPp9ESv7alIAU-dI4LoQ42AAesKdGkEjl0Rr4E3n38L8ogi-6mIYQ4Pl5bM0vSX1q6JSs5sv0QyYG8YaG-yfKgVEg0u33uWPnD2f5ofGolKdiYqMPi0ZGqoQOeBMAH/s1600/8.png" /></a><span style="font-size: 12.0pt; mso-bidi-font-family: Arial;">(j=1, 2, …,p ; k = 1,2 …,K) menyatakan peluang bahwa
responden j memilih alternative k, X<sub>j</sub> menyatakan karakteristik
individu j, </span></div>
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<span style="font-size: 12.0pt; mso-bidi-font-family: Arial;">dan Z<sub>jk</sub> menyatakan karakteristik dari alternative k yang
menjadi pilihan individu j. dalam ilustrasi 1, X<sub>j</sub> adalah umur </span><span style="font-size: 12pt;">dan
setiap Z<sub>jk</sub> adalah waktu perjalanan. </span><span style="font-size: 12pt;">Dalam model logit terampat, setiap subyek/individu
dianggap sebagai satuan analisis (</span><i style="font-size: 12pt;">analysis
uni</i><span style="font-size: 12pt;">t) dan karakteristik individu digunakan sebagai peubah penjelas. Sebagai
peubah penjelas, karakteristik individu dianggap konstan terhadap alternatif
yang tersedia.</span></div>
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<span style="font-family: "calibri" , sans-serif; font-size: 12pt; line-height: 115%;">dimana</span><img border="0" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhuuMqPhPh_W5WbX7qBJEs8ySODpx1aytIOB4r6xCalGOK7cnqOCNP7o3p6fOeWC_AtohJPyW1Lhcobx9pj8emGf408Dge0D3o4Llal2Po1VO76ofGjjah2_L_6uiVQ41HA_kZvx160iG9-/s1600/10.png" style="text-align: center;" /><span style="text-align: center;">Peluang individu j memilih alternatif k ,</span><img border="0" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEg7mE-WL-TMTb3p3Xu2Wg1aayxLw8zcj9qMajVTOw_gwa_iNAHO_WjrokI0U-W2SHJD6P2KimfaWlq_xDtoHzMzUtwvGClBQHy1oMONSWDmZNbRdfpqCwHASqzPyO4OpePB0wjQklBIV1VB/s1600/11.png" style="text-align: justify;" /><span style="text-align: justify;">adalah vektor
parameter regresi berukuran p,</span><img border="0" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgP4K717t0LyuwP6ydOej8ErB4Zc9kwJMjAmC7QKOa-iLd8kZ-Ymbte5ohKG5RiGcCTpItoqBhjY5uZ48dF9POCZLMocrC5kSzB6j5-KLcMCzHpfgzA8cMqM44JlrUKQhlGH9IvU04J6kKS/s1600/12.png" style="text-align: justify;" /><span style="text-align: justify;">karakteristik individu Dalam model ini ada salah satu
katagori misal katagori ke K yang dijadian ucuan dimana</span><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhhQvXkMGV8zyycED5cztIBTfil_lInYeKbTfKBiba4onjDfjetjOgmdIG8QJjPbD2tJGCJwrt-_9f3KV9vqtIWk8kdJxg_bpK6O1KASQImNTukHUWaqOXUpQGN66pH6jZPUaok9XhdGYld/s1600/13.png" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhhQvXkMGV8zyycED5cztIBTfil_lInYeKbTfKBiba4onjDfjetjOgmdIG8QJjPbD2tJGCJwrt-_9f3KV9vqtIWk8kdJxg_bpK6O1KASQImNTukHUWaqOXUpQGN66pH6jZPUaok9XhdGYld/s1600/13.png" /></a><span style="text-align: justify;">sehingga</span><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjA6zIkH7mkivTe1_qxLyi3P29fv-Vh_-e3GIfLVa4RRuyvvdLV7D9dQZPKiKRtTdaIeREBhqLJlwjxWURnXXuV7uPa35QKup1Rah2VMrhT1_g08rM-N_8jI1DQWd9K0ibVPBmT28V93xVn/s1600/14.png" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjA6zIkH7mkivTe1_qxLyi3P29fv-Vh_-e3GIfLVa4RRuyvvdLV7D9dQZPKiKRtTdaIeREBhqLJlwjxWURnXXuV7uPa35QKup1Rah2VMrhT1_g08rM-N_8jI1DQWd9K0ibVPBmT28V93xVn/s1600/14.png" /></a><span style="text-align: justify;">. Dengan adanya acuan tersebut maka nantinya akan terbantuk
k-1 persamaan. Misalkan ada 3 katagori dan katagori ke-1 dijadikan acuan maka
bentuk persamaannya akan menjadi</span></div>
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Model logit ini dapat terindentifikasi
dengan asumsi, salah satu katagori (sembarang)
respon peluangnya harus nol (Baselines-Category / Reference). Kemudian
peluang dari katagori yg lainya didasarkan pelung relative terhadap <i>Baselines
Category</i><o:p></o:p></div>
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<b>BEBERPA
CONTOH PENERAPAN REGRESI MULTINOMIAL LOGIT<o:p></o:p></b></div>
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Contoh 1. Pilihan Karir/Pekerjaan
seseorang apakah dipengaruhi oleh pekerjaan orang tua, bidang pendidikan yang
ditempuh seseorang, gender, asal wilayah (urban/rural) dll. Disini
Karir/Pekerjaan seseorang lebih dari dua kategori dan bertindak sebagai
variabel Dependent<o:p></o:p></div>
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Contoh 2. Pilihan program yang diambil
pada saat masuk kuliah apakah ingin masuk program general (universitas),
vocational (D3) atau academic program
dimana pemilahnnya dilatarbelakangi oleh sosial ekonomi dan hasil ujian
tertulis. .<o:p></o:p></div>
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<b><span style="font-size: 12.0pt; mso-bidi-font-size: 11.0pt;">LATIHAN ANALISA REGRESI
MULTINOMIAL DENGAN SPSS<o:p></o:p></span></b></div>
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Cotoh yang digunakan
adalah data sebanyak 200 pelajar dalam memilih program yang akan dipilih pada
saat masuk perguruan tinggi. Ada 3 program yang tersedia yaitu <span style="font-size: 9.5pt;">general program,
vocational program dan academic program. Adapun variabel yang dianggap
mempengaruhi pilihan para pelajar dalam memilih program yang akan diambil di
perguruan tinggi diantaranya sosial economic status (ses), tipe sekolah
(schtyp) dan nilai hasi skor ujian tettulis (write). <o:p></o:p></span></div>
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<b><span style="font-size: 12pt;">Gambaran
Data<o:p></o:p></span></b></div>
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<b><span style="font-size: 14pt;">PROSEDUR
ANALISA<o:p></o:p></span></b></div>
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Analyze <o:p></o:p></div>
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Regression <o:p></o:p></div>
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Multinomial Logistic…<o:p></o:p></div>
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Mulcul kotak dialog berikut :<o:p></o:p></div>
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Klik
<b><span style="font-size: 12.0pt; mso-bidi-font-size: 11.0pt;">Reference Category..<o:p></o:p></span></b></div>
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Muncul
kotak dialog<o:p></o:p></div>
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Klik <b>Statistics…<o:p></o:p></b></div>
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Muncul
kotak dialog<o:p></o:p></div>
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<b><span style="font-size: 14.0pt;">HASIL ANALISA<o:p></o:p></span></b></div>
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<!--[if !supportLists]--><b><span style="font-family: "arial" , sans-serif; font-size: 13pt;">I.<span style="font-family: "times new roman"; font-size: 7pt; font-stretch: normal; font-weight: normal;">
</span></span></b><!--[endif]--><b><span style="font-family: "arial" , sans-serif; font-size: 13pt;">Uji Fit Model<o:p></o:p></span></b></div>
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<span style="font-family: "arial" , sans-serif; font-size: 13pt;">Sebelum
melahkah lebih lanut dala melakukan analisa multinomial logit, diuji dahulu
apakah model yang terbentuk sudah cukup Fit<o:p></o:p></span></div>
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<span style="font-family: "arial" , sans-serif; font-size: 13pt;">Hipotesis
Uji<o:p></o:p></span></div>
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<span style="font-family: "arial" , sans-serif; font-size: 13pt;">H0
: Model Fit<o:p></o:p></span></div>
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<span style="font-family: "arial" , sans-serif; font-size: 13pt;">H1:
Model Tidak Fit<o:p></o:p></span></div>
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<span style="font-family: "times new roman" , serif; font-size: 12.0pt;">Hasil uji kelayakan metode Pearson
didapat nilai signifikan 0.798 menerima Ho yang meyatakan bahwa model fit <o:p></o:p></span></div>
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<!--[if !supportLists]--><b><span style="font-family: "arial" , sans-serif; font-size: 13pt;">I.<span style="font-family: "times new roman"; font-size: 7pt; font-stretch: normal; font-weight: normal;">
</span></span></b><!--[endif]--><b><span style="font-family: "arial" , sans-serif; font-size: 13pt;">Uji Pengaruh Umum<o:p></o:p></span></b></div>
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<span style="font-family: "times new roman" , serif; font-size: 12.0pt;">Setelah model dinyakana fit,
kemudian diuji apakah secara umum variabel independen berpengaruh terhadap
variabel dependen.<o:p></o:p></span></div>
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<span style="font-family: "arial" , sans-serif; font-size: 13pt;">Hipotesis
Uji<o:p></o:p></span></div>
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<span style="font-family: "arial" , sans-serif; font-size: 13pt;">H0
: Variabel Independen Tidak Berpengaruh terhadap Variabel Dependen <o:p></o:p></span></div>
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<span style="font-family: "arial" , sans-serif; font-size: 13pt;">H1:
Variabel Independen Berpengaruh terhadap Variabel Dependen <o:p></o:p></span></div>
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<span style="font-family: "arial" , sans-serif; font-size: 13pt; line-height: 20pt;">Hasil
uji menunjukan nilai signifikan 0.000 yang berarti kita menerima H1, ada
pengaruh variabel independen terhadap variabel dependen</span></div>
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</span></span></b><!--[endif]--><b><span style="font-family: "arial" , sans-serif; font-size: 13pt;">Model Persamaan<o:p></o:p></span></b></div>
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<!--[if !supportLists]--><span style="font-family: "wingdings"; font-size: 13pt;">ü<span style="font-family: "times new roman"; font-size: 7pt; font-stretch: normal; line-height: normal;"> </span></span><!--[endif]--><b><span style="font-family: "arial" , sans-serif; font-size: 13pt;">Model Pilihan General Program<o:p></o:p></span></b></div>
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<span style="font-family: "arial" , sans-serif; font-size: 13pt;">Hasil
menunjukan bahwa untuk prediksi pilihan program general dibandingkan dengan
vocation, write berpengaruh dengan signifikan 0.027, ses low tidak berpengaruh
signifikan dengan signifikan 0.677, ses
midle tidak berpengaruh signifikan dengan signifikan 0.260, type of school
public tidak berpengaruh signifikan dengan signifikan 0.117<o:p></o:p></span></div>
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</span></span><!--[endif]--><b><span style="font-family: Arial, sans-serif; font-size: 13pt;">Model Pilihan Academic Program</span></b><span style="font-family: "Times New Roman",serif; font-size: 12.0pt;"><o:p></o:p></span></div>
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<span style="font-family: "arial" , sans-serif; font-size: 9pt;">a. The reference category is: vocation.<o:p></o:p></span></div>
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<span style="font-family: "arial" , sans-serif; font-size: 9pt;">b. This parameter is set to zero because it is redundant.<o:p></o:p></span></div>
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style='mso-bidi-font-style:normal'><span style='font-size:10.0pt;
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color:black'><m:r>Academic</m:r></span></i></m:num><m:den><i
style='mso-bidi-font-style:normal'><span style='font-size:10.0pt;
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style='mso-bidi-font-style:normal'><span style='font-size:10.0pt;
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style='mso-bidi-font-style:normal'><span style='font-size:10.0pt;
font-family:"Cambria Math",serif;mso-bidi-font-family:Arial;color:black'><m:r>Vocation</m:r></span></i></m:den></m:f><i
style='mso-bidi-font-style:normal'><span style='font-size:10.0pt;
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style='mso-bidi-font-style:normal'><span style='font-size:10.0pt;font-family:
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<span style="font-family: "arial" , sans-serif; font-size: 13pt;"><span style="font-size: 13pt; line-height: 20pt;">Hasil
menunjukan bahwa untuk prediksi pilihan program general dibandingkan dengan
vocation, write berpengaruh signifikan dengan signifikan 0.000., ses low tidak
berpengaruh signifikan dengan signifikan 0.166, ses midle berpengaruh signifikan dengan
signifikan 0.010, type of school public berpengaruh signifikan dengan
signifikan 0.020. </span></span></div>
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<!--[if !supportLists]--><span style="font-family: "wingdings"; font-size: 13pt;">ü<span style="font-family: "times new roman"; font-size: 7pt; font-stretch: normal;"> </span></span><!--[endif]--><b><span style="font-family: "arial" , sans-serif; font-size: 13pt;">Koefisien
Determinasi<o:p></o:p></span></b></div>
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<span style="font-family: "arial" , sans-serif; font-size: 13pt;">Berdasrkan
Nagelkerke 0.280 artinay bahwa pengaruh variabel independen ses, type of school
dan writing score berpengaruh pada pilihan program (type of program) sebesar
28%.<o:p></o:p></span></div>
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Download File Latihan: <a href="http://jmp.sh/rV7a0hz" target="_blank">Klik</a></div>
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harryhttp://www.blogger.com/profile/04684852714335464555noreply@blogger.com0tag:blogger.com,1999:blog-3635332662013640626.post-72818654592381814652016-06-12T20:35:00.000+07:002016-07-29T11:04:25.341+07:00Uji Wilcoxon<span class="fullpost">
</span><br />
<div>
<span style="background: white; color: #222222; font-family: "arial narrow" , sans-serif; font-size: 12pt; text-align: justify;">Uji tanda memanfaatkan hanya tanda-tanda ‘plus’dan ‘minus’
yang diperoleh dari selisih antara nilai pengamatan dan median pembanding,
tetapi mengabaikan besarnya selisih</span><i style="text-align: justify;"><span style="background: white; color: #222222; font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">-</span></i><span style="background: white; color: #222222; font-family: "arial narrow" , sans-serif; font-size: 12pt; text-align: justify;">selisih tersebut. Wilcoxon (1945) memperkenalkan satu
prosedur nonparametrik untuk menguji median yang memanfaatkan baik arah (tanda
‘plus’dan ‘minus’) maupun besar arah itu. Uji ini dikenal dengan istilah uji
peringkat bertanda Wilcoxon<span class="apple-converted-space"> </span><i>(Wilcoxon
signed-rank test). </i>Uji ini digunakan untuk menguji dua kelompok sampel terkait prosedur NonParametrik</span></div>
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<b><span lang="IN" style="color: #222222; font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">Hipotesis</span></b><b><span style="color: #222222; font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;"> Uji</span></b><span style="color: #222222; font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;"><o:p></o:p></span></div>
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<span lang="IN" style="color: #222222; font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">H0 : </span><span style="color: #222222; font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">D</span><span lang="IN" style="color: #222222; font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;"> = </span><span style="color: #222222; font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">0</span><span lang="IN" style="color: #222222; font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;"> </span><span style="color: #222222; font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;"> (Rata-rata sama)<o:p></o:p></span></div>
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<span lang="IN" style="color: #222222; font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">H1 : </span><span style="color: #222222; font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">D</span><span lang="IN" style="color: #222222; font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;"> ≠ </span><span style="color: #222222; font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">0
(Rata-rata berbeda sama)<o:p></o:p></span></div>
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<b><span lang="IN" style="color: #222222; font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">Statistik
Uji</span></b><span style="color: #222222; font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;"><o:p></o:p></span></div>
<div class="MsoNormal" style="background: white; margin: 0in 0in 0.0001pt 13.5pt; text-align: justify; text-indent: -14.2pt;">
<span lang="IN" style="color: #222222; font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">Prosedur
umum uji peringkat bertanda Wilcoxon adalah sebagai berikut :</span><span style="color: #222222; font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;"><o:p></o:p></span></div>
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<span lang="IN" style="color: #222222; font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">1. </span><span lang="IN" style="color: #222222; font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;"> </span><span lang="IN" style="color: #222222; font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">Hitung selisih nilai data </span><span style="color: #222222; font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">kelompok 1 dengan kelompok 2 </span><span lang="IN" style="color: #222222; font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">dan median untuk setiap pengamatan,
Di = </span><span style="color: #222222; font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">Pre ke </span><span lang="IN" style="color: #222222; font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">i – Post ke
i</span><span style="color: #222222; font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;"><o:p></o:p></span></div>
<div class="MsoNormal" style="background: white; margin: 0in 0in 0.0001pt 13.5pt; text-align: justify; text-indent: -13.5pt;">
<span lang="IN" style="color: #222222; font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">2. </span><span lang="IN" style="color: #222222; font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;"> </span><span lang="IN" style="color: #222222; font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">Beri peringkat untuk |Di|. Jika ada nilai yang sama (disebut <i>ties</i>)
beri peringkat tengah <i>(mid-rank).</i></span><span style="color: #222222; font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;"><o:p></o:p></span></div>
<div class="MsoNormal" style="background: white; margin: 0in 0in 0.0001pt 13.5pt; text-align: justify; text-indent: -13.5pt;">
<span lang="IN" style="color: #222222; font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">3. </span><span lang="IN" style="color: #222222; font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;"> </span><span lang="IN" style="color: #222222; font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">Pasangkan tanda ‘plus’ dan ‘minus’ pada peringkat sesuai nilai pada langkah
pertama.</span><span style="color: #222222; font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;"><o:p></o:p></span></div>
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<span lang="IN" style="color: #222222; font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">4. </span><span lang="IN" style="color: #222222; font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;"> </span><span lang="IN" style="color: #222222; font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">Hitunglah : jumlah peringkat bertanda ‘plus’ (T+), dan jumlah peringkat
bertanda ‘minus’ (T-).</span><span style="color: #222222; font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;"><o:p></o:p></span></div>
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<span lang="IN" style="color: #222222; font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">Statistik
uji yang digunakan untuk masing-masing hipotesis adalah adalah :</span><span style="color: #222222; font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;"><o:p></o:p></span></div>
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<i><span lang="IN" style="color: #222222; font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">T</span></i><span lang="IN" style="color: #222222; font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">’ = min (<i>T</i>-, <i>T</i>+)</span><span style="color: #222222; font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;"><o:p></o:p></span></div>
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<b><span lang="IN" style="color: #222222; font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">Kaidah
Keputusan</span></b><span style="color: #222222; font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;"><o:p></o:p></span></div>
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<span lang="IN" style="color: #222222; font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">Tolak <i>H</i>0 jika <i>T’
</i></span><i><span style="color: #222222; font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;"><</span></i><i><span lang="IN" style="color: #222222; font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;"> Tn(α/</span></i><span lang="IN" style="color: #222222; font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">2<i>)</i></span><span style="color: #222222; font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">,
dimana </span><i><span lang="IN" style="color: #222222; font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">Tn(α/</span></i><span lang="IN" style="color: #222222; font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">2<i>)</i></span><span style="color: #222222; font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;"> diperoleh dari Tabel Wilcoxon</span><span style="color: #222222; font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;"><o:p></o:p></span></div>
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<span lang="IN" style="color: #222222; font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">Untuk
contoh berukuran besar dapat didekati dengan sebaran normal baku</span><span style="color: #222222; font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;"><o:p></o:p></span></div>
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<span lang="IN" style="color: #222222; font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">menggunakan
rumus :</span><span style="color: #222222; font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;"><o:p></o:p></span></div>
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<b><span style="font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">Formula untuk data tidak memiliki nilai duplikat (no
ties</span></b><span style="font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">)<o:p></o:p></span></div>
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<a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgsC-45bSownN8uUKCGPvlYb9OpnXduO3XgwYFF9Q0Edltkqo5GxsjGxJCgw4xwQ5Pw9OTJfrJZ05RzyFjAo3dP2KsVmEandjTWZZZA5XGZyDNcZTeLPhpBQWaYeJRKqI_EM7Z8r-JddTBO/s1600/Uji+Wilcoxon+1.png" imageanchor="1" style="clear: left; float: left; margin-bottom: 1em; margin-right: 1em;"><img border="0" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgsC-45bSownN8uUKCGPvlYb9OpnXduO3XgwYFF9Q0Edltkqo5GxsjGxJCgw4xwQ5Pw9OTJfrJZ05RzyFjAo3dP2KsVmEandjTWZZZA5XGZyDNcZTeLPhpBQWaYeJRKqI_EM7Z8r-JddTBO/s1600/Uji+Wilcoxon+1.png" /></a></div>
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FI;font-style:italic;mso-bidi-font-style:normal;mso-no-proof:yes'><m:ctrlPr></m:ctrlPr></span></m:fPr><m:num><i
style='mso-bidi-font-style:normal'><span lang=FI style='font-size:12.0pt;
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FI;mso-no-proof:yes'><m:r>T</m:r><m:r>-</m:r></span></i><m:f><m:fPr><span
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style='font-size:12.0pt;mso-ansi-font-size:12.0pt;mso-bidi-font-size:
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<b><span style="font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;"><br /></span></b></div>
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<b><span style="font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;"><br /></span></b></div>
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<b><span style="font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;"><br /></span></b></div>
<div class="MsoNormalCxSpMiddle" style="margin-bottom: 3pt; text-align: justify;">
<b><span style="font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">Formula untuk data memiliki nilai duplikat (with ties)<o:p></o:p></span></b></div>
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<!--[if gte msEquation 12]><m:oMathPara><m:oMathParaPr><m:jc
m:val="left"/></m:oMathParaPr><m:oMath><i style='mso-bidi-font-style:normal'><span
lang=FI style='font-size:12.0pt;font-family:"Cambria Math","serif";
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style='font-size:12.0pt;mso-ansi-font-size:12.0pt;mso-bidi-font-size:12.0pt;
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style='mso-bidi-font-style:normal'><span lang=FI style='font-size:12.0pt;
font-family:"Cambria Math","serif";mso-bidi-font-family:Arial;mso-ansi-language:
FI;mso-no-proof:yes'><m:r>T</m:r><m:r>-</m:r></span></i><m:f><m:fPr><span
style='font-size:12.0pt;mso-ansi-font-size:12.0pt;mso-bidi-font-size:
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style='mso-bidi-font-style:normal'><span lang=FI style='font-size:12.0pt;
font-family:"Cambria Math","serif";mso-bidi-font-family:Arial;mso-ansi-language:
FI;mso-no-proof:yes'><m:r>n</m:r><m:r>(</m:r><m:r>n</m:r><m:r>+1)</m:r></span></i></m:num><m:den><i
style='mso-bidi-font-style:normal'><span lang=FI style='font-size:12.0pt;
font-family:"Cambria Math","serif";mso-bidi-font-family:Arial;mso-ansi-language:
FI;mso-no-proof:yes'><m:r>4</m:r></span></i></m:den></m:f></m:num><m:den><m:rad><m:radPr><m:degHide
m:val="on"/><span style='font-size:12.0pt;mso-ansi-font-size:12.0pt;
mso-bidi-font-size:12.0pt;font-family:"Cambria Math","serif";mso-ascii-font-family:
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Arial;mso-ansi-language:FI;font-style:italic;mso-bidi-font-style:normal;
mso-no-proof:yes'><m:ctrlPr></m:ctrlPr></span></m:radPr><m:deg></m:deg><m:e><m:f><m:fPr><span
style='font-size:12.0pt;mso-ansi-font-size:12.0pt;mso-bidi-font-size:
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mso-hansi-font-family:"Cambria Math";mso-bidi-font-family:Arial;
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mso-no-proof:yes'><m:ctrlPr></m:ctrlPr></span></m:fPr><m:num><i
style='mso-bidi-font-style:normal'><span lang=FI style='font-size:12.0pt;
font-family:"Cambria Math","serif";mso-bidi-font-family:Arial;
mso-ansi-language:FI;mso-no-proof:yes'><m:r>n</m:r></span></i><m:d><m:dPr><span
style='font-size:12.0pt;mso-ansi-font-size:12.0pt;mso-bidi-font-size:
12.0pt;font-family:"Cambria Math","serif";mso-ascii-font-family:"Cambria Math";
mso-hansi-font-family:"Cambria Math";mso-bidi-font-family:Arial;
mso-ansi-language:FI;font-style:italic;mso-bidi-font-style:normal;
mso-no-proof:yes'><m:ctrlPr></m:ctrlPr></span></m:dPr><m:e><i
style='mso-bidi-font-style:normal'><span lang=FI style='font-size:
12.0pt;font-family:"Cambria Math","serif";mso-bidi-font-family:Arial;
mso-ansi-language:FI;mso-no-proof:yes'><m:r>n</m:r><m:r>+1</m:r></span></i></m:e></m:d><m:d><m:dPr><span
style='font-size:12.0pt;mso-ansi-font-size:12.0pt;mso-bidi-font-size:
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mso-ansi-language:FI;font-style:italic;mso-bidi-font-style:normal;
mso-no-proof:yes'><m:ctrlPr></m:ctrlPr></span></m:dPr><m:e><i
style='mso-bidi-font-style:normal'><span lang=FI style='font-size:
12.0pt;font-family:"Cambria Math","serif";mso-bidi-font-family:Arial;
mso-ansi-language:FI;mso-no-proof:yes'><m:r>2</m:r><m:r>n</m:r><m:r>+1</m:r></span></i></m:e></m:d></m:num><m:den><i
style='mso-bidi-font-style:normal'><span lang=FI style='font-size:12.0pt;
font-family:"Cambria Math","serif";mso-bidi-font-family:Arial;
mso-ansi-language:FI;mso-no-proof:yes'><m:r>24</m:r></span></i></m:den></m:f><i
style='mso-bidi-font-style:normal'><span lang=FI style='font-size:12.0pt;
font-family:"Cambria Math","serif";mso-bidi-font-family:Arial;mso-ansi-language:
FI;mso-no-proof:yes'><m:r>-</m:r></span></i><m:f><m:fPr><span
style='font-size:12.0pt;mso-ansi-font-size:12.0pt;mso-bidi-font-size:
12.0pt;font-family:"Cambria Math","serif";mso-ascii-font-family:"Cambria Math";
mso-hansi-font-family:"Cambria Math";mso-bidi-font-family:Arial;
mso-ansi-language:FI;font-style:italic;mso-bidi-font-style:normal;
mso-no-proof:yes'><m:ctrlPr></m:ctrlPr></span></m:fPr><m:num><m:nary><m:naryPr><m:chr
m:val="∑"/><m:limLoc m:val="undOvr"/><m:subHide m:val="on"/><m:supHide
m:val="on"/><span style='font-size:12.0pt;mso-ansi-font-size:12.0pt;
mso-bidi-font-size:12.0pt;font-family:"Cambria Math","serif";
mso-ascii-font-family:"Cambria Math";mso-hansi-font-family:"Cambria Math";
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mso-bidi-font-style:normal;mso-no-proof:yes'><m:ctrlPr></m:ctrlPr></span></m:naryPr><m:sub></m:sub><m:sup></m:sup><m:e><m:sSup><m:sSupPr><span
style='font-size:12.0pt;mso-ansi-font-size:12.0pt;mso-bidi-font-size:
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Arial;mso-ansi-language:FI;font-style:italic;mso-bidi-font-style:
normal;mso-no-proof:yes'><m:ctrlPr></m:ctrlPr></span></m:sSupPr><m:e><i
style='mso-bidi-font-style:normal'><span lang=FI style='font-size:
12.0pt;font-family:"Cambria Math","serif";mso-bidi-font-family:
Arial;mso-ansi-language:FI;mso-no-proof:yes'><m:r>t</m:r></span></i></m:e><m:sup><i
style='mso-bidi-font-style:normal'><span lang=FI style='font-size:
12.0pt;font-family:"Cambria Math","serif";mso-bidi-font-family:
Arial;mso-ansi-language:FI;mso-no-proof:yes'><m:r>3</m:r></span></i></m:sup></m:sSup><i
style='mso-bidi-font-style:normal'><span lang=FI style='font-size:
12.0pt;font-family:"Cambria Math","serif";mso-bidi-font-family:Arial;
mso-ansi-language:FI;mso-no-proof:yes'><m:r>-</m:r></span></i><m:nary><m:naryPr><m:chr
m:val="∑"/><m:limLoc m:val="undOvr"/><m:subHide m:val="on"/><m:supHide
m:val="on"/><span style='font-size:12.0pt;mso-ansi-font-size:12.0pt;
mso-bidi-font-size:12.0pt;font-family:"Cambria Math","serif";
mso-ascii-font-family:"Cambria Math";mso-hansi-font-family:"Cambria Math";
mso-bidi-font-family:Arial;mso-ansi-language:FI;font-style:italic;
mso-bidi-font-style:normal;mso-no-proof:yes'><m:ctrlPr></m:ctrlPr></span></m:naryPr><m:sub></m:sub><m:sup></m:sup><m:e><i
style='mso-bidi-font-style:normal'><span lang=FI style='font-size:
12.0pt;font-family:"Cambria Math","serif";mso-bidi-font-family:
Arial;mso-ansi-language:FI;mso-no-proof:yes'><m:r>t</m:r></span></i></m:e></m:nary></m:e></m:nary></m:num><m:den><i
style='mso-bidi-font-style:normal'><span lang=FI style='font-size:12.0pt;
font-family:"Cambria Math","serif";mso-bidi-font-family:Arial;
mso-ansi-language:FI;mso-no-proof:yes'><m:r>48</m:r></span></i></m:den></m:f></m:e></m:rad></m:den></m:f></m:oMath></m:oMathPara><![endif]--><!--[if !msEquation]--><span style="font-family: "calibri" , "sans-serif"; font-size: 11.0pt; line-height: 115%;"><v:shape id="_x0000_i1025" style="height: 57pt; width: 187.5pt;" type="#_x0000_t75">
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<b><span style="background: white; color: #222222; font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;"><br /></span></b></div>
<div class="MsoNormalCxSpMiddle" style="margin-bottom: 3pt; text-align: justify;">
<b><span style="background: white; color: #222222; font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;"><br /></span></b></div>
<div class="MsoNormalCxSpMiddle" style="margin-bottom: 3pt; text-align: justify;">
<b><span style="background: white; color: #222222; font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;"><br /></span></b></div>
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<b><span style="background: white; color: #222222; font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;"><br /></span></b></div>
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<b><span style="background: white; color: #222222; font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">Contoh : <o:p></o:p></span></b></div>
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<span style="background: white; color: #222222; font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">Perusahaan garmen “MAJU” ingin mengukur peningkatan prestasi
kerja karyawan diperusahaan setelah diberikan pelatihan. Untuk itu diambil
sampel sebanyak 10 karyawan, datanya adalah sbb:<o:p></o:p></span></div>
<div class="MsoNormalCxSpMiddle" style="margin-bottom: 3pt; text-align: justify;">
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<table border="1" cellpadding="0" cellspacing="0" class="MsoTableGrid" style="border-collapse: collapse; border: none; mso-border-alt: solid black .5pt; mso-border-themecolor: text1; mso-padding-alt: 0in 5.4pt 0in 5.4pt; mso-yfti-tbllook: 1184;">
<tbody>
<tr>
<td rowspan="2" style="background: #17365D; border: solid black 1.0pt; mso-background-themecolor: text2; mso-background-themeshade: 191; mso-border-alt: solid black .5pt; mso-border-themecolor: text1; mso-border-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 58.25pt;" width="78"><div class="MsoNormalCxSpMiddle" style="margin-bottom: 3pt; text-align: justify;">
<b><span lang="FI" style="font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">Karyawan<o:p></o:p></span></b></div>
</td>
<td colspan="2" style="background: #17365D; border-left: none; border: solid black 1.0pt; mso-background-themecolor: text2; mso-background-themeshade: 191; mso-border-alt: solid black .5pt; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-themecolor: text1; mso-border-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 2.0in;" valign="top" width="192"><div align="center" class="MsoNormalCxSpMiddle" style="margin-bottom: 3pt; text-align: center;">
<b><span lang="FI" style="font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">Nilai<o:p></o:p></span></b></div>
</td>
<td rowspan="2" style="background: #17365D; border-left: none; border: solid black 1.0pt; mso-background-themecolor: text2; mso-background-themeshade: 191; mso-border-alt: solid black .5pt; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-themecolor: text1; mso-border-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 62.3pt;" width="83"><div align="center" class="MsoNormalCxSpMiddle" style="margin-bottom: 3pt; text-align: center;">
<b><span lang="FI" style="font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">Selisih<o:p></o:p></span></b></div>
<div align="center" class="MsoNormalCxSpMiddle" style="margin-bottom: 3pt; text-align: center;">
<b><span lang="FI" style="font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">X<sub>2</sub>
– X<sub>1</sub><o:p></o:p></span></b></div>
</td>
<td rowspan="2" style="background: #17365D; border-left: none; border: solid black 1.0pt; mso-background-themecolor: text2; mso-background-themeshade: 191; mso-border-alt: solid black .5pt; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-themecolor: text1; mso-border-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 58.9pt;" width="79"><div align="center" class="MsoNormalCxSpMiddle" style="margin-bottom: 3pt; text-align: center;">
<b><span lang="FI" style="font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">Tanda<o:p></o:p></span></b></div>
</td>
<td rowspan="2" style="background: #17365D; border-left: none; border: solid black 1.0pt; mso-background-themecolor: text2; mso-background-themeshade: 191; mso-border-alt: solid black .5pt; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-themecolor: text1; mso-border-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 58.9pt;" width="79"><div class="MsoNormalCxSpMiddle" style="margin-bottom: 3pt; text-align: justify;">
<b><span lang="FI" style="font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">Peringkat<o:p></o:p></span></b></div>
</td>
</tr>
<tr>
<td style="background: #17365D; border-bottom: solid black 1.0pt; border-left: none; border-right: solid black 1.0pt; border-top: none; mso-background-themecolor: text2; mso-background-themeshade: 191; mso-border-alt: solid black .5pt; mso-border-bottom-themecolor: text1; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-right-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 1.0in;" valign="top" width="96"><div align="center" class="MsoNormalCxSpMiddle" style="margin-bottom: 3pt; text-align: center;">
<b><span lang="FI" style="font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">Sebelum
(X1)<o:p></o:p></span></b></div>
</td>
<td style="background: #17365D; border-bottom: solid black 1.0pt; border-left: none; border-right: solid black 1.0pt; border-top: none; mso-background-themecolor: text2; mso-background-themeshade: 191; mso-border-alt: solid black .5pt; mso-border-bottom-themecolor: text1; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-right-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 1.0in;" valign="top" width="96"><div align="center" class="MsoNormalCxSpMiddle" style="margin-bottom: 3pt; text-align: center;">
<b><span lang="FI" style="font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">Sesudah
(X2)<o:p></o:p></span></b></div>
</td>
</tr>
<tr>
<td style="border-top: none; border: solid black 1.0pt; mso-border-alt: solid black .5pt; mso-border-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 58.25pt;" valign="top" width="78"><div align="center" class="MsoNormalCxSpMiddle" style="margin-bottom: 3pt; text-align: center;">
<span lang="FI" style="font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">1<o:p></o:p></span></div>
</td>
<td style="border-bottom: solid black 1.0pt; border-left: none; border-right: solid black 1.0pt; border-top: none; mso-border-alt: solid black .5pt; mso-border-bottom-themecolor: text1; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-right-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 1.0in;" valign="top" width="96"><div align="center" class="MsoNormalCxSpMiddle" style="margin-bottom: 3pt; text-align: center;">
<span lang="FI" style="font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">72<o:p></o:p></span></div>
</td>
<td style="border-bottom: solid black 1.0pt; border-left: none; border-right: solid black 1.0pt; border-top: none; mso-border-alt: solid black .5pt; mso-border-bottom-themecolor: text1; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-right-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 1.0in;" valign="top" width="96"><div align="center" class="MsoNormalCxSpMiddle" style="margin-bottom: 3pt; text-align: center;">
<span lang="FI" style="font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">76<o:p></o:p></span></div>
</td>
<td style="border-bottom: solid black 1.0pt; border-left: none; border-right: solid black 1.0pt; border-top: none; mso-border-alt: solid black .5pt; mso-border-bottom-themecolor: text1; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-right-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 62.3pt;" valign="bottom" width="83"><div align="center" class="MsoNormal" style="margin-bottom: 0.0001pt; text-align: center;">
<span style="font-family: "arial narrow" , sans-serif;">4<o:p></o:p></span></div>
</td>
<td style="border-bottom: solid black 1.0pt; border-left: none; border-right: solid black 1.0pt; border-top: none; mso-border-alt: solid black .5pt; mso-border-bottom-themecolor: text1; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-right-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 58.9pt;" valign="top" width="79"><div align="center" class="MsoNormalCxSpMiddle" style="margin-bottom: 3pt; text-align: center;">
<span lang="FI" style="font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">+<o:p></o:p></span></div>
</td>
<td style="border-bottom: solid black 1.0pt; border-left: none; border-right: solid black 1.0pt; border-top: none; mso-border-alt: solid black .5pt; mso-border-bottom-themecolor: text1; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-right-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 58.9pt;" valign="top" width="79"><div align="center" class="MsoNormalCxSpMiddle" style="margin-bottom: 3pt; text-align: center;">
<span lang="FI" style="font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">3.5<o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="border-top: none; border: solid black 1.0pt; mso-border-alt: solid black .5pt; mso-border-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 58.25pt;" valign="top" width="78"><div align="center" class="MsoNormalCxSpMiddle" style="margin-bottom: 3pt; text-align: center;">
<span lang="FI" style="font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">2<o:p></o:p></span></div>
</td>
<td style="border-bottom: solid black 1.0pt; border-left: none; border-right: solid black 1.0pt; border-top: none; mso-border-alt: solid black .5pt; mso-border-bottom-themecolor: text1; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-right-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 1.0in;" valign="top" width="96"><div align="center" class="MsoNormalCxSpMiddle" style="margin-bottom: 3pt; text-align: center;">
<span lang="FI" style="font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">67<o:p></o:p></span></div>
</td>
<td style="border-bottom: solid black 1.0pt; border-left: none; border-right: solid black 1.0pt; border-top: none; mso-border-alt: solid black .5pt; mso-border-bottom-themecolor: text1; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-right-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 1.0in;" valign="top" width="96"><div align="center" class="MsoNormalCxSpMiddle" style="margin-bottom: 3pt; text-align: center;">
<span lang="FI" style="font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">90<o:p></o:p></span></div>
</td>
<td style="border-bottom: solid black 1.0pt; border-left: none; border-right: solid black 1.0pt; border-top: none; mso-border-alt: solid black .5pt; mso-border-bottom-themecolor: text1; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-right-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 62.3pt;" valign="bottom" width="83"><div align="center" class="MsoNormal" style="margin-bottom: 0.0001pt; text-align: center;">
<span style="font-family: "arial narrow" , sans-serif;">23<o:p></o:p></span></div>
</td>
<td style="border-bottom: solid black 1.0pt; border-left: none; border-right: solid black 1.0pt; border-top: none; mso-border-alt: solid black .5pt; mso-border-bottom-themecolor: text1; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-right-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 58.9pt;" valign="top" width="79"><div align="center" class="MsoNormalCxSpMiddle" style="margin-bottom: 3pt; text-align: center;">
<span lang="FI" style="font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">+<o:p></o:p></span></div>
</td>
<td style="border-bottom: solid black 1.0pt; border-left: none; border-right: solid black 1.0pt; border-top: none; mso-border-alt: solid black .5pt; mso-border-bottom-themecolor: text1; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-right-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 58.9pt;" valign="top" width="79"><div align="center" class="MsoNormalCxSpMiddle" style="margin-bottom: 3pt; text-align: center;">
<span lang="FI" style="font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">7<o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="border-top: none; border: solid black 1.0pt; mso-border-alt: solid black .5pt; mso-border-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 58.25pt;" valign="top" width="78"><div align="center" class="MsoNormalCxSpMiddle" style="margin-bottom: 3pt; text-align: center;">
<span lang="FI" style="font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">3<o:p></o:p></span></div>
</td>
<td style="border-bottom: solid black 1.0pt; border-left: none; border-right: solid black 1.0pt; border-top: none; mso-border-alt: solid black .5pt; mso-border-bottom-themecolor: text1; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-right-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 1.0in;" valign="top" width="96"><div align="center" class="MsoNormalCxSpMiddle" style="margin-bottom: 3pt; text-align: center;">
<span lang="FI" style="font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">71<o:p></o:p></span></div>
</td>
<td style="border-bottom: solid black 1.0pt; border-left: none; border-right: solid black 1.0pt; border-top: none; mso-border-alt: solid black .5pt; mso-border-bottom-themecolor: text1; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-right-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 1.0in;" valign="top" width="96"><div align="center" class="MsoNormalCxSpMiddle" style="margin-bottom: 3pt; text-align: center;">
<span lang="FI" style="font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">75<o:p></o:p></span></div>
</td>
<td style="border-bottom: solid black 1.0pt; border-left: none; border-right: solid black 1.0pt; border-top: none; mso-border-alt: solid black .5pt; mso-border-bottom-themecolor: text1; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-right-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 62.3pt;" valign="bottom" width="83"><div align="center" class="MsoNormal" style="margin-bottom: 0.0001pt; text-align: center;">
<span style="font-family: "arial narrow" , sans-serif;">4<o:p></o:p></span></div>
</td>
<td style="border-bottom: solid black 1.0pt; border-left: none; border-right: solid black 1.0pt; border-top: none; mso-border-alt: solid black .5pt; mso-border-bottom-themecolor: text1; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-right-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 58.9pt;" valign="top" width="79"><div align="center" class="MsoNormalCxSpMiddle" style="margin-bottom: 3pt; text-align: center;">
<span lang="FI" style="font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">+<o:p></o:p></span></div>
</td>
<td style="border-bottom: solid black 1.0pt; border-left: none; border-right: solid black 1.0pt; border-top: none; mso-border-alt: solid black .5pt; mso-border-bottom-themecolor: text1; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-right-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 58.9pt;" valign="top" width="79"><div align="center" class="MsoNormalCxSpMiddle" style="margin-bottom: 3pt; text-align: center;">
<span lang="FI" style="font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">3.5<o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="border-top: none; border: solid black 1.0pt; mso-border-alt: solid black .5pt; mso-border-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 58.25pt;" valign="top" width="78"><div align="center" class="MsoNormalCxSpMiddle" style="margin-bottom: 3pt; text-align: center;">
<span lang="FI" style="font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">4<o:p></o:p></span></div>
</td>
<td style="border-bottom: solid black 1.0pt; border-left: none; border-right: solid black 1.0pt; border-top: none; mso-border-alt: solid black .5pt; mso-border-bottom-themecolor: text1; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-right-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 1.0in;" valign="top" width="96"><div align="center" class="MsoNormalCxSpMiddle" style="margin-bottom: 3pt; text-align: center;">
<span lang="FI" style="font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">86<o:p></o:p></span></div>
</td>
<td style="border-bottom: solid black 1.0pt; border-left: none; border-right: solid black 1.0pt; border-top: none; mso-border-alt: solid black .5pt; mso-border-bottom-themecolor: text1; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-right-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 1.0in;" valign="top" width="96"><div align="center" class="MsoNormalCxSpMiddle" style="margin-bottom: 3pt; text-align: center;">
<span lang="FI" style="font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">86<o:p></o:p></span></div>
</td>
<td style="border-bottom: solid black 1.0pt; border-left: none; border-right: solid black 1.0pt; border-top: none; mso-border-alt: solid black .5pt; mso-border-bottom-themecolor: text1; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-right-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 62.3pt;" valign="bottom" width="83"><div align="center" class="MsoNormal" style="margin-bottom: 0.0001pt; text-align: center;">
<span style="font-family: "arial narrow" , sans-serif;">0<o:p></o:p></span></div>
</td>
<td style="border-bottom: solid black 1.0pt; border-left: none; border-right: solid black 1.0pt; border-top: none; mso-border-alt: solid black .5pt; mso-border-bottom-themecolor: text1; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-right-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 58.9pt;" valign="top" width="79"><div align="center" class="MsoNormalCxSpMiddle" style="margin-bottom: 3pt; text-align: center;">
<br /></div>
</td>
<td style="border-bottom: solid black 1.0pt; border-left: none; border-right: solid black 1.0pt; border-top: none; mso-border-alt: solid black .5pt; mso-border-bottom-themecolor: text1; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-right-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 58.9pt;" valign="top" width="79"><div align="center" class="MsoNormalCxSpMiddle" style="margin-bottom: 3pt; text-align: center;">
<span lang="FI" style="font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">diabaikan<o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="border-top: none; border: solid black 1.0pt; mso-border-alt: solid black .5pt; mso-border-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 58.25pt;" valign="top" width="78"><div align="center" class="MsoNormalCxSpMiddle" style="margin-bottom: 3pt; text-align: center;">
<span lang="FI" style="font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">5<o:p></o:p></span></div>
</td>
<td style="border-bottom: solid black 1.0pt; border-left: none; border-right: solid black 1.0pt; border-top: none; mso-border-alt: solid black .5pt; mso-border-bottom-themecolor: text1; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-right-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 1.0in;" valign="top" width="96"><div align="center" class="MsoNormalCxSpMiddle" style="margin-bottom: 3pt; text-align: center;">
<span lang="FI" style="font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">83<o:p></o:p></span></div>
</td>
<td style="border-bottom: solid black 1.0pt; border-left: none; border-right: solid black 1.0pt; border-top: none; mso-border-alt: solid black .5pt; mso-border-bottom-themecolor: text1; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-right-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 1.0in;" valign="top" width="96"><div align="center" class="MsoNormalCxSpMiddle" style="margin-bottom: 3pt; text-align: center;">
<span lang="FI" style="font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">83<o:p></o:p></span></div>
</td>
<td style="border-bottom: solid black 1.0pt; border-left: none; border-right: solid black 1.0pt; border-top: none; mso-border-alt: solid black .5pt; mso-border-bottom-themecolor: text1; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-right-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 62.3pt;" valign="bottom" width="83"><div align="center" class="MsoNormal" style="margin-bottom: 0.0001pt; text-align: center;">
<span style="font-family: "arial narrow" , sans-serif;">0<o:p></o:p></span></div>
</td>
<td style="border-bottom: solid black 1.0pt; border-left: none; border-right: solid black 1.0pt; border-top: none; mso-border-alt: solid black .5pt; mso-border-bottom-themecolor: text1; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-right-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 58.9pt;" valign="top" width="79"><div align="center" class="MsoNormalCxSpMiddle" style="margin-bottom: 3pt; text-align: center;">
<br /></div>
</td>
<td style="border-bottom: solid black 1.0pt; border-left: none; border-right: solid black 1.0pt; border-top: none; mso-border-alt: solid black .5pt; mso-border-bottom-themecolor: text1; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-right-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 58.9pt;" valign="top" width="79"><div align="center" class="MsoNormalCxSpMiddle" style="margin-bottom: 3pt; text-align: center;">
<span lang="FI" style="font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">diabaikan<o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="border-top: none; border: solid black 1.0pt; mso-border-alt: solid black .5pt; mso-border-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 58.25pt;" valign="top" width="78"><div align="center" class="MsoNormalCxSpMiddle" style="margin-bottom: 3pt; text-align: center;">
<span lang="FI" style="font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">6<o:p></o:p></span></div>
</td>
<td style="border-bottom: solid black 1.0pt; border-left: none; border-right: solid black 1.0pt; border-top: none; mso-border-alt: solid black .5pt; mso-border-bottom-themecolor: text1; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-right-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 1.0in;" valign="top" width="96"><div align="center" class="MsoNormalCxSpMiddle" style="margin-bottom: 3pt; text-align: center;">
<span lang="FI" style="font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">60<o:p></o:p></span></div>
</td>
<td style="border-bottom: solid black 1.0pt; border-left: none; border-right: solid black 1.0pt; border-top: none; mso-border-alt: solid black .5pt; mso-border-bottom-themecolor: text1; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-right-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 1.0in;" valign="top" width="96"><div align="center" class="MsoNormalCxSpMiddle" style="margin-bottom: 3pt; text-align: center;">
<span lang="FI" style="font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">88<o:p></o:p></span></div>
</td>
<td style="border-bottom: solid black 1.0pt; border-left: none; border-right: solid black 1.0pt; border-top: none; mso-border-alt: solid black .5pt; mso-border-bottom-themecolor: text1; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-right-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 62.3pt;" valign="bottom" width="83"><div align="center" class="MsoNormal" style="margin-bottom: 0.0001pt; text-align: center;">
<span style="font-family: "arial narrow" , sans-serif;">28<o:p></o:p></span></div>
</td>
<td style="border-bottom: solid black 1.0pt; border-left: none; border-right: solid black 1.0pt; border-top: none; mso-border-alt: solid black .5pt; mso-border-bottom-themecolor: text1; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-right-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 58.9pt;" valign="top" width="79"><div align="center" class="MsoNormalCxSpMiddle" style="margin-bottom: 3pt; text-align: center;">
<span lang="FI" style="font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">+<o:p></o:p></span></div>
</td>
<td style="border-bottom: solid black 1.0pt; border-left: none; border-right: solid black 1.0pt; border-top: none; mso-border-alt: solid black .5pt; mso-border-bottom-themecolor: text1; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-right-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 58.9pt;" valign="top" width="79"><div align="center" class="MsoNormalCxSpMiddle" style="margin-bottom: 3pt; text-align: center;">
<span lang="FI" style="font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">8<o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="border-top: none; border: solid black 1.0pt; mso-border-alt: solid black .5pt; mso-border-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 58.25pt;" valign="top" width="78"><div align="center" class="MsoNormalCxSpMiddle" style="margin-bottom: 3pt; text-align: center;">
<span lang="FI" style="font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">7<o:p></o:p></span></div>
</td>
<td style="border-bottom: solid black 1.0pt; border-left: none; border-right: solid black 1.0pt; border-top: none; mso-border-alt: solid black .5pt; mso-border-bottom-themecolor: text1; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-right-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 1.0in;" valign="top" width="96"><div align="center" class="MsoNormalCxSpMiddle" style="margin-bottom: 3pt; text-align: center;">
<span lang="FI" style="font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">91<o:p></o:p></span></div>
</td>
<td style="border-bottom: solid black 1.0pt; border-left: none; border-right: solid black 1.0pt; border-top: none; mso-border-alt: solid black .5pt; mso-border-bottom-themecolor: text1; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-right-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 1.0in;" valign="top" width="96"><div align="center" class="MsoNormalCxSpMiddle" style="margin-bottom: 3pt; text-align: center;">
<span lang="FI" style="font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">88<o:p></o:p></span></div>
</td>
<td style="border-bottom: solid black 1.0pt; border-left: none; border-right: solid black 1.0pt; border-top: none; mso-border-alt: solid black .5pt; mso-border-bottom-themecolor: text1; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-right-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 62.3pt;" valign="bottom" width="83"><div align="center" class="MsoNormal" style="margin-bottom: 0.0001pt; text-align: center;">
<span style="font-family: "arial narrow" , sans-serif;">-3<o:p></o:p></span></div>
</td>
<td style="border-bottom: solid black 1.0pt; border-left: none; border-right: solid black 1.0pt; border-top: none; mso-border-alt: solid black .5pt; mso-border-bottom-themecolor: text1; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-right-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 58.9pt;" valign="top" width="79"><div align="center" class="MsoNormalCxSpMiddle" style="margin-bottom: 3pt; text-align: center;">
<span lang="FI" style="font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">-<o:p></o:p></span></div>
</td>
<td style="border-bottom: solid black 1.0pt; border-left: none; border-right: solid black 1.0pt; border-top: none; mso-border-alt: solid black .5pt; mso-border-bottom-themecolor: text1; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-right-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 58.9pt;" valign="top" width="79"><div align="center" class="MsoNormalCxSpMiddle" style="margin-bottom: 3pt; text-align: center;">
<span lang="FI" style="font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">2<o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="border-top: none; border: solid black 1.0pt; mso-border-alt: solid black .5pt; mso-border-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 58.25pt;" valign="top" width="78"><div align="center" class="MsoNormalCxSpMiddle" style="margin-bottom: 3pt; text-align: center;">
<span lang="FI" style="font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">8<o:p></o:p></span></div>
</td>
<td style="border-bottom: solid black 1.0pt; border-left: none; border-right: solid black 1.0pt; border-top: none; mso-border-alt: solid black .5pt; mso-border-bottom-themecolor: text1; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-right-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 1.0in;" valign="top" width="96"><div align="center" class="MsoNormalCxSpMiddle" style="margin-bottom: 3pt; text-align: center;">
<span lang="FI" style="font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">70<o:p></o:p></span></div>
</td>
<td style="border-bottom: solid black 1.0pt; border-left: none; border-right: solid black 1.0pt; border-top: none; mso-border-alt: solid black .5pt; mso-border-bottom-themecolor: text1; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-right-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 1.0in;" valign="top" width="96"><div align="center" class="MsoNormalCxSpMiddle" style="margin-bottom: 3pt; text-align: center;">
<span lang="FI" style="font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">82<o:p></o:p></span></div>
</td>
<td style="border-bottom: solid black 1.0pt; border-left: none; border-right: solid black 1.0pt; border-top: none; mso-border-alt: solid black .5pt; mso-border-bottom-themecolor: text1; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-right-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 62.3pt;" valign="bottom" width="83"><div align="center" class="MsoNormal" style="margin-bottom: 0.0001pt; text-align: center;">
<span style="font-family: "arial narrow" , sans-serif;">12<o:p></o:p></span></div>
</td>
<td style="border-bottom: solid black 1.0pt; border-left: none; border-right: solid black 1.0pt; border-top: none; mso-border-alt: solid black .5pt; mso-border-bottom-themecolor: text1; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-right-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 58.9pt;" valign="top" width="79"><div align="center" class="MsoNormalCxSpMiddle" style="margin-bottom: 3pt; text-align: center;">
<span lang="FI" style="font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">+<o:p></o:p></span></div>
</td>
<td style="border-bottom: solid black 1.0pt; border-left: none; border-right: solid black 1.0pt; border-top: none; mso-border-alt: solid black .5pt; mso-border-bottom-themecolor: text1; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-right-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 58.9pt;" valign="top" width="79"><div align="center" class="MsoNormalCxSpMiddle" style="margin-bottom: 3pt; text-align: center;">
<span lang="FI" style="font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">6<o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="border-top: none; border: solid black 1.0pt; mso-border-alt: solid black .5pt; mso-border-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 58.25pt;" valign="top" width="78"><div align="center" class="MsoNormalCxSpMiddle" style="margin-bottom: 3pt; text-align: center;">
<span lang="FI" style="font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">9<o:p></o:p></span></div>
</td>
<td style="border-bottom: solid black 1.0pt; border-left: none; border-right: solid black 1.0pt; border-top: none; mso-border-alt: solid black .5pt; mso-border-bottom-themecolor: text1; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-right-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 1.0in;" valign="top" width="96"><div align="center" class="MsoNormalCxSpMiddle" style="margin-bottom: 3pt; text-align: center;">
<span lang="FI" style="font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">69<o:p></o:p></span></div>
</td>
<td style="border-bottom: solid black 1.0pt; border-left: none; border-right: solid black 1.0pt; border-top: none; mso-border-alt: solid black .5pt; mso-border-bottom-themecolor: text1; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-right-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 1.0in;" valign="top" width="96"><div align="center" class="MsoNormalCxSpMiddle" style="margin-bottom: 3pt; text-align: center;">
<span lang="FI" style="font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">67<o:p></o:p></span></div>
</td>
<td style="border-bottom: solid black 1.0pt; border-left: none; border-right: solid black 1.0pt; border-top: none; mso-border-alt: solid black .5pt; mso-border-bottom-themecolor: text1; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-right-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 62.3pt;" valign="bottom" width="83"><div align="center" class="MsoNormal" style="margin-bottom: 0.0001pt; text-align: center;">
<span style="font-family: "arial narrow" , sans-serif;">-2<o:p></o:p></span></div>
</td>
<td style="border-bottom: solid black 1.0pt; border-left: none; border-right: solid black 1.0pt; border-top: none; mso-border-alt: solid black .5pt; mso-border-bottom-themecolor: text1; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-right-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 58.9pt;" valign="top" width="79"><div align="center" class="MsoNormalCxSpMiddle" style="margin-bottom: 3pt; text-align: center;">
<span lang="FI" style="font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">-<o:p></o:p></span></div>
</td>
<td style="border-bottom: solid black 1.0pt; border-left: none; border-right: solid black 1.0pt; border-top: none; mso-border-alt: solid black .5pt; mso-border-bottom-themecolor: text1; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-right-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 58.9pt;" valign="top" width="79"><div align="center" class="MsoNormalCxSpMiddle" style="margin-bottom: 3pt; text-align: center;">
<span lang="FI" style="font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">1<o:p></o:p></span></div>
</td>
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<td style="border-top: none; border: solid black 1.0pt; mso-border-alt: solid black .5pt; mso-border-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 58.25pt;" valign="top" width="78"><div align="center" class="MsoNormalCxSpMiddle" style="margin-bottom: 3pt; text-align: center;">
<span lang="FI" style="font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">10<o:p></o:p></span></div>
</td>
<td style="border-bottom: solid black 1.0pt; border-left: none; border-right: solid black 1.0pt; border-top: none; mso-border-alt: solid black .5pt; mso-border-bottom-themecolor: text1; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-right-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 1.0in;" valign="top" width="96"><div align="center" class="MsoNormalCxSpMiddle" style="margin-bottom: 3pt; text-align: center;">
<span lang="FI" style="font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">80<o:p></o:p></span></div>
</td>
<td style="border-bottom: solid black 1.0pt; border-left: none; border-right: solid black 1.0pt; border-top: none; mso-border-alt: solid black .5pt; mso-border-bottom-themecolor: text1; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-right-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 1.0in;" valign="top" width="96"><div align="center" class="MsoNormalCxSpMiddle" style="margin-bottom: 3pt; text-align: center;">
<span lang="FI" style="font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">72<o:p></o:p></span></div>
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<td style="border-bottom: solid black 1.0pt; border-left: none; border-right: solid black 1.0pt; border-top: none; mso-border-alt: solid black .5pt; mso-border-bottom-themecolor: text1; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-right-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 62.3pt;" valign="bottom" width="83"><div align="center" class="MsoNormal" style="margin-bottom: 0.0001pt; text-align: center;">
<span style="font-family: "arial narrow" , sans-serif;">-8<o:p></o:p></span></div>
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<td style="border-bottom: solid black 1.0pt; border-left: none; border-right: solid black 1.0pt; border-top: none; mso-border-alt: solid black .5pt; mso-border-bottom-themecolor: text1; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-right-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 58.9pt;" valign="top" width="79"><div align="center" class="MsoNormalCxSpMiddle" style="margin-bottom: 3pt; text-align: center;">
<span lang="FI" style="font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">-<o:p></o:p></span></div>
</td>
<td style="border-bottom: solid black 1.0pt; border-left: none; border-right: solid black 1.0pt; border-top: none; mso-border-alt: solid black .5pt; mso-border-bottom-themecolor: text1; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-right-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 58.9pt;" valign="top" width="79"><div align="center" class="MsoNormalCxSpMiddle" style="margin-bottom: 3pt; text-align: center;">
<span lang="FI" style="font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">5<o:p></o:p></span></div>
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</tbody></table>
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<br /></div>
<div class="MsoNormal" style="margin-bottom: 0.0001pt;">
<br /></div>
<div class="MsoNormal" style="margin-bottom: 0.0001pt;">
<b><span style="font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">Nilai T-hitung<o:p></o:p></span></b></div>
<div class="MsoNormal" style="margin-bottom: 0.0001pt;">
<span style="font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">T(+)
= 3.5 + 7 + 3.5 + 8 + 6 = 28<o:p></o:p></span></div>
<div class="MsoNormal" style="margin-bottom: 0.0001pt;">
<span style="font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">T(-
) = 2 + 1 + 5 = 8<o:p></o:p></span></div>
<div class="MsoNormal" style="margin-bottom: 0.0001pt;">
<span style="font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">T’
hitung = min (T+,T-) = 8<o:p></o:p></span></div>
<div class="MsoNormal" style="margin-bottom: 0.0001pt;">
<span style="font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">Karena
ada 2 data yang nilainya nol, maka n = 8<o:p></o:p></span></div>
<div class="MsoNormal" style="margin-bottom: 0.0001pt;">
<span style="font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">Tabel
Wilcoxon n=8, </span><span style="font-family: "arial narrow" , sans-serif; font-size: 12pt;">α=0.05 adalah
T-Tabel=3</span><span style="font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;"><o:p></o:p></span></div>
<div class="MsoNormal" style="margin-bottom: 0.0001pt;">
<br /></div>
<div class="MsoNormalCxSpMiddle" style="margin-bottom: 3pt; text-align: justify;">
<b><span style="font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">Perhitungan Pendekatan Normal (with ties)</span></b><b><span style="font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;"><o:p></o:p></span></b></div>
<div class="MsoNormalCxSpMiddle" style="margin-bottom: 3pt; text-align: justify;">
<br /></div>
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<span style="font-family: "times new roman" , "serif"; font-size: 12.0pt;"></span></div>
<div class="separator" style="clear: both; text-align: center;">
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<b><span style="font-family: "arial narrow" , "sans-serif"; font-size: 12.0pt;">Output SPSS<o:p></o:p></span></b></div>
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<table border="1" cellpadding="0" cellspacing="0" class="MsoNormalTable" style="border-collapse: collapse; border: none; mso-border-alt: solid black 1.0pt; mso-border-insideh: 1.0pt solid black; mso-border-insidev: 1.0pt solid black; mso-padding-alt: 0in 0in 0in 0in; mso-table-layout-alt: fixed; width: 235px;">
<thead>
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<td colspan="2" style="background: white; border: none; padding: 0in 0in 0in 0in; width: 176.55pt;" width="235"><div align="center" class="MsoNormal" style="line-height: 16.0pt; margin-bottom: .0001pt; margin-bottom: 0in; margin-left: 3.0pt; margin-right: 3.0pt; margin-top: 0in; mso-layout-grid-align: none; text-align: center; text-autospace: none;">
<b><span style="font-family: "arial" , sans-serif; font-size: 9pt;">Test
Statistics<sup>b</sup></span></b><span style="font-family: "arial" , sans-serif; font-size: 9pt;"><o:p></o:p></span></div>
</td>
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<br /></div>
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<span style="font-family: "arial" , sans-serif; font-size: 9pt;">Sesudah
- Sebelum<o:p></o:p></span></div>
</td>
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<td style="background: white; border-bottom: none; border-left: solid black 2.25pt; border-right: solid black 2.25pt; border-top: none; mso-border-top-alt: solid black 2.25pt; padding: 0in 0in 0in 0in; width: 103.15pt;" valign="top" width="138"><div class="MsoNormal" style="line-height: 16.0pt; margin-bottom: .0001pt; margin-bottom: 0in; margin-left: 3.0pt; margin-right: 3.0pt; margin-top: 0in; mso-layout-grid-align: none; text-autospace: none;">
<span style="font-family: "arial" , sans-serif; font-size: 9pt;">Z<o:p></o:p></span></div>
</td>
<td style="background: white; border-right: solid black 2.25pt; border: none; mso-border-left-alt: solid black 2.25pt; mso-border-top-alt: solid black 2.25pt; padding: 0in 0in 0in 0in; width: 73.4pt;" valign="top" width="98"><div align="right" class="MsoNormal" style="line-height: 16.0pt; margin-bottom: .0001pt; margin-bottom: 0in; margin-left: 3.0pt; margin-right: 3.0pt; margin-top: 0in; mso-layout-grid-align: none; text-align: right; text-autospace: none;">
<span style="font-family: "arial" , sans-serif; font-size: 9pt;">-1.402<sup>a</sup><o:p></o:p></span></div>
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<td style="background: white; border-top: none; border: solid black 2.25pt; padding: 0in 0in 0in 0in; width: 103.15pt;" valign="top" width="138"><div class="MsoNormal" style="line-height: 16.0pt; margin-bottom: .0001pt; margin-bottom: 0in; margin-left: 3.0pt; margin-right: 3.0pt; margin-top: 0in; mso-layout-grid-align: none; text-autospace: none;">
<span style="font-family: "arial" , sans-serif; font-size: 9pt;">Asymp. Sig. (2-tailed)<o:p></o:p></span></div>
</td>
<td style="background: white; border-bottom: solid black 2.25pt; border-left: none; border-right: solid black 2.25pt; border-top: none; mso-border-left-alt: solid black 2.25pt; padding: 0in 0in 0in 0in; width: 73.4pt;" valign="top" width="98"><div align="right" class="MsoNormal" style="line-height: 16.0pt; margin-bottom: .0001pt; margin-bottom: 0in; margin-left: 3.0pt; margin-right: 3.0pt; margin-top: 0in; mso-layout-grid-align: none; text-align: right; text-autospace: none;">
<span style="font-family: "arial" , sans-serif; font-size: 9pt;">.161<o:p></o:p></span></div>
</td>
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<td colspan="2" style="background: white; border: none; padding: 0in 0in 0in 0in; width: 176.55pt;" valign="top" width="235"><div class="MsoNormal" style="line-height: 16.0pt; margin-bottom: .0001pt; margin-bottom: 0in; margin-left: 3.0pt; margin-right: 3.0pt; margin-top: 0in; mso-layout-grid-align: none; text-autospace: none;">
<span style="font-family: "arial" , sans-serif; font-size: 9pt;">a. Based on negative ranks.<o:p></o:p></span></div>
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</thead>
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<tr style="mso-yfti-irow: 5; mso-yfti-lastrow: yes; page-break-inside: avoid;">
<td colspan="2" style="background: white; border: none; padding: 0in 0in 0in 0in; width: 176.55pt;" valign="top" width="235"><div class="MsoNormal" style="line-height: 16.0pt; margin-bottom: .0001pt; margin-bottom: 0in; margin-left: 3.0pt; margin-right: 3.0pt; margin-top: 0in; mso-layout-grid-align: none; text-autospace: none;">
<span style="font-family: "arial" , sans-serif; font-size: 9pt;">b. Wilcoxon Signed Ranks Test<o:p></o:p></span></div>
</td>
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<br /></div>
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<br /></div>
harryhttp://www.blogger.com/profile/04684852714335464555noreply@blogger.com0tag:blogger.com,1999:blog-3635332662013640626.post-37055024608355115222016-02-02T11:38:00.005+07:002016-02-03T06:15:13.270+07:00REGRESI LOGISTIK UNTUK DATA KESEHATAN : STATA<div class="MsoNormal" style="text-align: justify;">
Contoh Kasus</div>
<span style="font-family: "calibri" , "sans-serif"; font-size: 11.0pt; line-height: 115%;"></span><br />
<div style="text-align: justify;">
<span style="font-family: "calibri" , "sans-serif"; font-size: 11.0pt; line-height: 115%;"><span style="font-family: "calibri" , sans-serif; font-size: 11pt; line-height: 115%;">Ingin diketahui faktor-faktor resiko mana saya
yang berpengaruh signifikan terhadap kejadia diabetes. Diambil 60 sampel yang
terdiri dari 30 sampel orang terkena diabetes dan 30 lainnya kondisinya sehat.
Faktor resiko yang akan diuji pengaruhnya diantaranya gender, usia, hipertensi,
indek massa tubuh, dan riwayat diabetes orang tua.</span><span style="font-family: "calibri" , sans-serif; font-size: 11pt; line-height: 115%;"> </span><span style="font-family: "calibri" , sans-serif; font-size: 11pt; line-height: 115%;">Gender, hipertensi, status gizi dan riwayat
diabetes orang tua berbentuk variabel kategori sedangkan usia dan indek massa
tubuh berbentuk variabel numerik.</span><span style="font-family: "calibri" , sans-serif; font-size: 11pt; line-height: 115%;"> </span></span></div>
<span style="font-family: "calibri" , "sans-serif"; font-size: 11.0pt; line-height: 115%;">
</span>
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<span style="font-family: "calibri" , "sans-serif"; font-size: 11.0pt; line-height: 115%;"><span style="font-family: "calibri" , sans-serif; font-size: 11pt; line-height: 115%;"><br /></span></span></div>
<span style="font-family: "calibri" , "sans-serif"; font-size: 11.0pt; line-height: 115%;">
<div style="text-align: justify;">
<span style="font-family: "calibri" , sans-serif; font-size: 11pt; line-height: 115%;"><br /></span></div>
<div style="text-align: justify;">
<div class="MsoNormal">
Sebelum dilakukan analisa untuk mengetahui faktor penyebab
resiko Diabetes dengan analisa regresi logistik terlebih dahulu dilakukan
explorasi terhadap kejadian diabetes dan faktor resikonya (analisa univariate),
kemudian dilakukan analisa bivariate untuk mengetahui pengaruh langsung faktor
resiko terhadap kejadian diabetes sekaligus sebagai selekasi variabel mencari
kandidat variabel yang akan dianalisa dalam regresi logistik. Secara umum dalam
dalam kontek analisa statistik untuk kesehatan, pemilihan variabel kandidat
yang akan diikutsertakan dalam analisa multivariate (dalam hal ini regresi
logistik) didasarkan pada hasil analisa bivariate yang memiliki nilai p-value
< 0.25. </div>
<div class="MsoNormal">
<br /></div>
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<b><span style="font-size: 12.0pt; line-height: 115%; mso-bidi-font-size: 11.0pt;">Explorasi
terhadap kejadian diabetes dan faktor resikonya (analisa univariate)<o:p></o:p></span></b></div>
<div class="MsoNormal">
<b><span style="font-size: 12.0pt; line-height: 115%; mso-bidi-font-size: 11.0pt;"><br /></span></b></div>
<div class="MsoNormal">
Untuk melakukan explorasi digunakan command/perintah <b><span style="font-family: "arial" , "sans-serif";">tab</span></b> dan <b><span style="font-family: "arial" , "sans-serif";">sum</span></b><span style="font-family: "arial" , "sans-serif";">. Perintah <b>tab</b> digunakan pada variabel kategorik dan perintah <b>sum</b> digunakan pada variabel numerik.
Format perintah untuk melakukan explorasi terhadap kejadian diabet dan faktor
resikonya: <i>command</i> <i>variabel</i><o:p></o:p></span></div>
<div class="MsoNormal">
<br /></div>
<div class="MsoNormal">
<span style="font-family: "arial" , "sans-serif";">Explorasi
data kategorik<o:p></o:p></span></div>
<div class="MsoNormal">
<span style="font-family: "arial" , "sans-serif";">Explorasi data kategorik berupa explorasi
terhadap frekuensi dan presentasi dari setiap kategori yang terdapat dalam
setiap variabel<o:p></o:p></span></div>
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<br /></div>
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<span style="font-family: "arial" , "sans-serif";">Explorasi
data numerik<o:p></o:p></span></div>
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<span style="font-family: "arial" , "sans-serif"; font-size: 11.0pt; line-height: 115%;">Explorasi data
numerik merupakan explorasi terhadap nilai rata-rata, stadar deviasi dan nilai
minimum dan maksimum dari dan setiap
variabel numerik</span></div>
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<b><span style="font-size: 14.0pt; line-height: 115%; mso-bidi-font-size: 11.0pt;">Explorasi
pengaruh langsung faktor resiko terhadap kejadian diabetes (analisa bivariate)<o:p></o:p></span></b></div>
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<b><span style="font-family: "cambria" , "serif"; mso-ascii-theme-font: major-latin; mso-bidi-font-family: "Courier New"; mso-hansi-theme-font: major-latin;">Uji pengaruh langsung faktor resiko variabel kategorik terhadap
kejdian diabetes<o:p></o:p></span></b></div>
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<span style="font-family: "cambria" , "serif"; mso-ascii-theme-font: major-latin; mso-bidi-font-family: "Courier New"; mso-hansi-theme-font: major-latin;">Untuk
melihat pengaruh langsung faktor resiko dari sebuah variabel kategorik terhadap
kejadian diabets digunakan uji chi-square. Adapun format perintahnya : <i>tab (variabel resiko) (variabel kejadi
diabetes), chi row <o:p></o:p></i></span></div>
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<span style="font-family: "cambria" , "serif"; mso-ascii-theme-font: major-latin; mso-bidi-font-family: "Courier New"; mso-hansi-theme-font: major-latin;">Hasil uji
pengaruh gender terhadap kejadia diabetes diperoleh nilai p-value 0.2778 yang
berarti gender tidak masuk sebagai kandidat variabel yang akan dianalisa dalam
model regresi logistik.<o:p></o:p></span></div>
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<span style="font-family: "cambria" , "serif"; mso-ascii-theme-font: major-latin; mso-bidi-font-family: "Courier New"; mso-hansi-theme-font: major-latin;">Hasil uji
pengaruh hipertensi terhadap kejadia
diabetes diperoleh nilai p-value 0.2667 yang berarti hipertensi tidak masuk
sebagai kandidat variabel yang akan dianalisa dalam model regresi logistik.<o:p></o:p></span></div>
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<span style="font-family: "cambria" , "serif"; mso-ascii-theme-font: major-latin; mso-bidi-font-family: "Courier New"; mso-hansi-theme-font: major-latin;">Hasil uji
pengaruh status gizi terhadap kejadia
diabetes diperoleh nilai p-value 0.009 yang berarti status gizi masuk sebagai kandidat variabel yang akan
dianalisa dalam model regresi logistik.<o:p></o:p></span></div>
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<span style="font-family: "cambria" , "serif"; mso-ascii-theme-font: major-latin; mso-bidi-font-family: "Courier New"; mso-hansi-theme-font: major-latin;">Hasil uji
pengaruh riwayat diabetes orang tua terhadap kejadia diabetes diperoleh nilai
p-value 0.010 yang berarti riwayat diabetes orang tua masuk sebagai kandidat variabel yang akan
dianalisa dalam model regresi logistik.<o:p></o:p></span></div>
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<b><span style="font-family: "cambria" , "serif"; mso-ascii-theme-font: major-latin; mso-bidi-font-family: "Courier New"; mso-hansi-theme-font: major-latin;">Uji pengaruh langsung faktor resiko variabel numerik terhadap
kejdian diabetes<o:p></o:p></span></b></div>
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<span style="font-family: "cambria" , "serif"; mso-ascii-theme-font: major-latin; mso-bidi-font-family: "Courier New"; mso-hansi-theme-font: major-latin;">Untuk
melihat pengaruh langsung faktor resiko dari sebuah variabel numerik terhadap
kejadian diabets digunakan uji t-test. Adapun format perintahnya : <i>ttest (variabel resiko), by (variabel kejadi
diabetes)<o:p></o:p></i></span></div>
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<b><span style="font-size: 14.0pt; line-height: 115%; mso-bidi-font-size: 11.0pt;">Analisa
pengaruh faktor resiko terhadap kejadian
diabetes dengan regresi logistik
(Analisa Multivariate)<o:p></o:p></span></b></div>
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<span style="font-family: "cambria" , "serif"; mso-ascii-theme-font: major-latin; mso-bidi-font-family: "Courier New"; mso-hansi-theme-font: major-latin;">Dari hasil analisa bivariate (uji pengaruh langsung) variabel
resiko terhadap kejadian diabetes diperoleh beberapa variabel kandidat yang
akan dianalisa dengan regresi logistik, diantaranya variabel usia status gizi,
indek massa tubuh dan riwayat diabetes orang tua. Dalam stata ada dua jenis output yang
ditampilkan ketika melakukan analisa regresi logistik, yaitu output regresi
logistik yang menampilkan nilai koefisien regresinya dan output regresi
logistik yang menampilkan nilai odd rasio. <o:p></o:p></span></div>
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<b><span style="font-family: "cambria" , "serif"; mso-ascii-theme-font: major-latin; mso-bidi-font-family: "Courier New"; mso-hansi-theme-font: major-latin;">Regresi
Logistik Dengan Nilai Koefisien Regresi<o:p></o:p></span></b></div>
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<span style="font-family: "cambria" , "serif"; mso-ascii-theme-font: major-latin; mso-bidi-font-family: "Courier New"; mso-hansi-theme-font: major-latin;">Untuk
melakukan analisa regresi logistik yang menampilkan nilai koefisien digunakan
perintah: <i>Logit (dependent variabel)
(independen variabel). </i>Regresi logistik dengan nilai koefisien nantinya
dapat digunakan untuk menghitung nilai probabilitas kejadian Y=1.<o:p></o:p></span></div>
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Dari
hasil analisa terlihat bahwa yang signifikan berpengaruh terhadap kejadian
diabetes (Y=1) adalah usia dengan p-value= 0.014, status gizi (stgizi) dengan
p-value 0.028, dan riwayat diabetes orang tua (org_tua) dengan p-value 0.007.
Dengan memperhasikan nilai varian dari sampel, maka faktor resiko yang paling
besar pengaruhnya terhadap kejadian diabetes adalah riwayat diabetes orang tua
(org_tua)karena memiliki statistik z terbesar yaitu 2.67. <o:p></o:p></div>
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Dengan
nilai Pseudo R2 diperolah 0.2927 yang
berarti bahwa pengaruh 5 faktor tesiko yang masuk dalam persamaan regresi
logistik terhadap kejadian diabetes sebesar 29.27%. <o:p></o:p></div>
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Dengan
menggunakan persamaan<o:p></o:p></div>
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<span style="font-size: 12.0pt; mso-bidi-font-family: "Courier New";">Jika ingin diprediksi nilai probabilitas setiap sampel yang
terkumpul kemungkinan terkena diabetes sebagai berikut<o:p></o:p></span></div>
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<b><span style="font-family: "cambria" , "serif"; mso-ascii-theme-font: major-latin; mso-bidi-font-family: "Courier New"; mso-hansi-theme-font: major-latin;">Regresi
Logistik Dengan Odd Rasio<o:p></o:p></span></b></div>
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<span style="font-family: "cambria" , "serif"; mso-ascii-theme-font: major-latin; mso-bidi-font-family: "Courier New"; mso-hansi-theme-font: major-latin;">Untuk
melakukan analisa regresi logistik yang menampilkan nilai odd rasio dengan
menambahkan option or di akhir perintah, dengan format perintah yang digunakan:
<i>Logit (dependent variabel) (independen
variabel), or<o:p></o:p></i></span></div>
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<a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhJ3MoAz19TnMOWUCXNb2_u1j9e_3e0omworcT-d0X_BHcOZOI6jgTpG3wc9tuv30aURP3ZmbBC2TfITXMXaNszY_9jMwVK1FzM2-Fbty09OnWnq6NMbyAheWAy3mm2MZBeBBXfbyT7vGr5/s1600/14.png" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" height="225" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhJ3MoAz19TnMOWUCXNb2_u1j9e_3e0omworcT-d0X_BHcOZOI6jgTpG3wc9tuv30aURP3ZmbBC2TfITXMXaNszY_9jMwVK1FzM2-Fbty09OnWnq6NMbyAheWAy3mm2MZBeBBXfbyT7vGr5/s400/14.png" width="400" /></a></div>
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<span style="font-size: 12.0pt; mso-bidi-font-family: "Courier New"; mso-bidi-font-size: 11.0pt;">Perhitungan nilai Odd rasio pada
output analisa regresi logistik diperolah dari nilai koefisien dengan
menggunakan formula:</span></div>
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<span style="font-size: 12.0pt; mso-bidi-font-family: "Courier New"; mso-bidi-font-size: 11.0pt;">Interpretasi dari nilai odd rasio
variabel-variabel yang berpengaruh signifikan terhadap kejadian diabetes adalah
sebagai berikut. Nilai Odd Rasio dari faktor resiko riwayat diabetes orang tua
(org_tua) sebesar</span><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhrjyPQCFG2Nht6MIPCOuKb1YSUPm08tJ90mpPfiAdhYzi4s1VEBzD9ZBOH3LWMTeIYg1j9DPajxRndF7Pbvm94r5efQGIpJMZ-jYd-zUPYoMhco5a2tBp7NGAAzIN5zWRjWAaxxx1rEPja/s1600/16.png" imageanchor="1" style="font-family: Calibri, sans-serif; font-size: 12pt; margin-left: 1em; margin-right: 1em; text-align: center;"><img border="0" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhrjyPQCFG2Nht6MIPCOuKb1YSUPm08tJ90mpPfiAdhYzi4s1VEBzD9ZBOH3LWMTeIYg1j9DPajxRndF7Pbvm94r5efQGIpJMZ-jYd-zUPYoMhco5a2tBp7NGAAzIN5zWRjWAaxxx1rEPja/s1600/16.png" /></a><span style="font-size: 12.0pt; mso-bidi-font-family: "Courier New"; mso-bidi-font-size: 11.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-theme-font: minor-fareast;">yang berarti bahwa yang sampel yang orang tua
diabet akan memiliki resiko terkena diabet sebesar 8.39 kali dibandingkan yang
orang tuanya tidak terkena diabetes. Untuk faktor resiko usia dengan nilai odd
rasio</span><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgOGODTM55xTMO9Kqomfxy0PAU8BA5lklSivIw0_FkrZkab1bxTVBKrHKmVoEjWVVMrMPX7NDWgihbXZpK5dK3PH6Pw_hUQxCbkQFC-QErP0OmqIeE9lg6VPehS9vJiUtSEf1wYKjbIQF-9/s1600/17.png" imageanchor="1" style="font-family: Calibri, sans-serif; font-size: 12pt; margin-left: 1em; margin-right: 1em; text-align: center;"><img border="0" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgOGODTM55xTMO9Kqomfxy0PAU8BA5lklSivIw0_FkrZkab1bxTVBKrHKmVoEjWVVMrMPX7NDWgihbXZpK5dK3PH6Pw_hUQxCbkQFC-QErP0OmqIeE9lg6VPehS9vJiUtSEf1wYKjbIQF-9/s1600/17.png" /></a><span style="font-family: "calibri" , sans-serif; font-size: 12pt;">memiliki makna bahwa semakin bertambah usianya
maka semakin besar resiko terkena diabet. Faktor resiko status gizi memiliki
nilai odd rasio</span><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEi_DEapX2AK1L1PFCOacnzQ3sNwJ70UJCwvk9EYXjqchosYQ1EpTmMc14A9bLo-_nKpg2osYs45meJrE0U3bu7DYs2ZzK22jo0-1fzDqoTvpNBG_0ene3vh5FassF9uc_WDhyl6r7SoNdx-/s1600/18.png" imageanchor="1" style="font-family: Calibri, sans-serif; font-size: 12pt; margin-left: 1em; margin-right: 1em; text-align: center;"><img border="0" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEi_DEapX2AK1L1PFCOacnzQ3sNwJ70UJCwvk9EYXjqchosYQ1EpTmMc14A9bLo-_nKpg2osYs45meJrE0U3bu7DYs2ZzK22jo0-1fzDqoTvpNBG_0ene3vh5FassF9uc_WDhyl6r7SoNdx-/s1600/18.png" /></a><span style="font-family: "calibri" , sans-serif; font-size: 12pt;">memiliki makna bahwa yang status gizinya
berlebih memiliki resiko terkena diabet sebesar 4.76 kali dibandingkan yang
normal.</span></div>
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<span style="font-family: "cambria" , "serif"; mso-ascii-theme-font: major-latin; mso-bidi-font-family: "Courier New"; mso-hansi-theme-font: major-latin;"><i><br /></i></span>
<span style="font-family: "cambria" , "serif"; mso-ascii-theme-font: major-latin; mso-bidi-font-family: "Courier New"; mso-hansi-theme-font: major-latin;"><i><br /></i><span style="background-color: white; color: #2c2b2b; font-family: arial; font-size: 12px; line-height: 18px; text-align: start;">Download Data Latihan</span> <a href="http://jmp.sh/0E1PiQm" target="_blank">Klik Disini</a><i><br /><br /><br /></i></span>
<span style="font-family: "cambria" , "serif"; mso-ascii-theme-font: major-latin; mso-bidi-font-family: "Courier New"; mso-hansi-theme-font: major-latin;"><i>KETERANGAN : jika gambar tulisan kurang jelas silahkan di klik saja gambarnya untuk memperbesar . . .!!!</i></span></div>
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</span>harryhttp://www.blogger.com/profile/04684852714335464555noreply@blogger.com0tag:blogger.com,1999:blog-3635332662013640626.post-22158498170899267782016-01-07T09:27:00.004+07:002017-06-18T11:22:10.658+07:00Pelatihan Analysis Hierarchy Process (AHP)<div class="MsoNormal" style="text-align: justify;">
<span style="font-family: "verdana" , sans-serif;"><span style="color: #222222;">Analysis Hierarchy Process (AHP) merupakan teknik
yang dikembangkan oleh Dr. Thomas Saaty pada tahun 1970-an, seorang profesor di
Wharston School of Business untuk menyelesaikan permasalahan </span>multi-criteria decision making (MCDM). <span style="color: #222222;"> Pentingnnya teknik ini diaplikasikan karena
mencakup penelitian secara sekaligus baik yang bersifat kuantitatif maupun
kualitatif. Teknik ini juga menyediakan prosedur untuk memeriksa kekonsistenan
dalam penilaian oleh tim sehingga mengurangi bias dalam pengambilan keputusan. </span>Analysis
Hierarchi Process (AHP) digunakan ketika kita dihadapkan pada kondisi pengambilan
keputusan secara komplek yang melibatkan berbagai kriteria. Melalui pengumpulan
pendapat berdasarkan sumber yang kompeten, melalui proses analisa AHP, akan
diperoleh sebuah prioritas pengambilan keputusan yang objektif dan tepat
(terbaik). </span><span style="color: #222222;"><span style="font-family: "verdana" , sans-serif;">Salah
satu alat bantu yang dapat digunakan dalam melakukan AHP adalah perangkat lunak
Expert Choice yang dikembangkan oleh Saaty dan Dr. Ernest Forman, profesor
manajemen di George Washington University pada tahun 1983.<o:p></o:p></span></span></div>
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<b style="color: #2c2b2b; font-family: Arial, Verdana; font-size: 14px; line-height: 18px;"><span style="font-family: "verdana" , sans-serif;">Tujuan Pelatihan :</span></b></div>
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<li><span style="color: #2c2b2b; font-family: "verdana" , sans-serif; font-size: 11pt;">Peserta mengetahui dasar teori dalam pengambilan keputusan</span></li>
<li><span style="color: #2c2b2b; font-family: "verdana" , sans-serif; font-size: 11pt;">Peserta memahami proses AHP sebagai alat bantu pengambilan
keputusan.</span></li>
<li><span style="color: #2c2b2b; font-family: "verdana" , sans-serif; font-size: 11pt;">Peserta dapat melakukan perhitungan AHP sebagai alat bantu
pengambilan keputusan.</span></li>
<li><span style="color: #2c2b2b; font-family: "verdana" , sans-serif; font-size: 11pt;">Peserta dapat mengaplikasikan teori AHP dengan menggunakan
sotware Experct Choice</span></li>
</ol>
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<b style="color: #2c2b2b; font-family: Verdana, sans-serif; font-size: 14px; line-height: 18px; text-align: justify;">Lama Pelatihan :</b></div>
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<span style="color: #2c2b2b; font-family: "verdana" , sans-serif; font-size: 14px; line-height: 18px; text-align: justify;">1 hari, @ 7 Jam </span></div>
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<b style="color: #222222; font-family: Arial, Verdana; font-size: 14px; line-height: 20px; text-align: justify;">Biaya Pelatihan:</b></div>
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<span style="color: #2c2b2b; font-family: "verdana" , sans-serif; font-size: 14px; line-height: 18px; text-align: justify;">Akademisi : Rp 1.200.000,-</span></div>
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<span style="color: #2c2b2b; font-family: "verdana" , sans-serif; font-size: 14px; line-height: 18px; text-align: justify;">Profesional : Rp 1.500.000,-</span></div>
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<b style="color: #2c2b2b; font-family: Verdana, sans-serif; font-size: 14px; line-height: 18px; text-align: justify;">Sylabus :</b></div>
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</span>harryhttp://www.blogger.com/profile/04684852714335464555noreply@blogger.com1tag:blogger.com,1999:blog-3635332662013640626.post-79214926015471081762015-12-20T22:39:00.000+07:002016-02-08T22:44:29.108+07:00Pelatihan Statistik Dengan Minitab<div style="background: white; line-height: 15.2pt; margin-bottom: 6.0pt; margin-left: 0in; margin-right: 0in; margin-top: 6.0pt; text-align: justify;">
<span style="font-family: "arial" , "helvetica" , sans-serif;"><b><span style="color: #252525;">Minitab</span></b><span class="apple-converted-space"><span style="color: #252525;"> </span></span><span style="color: #252525;">adalah salah satu program komputer <span class="apple-converted-space"> </span>yang dirancang untuk melakukan
pengolahan analisa Statistik. Minitab dikembangkan di Pennsylvania State
University oleh periset Barbara F. Ryan,
Thomas A. Ryan, Jr., dan Brian L. Joiner pada tahun 1972. Minitab menjadi
software analisa Statistik yang didisain khusus untuk para profesional yang
berkecimpung di <b>dunia industri</b> dan bidang <b>Ke-teknik-an</b>. Minitab seringkali
digunakan dalam implementasi Six Sigma,<span class="apple-converted-space"> CMMI
(</span><i><span style="background-attachment: initial; background-clip: initial; background-image: initial; background-origin: initial; background-position: initial; background-repeat: initial; background-size: initial;">Capability
Maturity Model Integration</span></i><span style="background-attachment: initial; background-clip: initial; background-image: initial; background-origin: initial; background-position: initial; background-repeat: initial; background-size: initial;"> ) </span>serta <b>metode perbaikan proses</b> yang berbasis pada analisa statistik.<o:p></o:p></span></span></div>
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<span style="color: #252525; line-height: 115%;"><span style="font-family: "arial" , "helvetica" , sans-serif;">Pelatihan ini didisain agar peserta dapat memahami berbagai konsep dasar analisa statistik yang nantinya dapat diterapkan
untuk mengukur produktivitas di dunia industri. Disampaikan semudah mungkin untuk
dipahami oleh peserta yang berlatar belakang statistik maupun non statistik, dengan disertai contoh kasus pengukuran di dunia industri yang kemudian diaplikasikan kedalam penggunaan program Minitab. Dalam pelatihan akan dijelaskan bagaimana cara pengoperasikan program minitab mulai dari cara input data, melakukan menejemen data, menganalisa data dan bagaimana menginterpretasikan output hasil analisa. </span></span></div>
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<b style="color: #222222; font-family: Arial, Verdana; line-height: 20px; text-align: justify;">Tujuan Pelatihan:</b></div>
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<li><span style="font-family: "arial" , sans-serif;">Peserta memahami berbagai metode dalam
statistik. </span></li>
<li><span style="font-family: "arial" , sans-serif;">Peserta memahami langkah-langkah
pengujian statistik.</span></li>
<li><span style="font-family: "arial" , sans-serif;">Peserta memahami prosedur pengujian
statistik serta memilih prosedur uji statistik yang tepat yang didasarkan pada
sifat data yang dimiliki.</span></li>
<li><span style="font-family: "arial" , sans-serif;">Memahami proses perhitungan prosedur
pengujian parametrik dan non parametrik.</span></li>
<li><span style="font-family: "arial" , sans-serif;">Memahami asumsi-asumsi dalam pengujian
statistik.</span></li>
<li><span style="font-family: "arial" , sans-serif;">Peserta mampu mengaplikasikan berbagai
uji statistik dalam </span><i style="font-family: Arial, sans-serif;">Program Statistik Minitab .</i></li>
</ol>
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<div style="background-color: white; color: #222222; font-family: Arial, Verdana; line-height: 20px; text-align: justify;">
<b>Lama Pelatihan :</b><br />
<b> </b>2 hari, @ 390 menit</div>
<div>
<br /></div>
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<b style="color: #222222; font-family: Arial, Verdana; line-height: 20px; text-align: justify;">Referensi :</b></div>
<div class="MsoNormalCxSpMiddle" style="text-align: justify;">
</div>
<ul>
<li><span style="font-family: "arial" , sans-serif;">Walpole, R .E. and R. H. Myer.
1989</span><b style="font-family: Arial, sans-serif;">. Probability and statistics for engineers and scientists.</b><span style="font-family: "arial" , sans-serif;"> Fourth
edition. Macmillan Publising Co, Inc</span></li>
<li><span style="background-color: white; font-family: "arial" , sans-serif;">Thomas P. Ryan. 1997. </span><b style="background-color: white; font-family: Arial, sans-serif;">Modern
Regression Methodes</b><span style="background-color: white; font-family: "arial" , sans-serif;">. John Wiley & Sons, Inc</span></li>
<li><span style="background-color: white; font-family: "arial" , sans-serif;">Levin, R. I. and D. S. Rubin. 1994.</span><b style="background-color: white; font-family: Arial, sans-serif;">
Statistics For Management</b><span style="background-color: white; font-family: "arial" , sans-serif;">. Prentice-Hall, Inc</span></li>
<li><span style="background-color: white; color: #2c2b2b; font-family: "arial" , sans-serif;">A. Mattjik & I. M. Sumertajaya. 2006. PERANCANGAN PERCOBAAN
DENGAN APLIKASI SAS & MINIITAB, IPB PRESS</span></li>
</ul>
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<br /></div>
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<br /></div>
<div style="background-color: white; color: #222222; font-family: Arial, Verdana; line-height: 20px; text-align: justify;">
<b>Biaya Pelatihan:</b></div>
<div style="background-color: white; color: #222222; font-family: Arial, Verdana; line-height: 20px; text-align: justify;">
</div>
<div style="background-color: white; color: #222222; font-family: Arial, Verdana; line-height: 20px; text-align: justify;">
Dosen & Mahasiwa : Rp 2.000.000,-</div>
<div style="background-color: white; color: #222222; font-family: Arial, Verdana; line-height: 20px; text-align: justify;">
Profesional : Rp 3.000.000,-</div>
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<br style="background-color: white; color: #222222; font-family: Arial, Verdana; line-height: 20px;" />
<b style="background-color: white; color: #222222; font-family: Arial, Verdana; line-height: 20px;"><br /></b>
<b style="background-color: white; color: #222222; font-family: Arial, Verdana; line-height: 20px;">Silabus :</b></div>
<div class="MsoNormal" style="text-align: justify;">
<br /></div>
<div class="MsoNormal" style="text-align: justify;">
<b style="background-color: white; color: #222222; font-family: Arial, Verdana; font-size: 14px; line-height: 20px;"></b><br />
<table border="1" cellpadding="0" cellspacing="0" class="MsoTableGrid" style="border-collapse: collapse; border: none; mso-border-alt: solid black .5pt; mso-border-themecolor: text1; mso-padding-alt: 0in 5.4pt 0in 5.4pt; mso-yfti-tbllook: 1184;">
<tbody>
<tr>
<td style="background: #244061; border: solid black 1.0pt; mso-background-themecolor: accent1; mso-background-themeshade: 128; mso-border-alt: solid black .5pt; mso-border-themecolor: text1; mso-border-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 29.15pt;" valign="top" width="39"><div align="center" class="MsoNormal" style="line-height: 13.5pt; margin-bottom: .0001pt; margin-bottom: 0in; text-align: center;">
<b><span style="color: white; font-family: "arial black" , "sans-serif"; mso-bidi-font-family: Arial; mso-fareast-font-family: "Times New Roman"; mso-themecolor: background1;">NO<o:p></o:p></span></b></div>
</td>
<td style="background: #244061; border-left: none; border: solid black 1.0pt; mso-background-themecolor: accent1; mso-background-themeshade: 128; mso-border-alt: solid black .5pt; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-themecolor: text1; mso-border-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 328.5pt;" valign="top" width="438"><div align="center" class="MsoNormal" style="line-height: 13.5pt; margin-bottom: .0001pt; margin-bottom: 0in; text-align: center;">
<b><span style="color: white; font-family: "arial black" , "sans-serif"; mso-bidi-font-family: Arial; mso-fareast-font-family: "Times New Roman"; mso-themecolor: background1;">MATERI PELATIHAN<o:p></o:p></span></b></div>
</td>
</tr>
<tr>
<td style="background: #DBE5F1; border-top: none; border: solid black 1.0pt; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid black .5pt; mso-border-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 29.15pt;" valign="top" width="39"><div class="MsoNormal" style="line-height: 13.5pt; margin-bottom: .0001pt; margin-bottom: 0in;">
<b><span style="color: #2c2b2b; font-family: "trebuchet ms" , "sans-serif"; mso-bidi-font-family: Arial; mso-fareast-font-family: "Times New Roman";">A.<o:p></o:p></span></b></div>
</td>
<td style="background: #DBE5F1; border-bottom: solid black 1.0pt; border-left: none; border-right: solid black 1.0pt; border-top: none; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid black .5pt; mso-border-bottom-themecolor: text1; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-right-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 328.5pt;" valign="top" width="438"><div class="MsoNormal" style="line-height: 13.5pt; margin-bottom: .0001pt; margin-bottom: 0in;">
<b><span style="color: #2c2b2b; font-family: "trebuchet ms" , "sans-serif"; mso-bidi-font-family: Arial; mso-fareast-font-family: "Times New Roman";">Konsep Statistik<o:p></o:p></span></b></div>
</td>
</tr>
<tr>
<td style="background: #DBE5F1; border-top: none; border: solid black 1.0pt; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid black .5pt; mso-border-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 29.15pt;" valign="top" width="39"><div align="right" class="MsoNormal" style="line-height: 13.5pt; margin-bottom: .0001pt; margin-bottom: 0in; text-align: right;">
<span style="color: #2c2b2b; font-family: "trebuchet ms" , "sans-serif"; font-size: 10.0pt;">01.<o:p></o:p></span></div>
</td>
<td style="background: #DBE5F1; border-bottom: solid black 1.0pt; border-left: none; border-right: solid black 1.0pt; border-top: none; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid black .5pt; mso-border-bottom-themecolor: text1; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-right-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 328.5pt;" valign="top" width="438"><div class="MsoNormal" style="line-height: 13.5pt; margin-bottom: .0001pt; margin-bottom: 0in; text-indent: 17.1pt;">
<span style="color: #2c2b2b; font-family: "trebuchet ms" , "sans-serif"; mso-bidi-font-family: Arial; mso-bidi-font-weight: bold; mso-fareast-font-family: "Times New Roman";">Konsep Kejadian<o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="background: #DBE5F1; border-top: none; border: solid black 1.0pt; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid black .5pt; mso-border-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 29.15pt;" valign="top" width="39"><div align="right" class="MsoNormal" style="line-height: 13.5pt; margin-bottom: .0001pt; margin-bottom: 0in; text-align: right;">
<span style="color: #2c2b2b; font-family: "trebuchet ms" , "sans-serif"; font-size: 10.0pt;">02.<o:p></o:p></span></div>
</td>
<td style="background: #DBE5F1; border-bottom: solid black 1.0pt; border-left: none; border-right: solid black 1.0pt; border-top: none; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid black .5pt; mso-border-bottom-themecolor: text1; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-right-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 328.5pt;" valign="top" width="438"><div class="MsoNormal" style="line-height: 13.5pt; margin-bottom: .0001pt; margin-bottom: 0in; text-indent: 17.1pt;">
<span style="color: #2c2b2b; font-family: "trebuchet ms" , "sans-serif"; mso-bidi-font-family: Arial; mso-bidi-font-weight: bold; mso-fareast-font-family: "Times New Roman";">Pengertian Dasar Statistik<o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="background: #DBE5F1; border-top: none; border: solid black 1.0pt; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid black .5pt; mso-border-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 29.15pt;" valign="top" width="39"><div align="right" class="MsoNormal" style="line-height: 13.5pt; margin-bottom: .0001pt; margin-bottom: 0in; text-align: right;">
<span style="color: #2c2b2b; font-family: "trebuchet ms" , "sans-serif"; font-size: 10.0pt;">03.<o:p></o:p></span></div>
</td>
<td style="background: #DBE5F1; border-bottom: solid black 1.0pt; border-left: none; border-right: solid black 1.0pt; border-top: none; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid black .5pt; mso-border-bottom-themecolor: text1; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-right-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 328.5pt;" valign="top" width="438"><div class="MsoNormal" style="line-height: 13.5pt; margin-bottom: .0001pt; margin-bottom: 0in; text-indent: 17.1pt;">
<span style="color: #2c2b2b; font-family: "trebuchet ms" , "sans-serif"; mso-bidi-font-family: Arial; mso-bidi-font-weight: bold; mso-fareast-font-family: "Times New Roman";">Metode Dalam Analisa Statistik<o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="background: #DBE5F1; border-top: none; border: solid black 1.0pt; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid black .5pt; mso-border-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 29.15pt;" valign="top" width="39"><div align="right" class="MsoNormal" style="line-height: 13.5pt; margin-bottom: .0001pt; margin-bottom: 0in; text-align: right;">
<span style="color: #2c2b2b; font-family: "trebuchet ms" , "sans-serif"; font-size: 10.0pt;">04.<o:p></o:p></span></div>
</td>
<td style="background: #DBE5F1; border-bottom: solid black 1.0pt; border-left: none; border-right: solid black 1.0pt; border-top: none; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid black .5pt; mso-border-bottom-themecolor: text1; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-right-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 328.5pt;" valign="top" width="438"><div class="MsoNormal" style="line-height: 13.5pt; margin-bottom: .0001pt; margin-bottom: 0in; text-indent: 17.1pt;">
<span style="color: #2c2b2b; font-family: "trebuchet ms" , "sans-serif"; mso-bidi-font-family: Arial; mso-bidi-font-weight: bold; mso-fareast-font-family: "Times New Roman";">Jenis Data<o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="background: #DBE5F1; border-top: none; border: solid black 1.0pt; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid black .5pt; mso-border-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 29.15pt;" valign="top" width="39"><div align="right" class="MsoNormal" style="line-height: 13.5pt; margin-bottom: .0001pt; margin-bottom: 0in; text-align: right;">
<span style="color: #2c2b2b; font-family: "trebuchet ms" , "sans-serif"; font-size: 10.0pt;">05.<o:p></o:p></span></div>
</td>
<td style="background: #DBE5F1; border-bottom: solid black 1.0pt; border-left: none; border-right: solid black 1.0pt; border-top: none; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid black .5pt; mso-border-bottom-themecolor: text1; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-right-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 328.5pt;" valign="top" width="438"><div class="MsoNormal" style="line-height: 13.5pt; margin-bottom: .0001pt; margin-bottom: 0in; text-indent: 17.1pt;">
<span style="color: #2c2b2b; font-family: "trebuchet ms" , "sans-serif"; mso-bidi-font-family: Arial; mso-bidi-font-weight: bold; mso-fareast-font-family: "Times New Roman";">Pengujian Statistik<o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="background: #DBE5F1; border-top: none; border: solid black 1.0pt; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid black .5pt; mso-border-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 29.15pt;" valign="top" width="39"><div align="right" class="MsoNormal" style="line-height: 13.5pt; margin-bottom: .0001pt; margin-bottom: 0in; text-align: right;">
<span style="color: #2c2b2b; font-family: "trebuchet ms" , "sans-serif"; font-size: 10.0pt;">06.<o:p></o:p></span></div>
</td>
<td style="background: #DBE5F1; border-bottom: solid black 1.0pt; border-left: none; border-right: solid black 1.0pt; border-top: none; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid black .5pt; mso-border-bottom-themecolor: text1; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-right-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 328.5pt;" valign="top" width="438"><div class="MsoNormal" style="line-height: 13.5pt; margin-bottom: .0001pt; margin-bottom: 0in; text-indent: 17.1pt;">
<span style="color: #2c2b2b; font-family: "trebuchet ms" , "sans-serif"; mso-bidi-font-family: Arial; mso-bidi-font-weight: bold; mso-fareast-font-family: "Times New Roman";">Prosedur Pengujian Statistik<o:p></o:p></span></div>
</td>
</tr>
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<td style="background: #DBE5F1; border-top: none; border: solid black 1.0pt; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid black .5pt; mso-border-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 29.15pt;" valign="top" width="39"><div class="MsoNormal" style="line-height: 13.5pt; margin-bottom: .0001pt; margin-bottom: 0in;">
<b><span style="color: #2c2b2b; font-family: "trebuchet ms" , "sans-serif"; mso-bidi-font-family: Arial; mso-fareast-font-family: "Times New Roman";">B.<o:p></o:p></span></b></div>
</td>
<td style="background: #DBE5F1; border-bottom: solid black 1.0pt; border-left: none; border-right: solid black 1.0pt; border-top: none; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid black .5pt; mso-border-bottom-themecolor: text1; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-right-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 328.5pt;" valign="top" width="438"><div class="MsoNormal" style="line-height: 13.5pt; margin-bottom: .0001pt; margin-bottom: 0in;">
<b><span style="color: #2c2b2b; font-family: "trebuchet ms" , "sans-serif"; mso-bidi-font-family: Arial; mso-fareast-font-family: "Times New Roman";">Operasi Dasar
Minitab<o:p></o:p></span></b></div>
</td>
</tr>
<tr>
<td style="background: #DBE5F1; border-top: none; border: solid black 1.0pt; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid black .5pt; mso-border-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 29.15pt;" valign="top" width="39"><div align="right" class="MsoNormal" style="line-height: 13.5pt; margin-bottom: .0001pt; margin-bottom: 0in; text-align: right;">
<span style="color: #2c2b2b; font-family: "trebuchet ms" , "sans-serif"; font-size: 10.0pt;">01.<o:p></o:p></span></div>
</td>
<td style="background: #DBE5F1; border-bottom: solid black 1.0pt; border-left: none; border-right: solid black 1.0pt; border-top: none; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid black .5pt; mso-border-bottom-themecolor: text1; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-right-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 328.5pt;" valign="top" width="438"><div class="MsoNormal" style="line-height: 13.5pt; margin-bottom: .0001pt; margin-bottom: 0in; text-indent: 17.1pt;">
<span style="color: #2c2b2b; font-family: "trebuchet ms" , "sans-serif"; mso-bidi-font-family: Arial; mso-bidi-font-weight: bold; mso-fareast-font-family: "Times New Roman";">Data Entry<o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="background: #DBE5F1; border-top: none; border: solid black 1.0pt; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid black .5pt; mso-border-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 29.15pt;" valign="top" width="39"><div align="right" class="MsoNormal" style="line-height: 13.5pt; margin-bottom: .0001pt; margin-bottom: 0in; text-align: right;">
<span style="color: #2c2b2b; font-family: "trebuchet ms" , "sans-serif"; font-size: 10.0pt;">02.<o:p></o:p></span></div>
</td>
<td style="background: #DBE5F1; border-bottom: solid black 1.0pt; border-left: none; border-right: solid black 1.0pt; border-top: none; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid black .5pt; mso-border-bottom-themecolor: text1; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-right-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 328.5pt;" valign="top" width="438"><div class="MsoNormal" style="line-height: 13.5pt; margin-bottom: .0001pt; margin-bottom: 0in; text-indent: 17.1pt;">
<span style="color: #2c2b2b; font-family: "trebuchet ms" , "sans-serif"; mso-bidi-font-family: Arial; mso-bidi-font-weight: bold; mso-fareast-font-family: "Times New Roman";">Membuat dan Menyimpan Worksheet<o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="background: #DBE5F1; border-top: none; border: solid black 1.0pt; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid black .5pt; mso-border-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 29.15pt;" valign="top" width="39"><div align="right" class="MsoNormal" style="line-height: 13.5pt; margin-bottom: .0001pt; margin-bottom: 0in; text-align: right;">
<span style="color: #2c2b2b; font-family: "trebuchet ms" , "sans-serif"; font-size: 10.0pt;">03.<o:p></o:p></span></div>
</td>
<td style="background: #DBE5F1; border-bottom: solid black 1.0pt; border-left: none; border-right: solid black 1.0pt; border-top: none; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid black .5pt; mso-border-bottom-themecolor: text1; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-right-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 328.5pt;" valign="top" width="438"><div class="MsoNormal" style="line-height: 13.5pt; margin-bottom: .0001pt; margin-bottom: 0in; text-indent: 17.1pt;">
<span style="color: #2c2b2b; font-family: "trebuchet ms" , "sans-serif"; mso-bidi-font-family: Arial; mso-bidi-font-weight: bold; mso-fareast-font-family: "Times New Roman";">Memasukan Data dengan Autofill<o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="background: #DBE5F1; border-top: none; border: solid black 1.0pt; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid black .5pt; mso-border-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 29.15pt;" valign="top" width="39"><div align="right" class="MsoNormal" style="line-height: 13.5pt; margin-bottom: .0001pt; margin-bottom: 0in; text-align: right;">
<span style="color: #2c2b2b; font-family: "trebuchet ms" , "sans-serif"; font-size: 10.0pt;">04.<o:p></o:p></span></div>
</td>
<td style="background: #DBE5F1; border-bottom: solid black 1.0pt; border-left: none; border-right: solid black 1.0pt; border-top: none; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid black .5pt; mso-border-bottom-themecolor: text1; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-right-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 328.5pt;" valign="top" width="438"><div class="MsoNormal" style="line-height: 13.5pt; margin-bottom: .0001pt; margin-bottom: 0in; text-indent: 17.1pt;">
<span style="color: #2c2b2b; font-family: "trebuchet ms" , "sans-serif"; mso-bidi-font-family: Arial; mso-bidi-font-weight: bold; mso-fareast-font-family: "Times New Roman";">Memasukan Data Berpola melalui Menu
Calc<o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="background: #DBE5F1; border-top: none; border: solid black 1.0pt; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid black .5pt; mso-border-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 29.15pt;" valign="top" width="39"><div align="right" class="MsoNormal" style="line-height: 13.5pt; margin-bottom: .0001pt; margin-bottom: 0in; text-align: right;">
<span style="color: #2c2b2b; font-family: "trebuchet ms" , "sans-serif"; font-size: 10.0pt;">05.<o:p></o:p></span></div>
</td>
<td style="background: #DBE5F1; border-bottom: solid black 1.0pt; border-left: none; border-right: solid black 1.0pt; border-top: none; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid black .5pt; mso-border-bottom-themecolor: text1; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-right-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 328.5pt;" valign="top" width="438"><div class="MsoNormal" style="line-height: 13.5pt; margin-bottom: .0001pt; margin-bottom: 0in; text-indent: 17.1pt;">
<span style="color: #2c2b2b; font-family: "trebuchet ms" , "sans-serif"; mso-bidi-font-family: Arial; mso-bidi-font-weight: bold; mso-fareast-font-family: "Times New Roman";">Tipe Data<o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="background: #DBE5F1; border-top: none; border: solid black 1.0pt; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid black .5pt; mso-border-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 29.15pt;" valign="top" width="39"><div align="right" class="MsoNormal" style="line-height: 13.5pt; margin-bottom: .0001pt; margin-bottom: 0in; text-align: right;">
<span style="color: #2c2b2b; font-family: "trebuchet ms" , "sans-serif"; font-size: 10.0pt;">06.<o:p></o:p></span></div>
</td>
<td style="background: #DBE5F1; border-bottom: solid black 1.0pt; border-left: none; border-right: solid black 1.0pt; border-top: none; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid black .5pt; mso-border-bottom-themecolor: text1; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-right-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 328.5pt;" valign="top" width="438"><div class="MsoNormal" style="line-height: 13.5pt; margin-bottom: .0001pt; margin-bottom: 0in; text-indent: 17.1pt;">
<span style="color: #2c2b2b; font-family: "trebuchet ms" , "sans-serif"; mso-bidi-font-family: Arial; mso-bidi-font-weight: bold; mso-fareast-font-family: "Times New Roman";">Menyalin Data<o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="background: #DBE5F1; border-top: none; border: solid black 1.0pt; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid black .5pt; mso-border-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 29.15pt;" valign="top" width="39"><div align="right" class="MsoNormal" style="line-height: 13.5pt; margin-bottom: .0001pt; margin-bottom: 0in; text-align: right;">
<span style="color: #2c2b2b; font-family: "trebuchet ms" , "sans-serif"; font-size: 10.0pt;">07.<o:p></o:p></span></div>
</td>
<td style="background: #DBE5F1; border-bottom: solid black 1.0pt; border-left: none; border-right: solid black 1.0pt; border-top: none; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid black .5pt; mso-border-bottom-themecolor: text1; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-right-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 328.5pt;" valign="top" width="438"><div class="MsoNormal" style="line-height: 13.5pt; margin-bottom: .0001pt; margin-bottom: 0in; text-indent: 17.1pt;">
<span style="color: #2c2b2b; font-family: "trebuchet ms" , "sans-serif"; mso-bidi-font-family: Arial; mso-bidi-font-weight: bold; mso-fareast-font-family: "Times New Roman";">Coding Data <o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="background: #DBE5F1; border-top: none; border: solid black 1.0pt; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid black .5pt; mso-border-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 29.15pt;" valign="top" width="39"><div align="right" class="MsoNormal" style="line-height: 13.5pt; margin-bottom: .0001pt; margin-bottom: 0in; text-align: right;">
<span style="color: #2c2b2b; font-family: "trebuchet ms" , "sans-serif"; font-size: 10.0pt;">08.<o:p></o:p></span></div>
</td>
<td style="background: #DBE5F1; border-bottom: solid black 1.0pt; border-left: none; border-right: solid black 1.0pt; border-top: none; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid black .5pt; mso-border-bottom-themecolor: text1; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-right-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 328.5pt;" valign="top" width="438"><div class="MsoNormal" style="line-height: 13.5pt; margin-bottom: .0001pt; margin-bottom: 0in; text-indent: 17.1pt;">
<span style="color: #2c2b2b; font-family: "trebuchet ms" , "sans-serif"; mso-bidi-font-family: Arial; mso-bidi-font-weight: bold; mso-fareast-font-family: "Times New Roman";">Subsetting Data<o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="background: #DBE5F1; border-top: none; border: solid black 1.0pt; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid black .5pt; mso-border-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 29.15pt;" valign="top" width="39"><div align="right" class="MsoNormal" style="line-height: 13.5pt; margin-bottom: .0001pt; margin-bottom: 0in; text-align: right;">
<span style="color: #2c2b2b; font-family: "trebuchet ms" , "sans-serif"; font-size: 10.0pt;">09.<o:p></o:p></span></div>
</td>
<td style="background: #DBE5F1; border-bottom: solid black 1.0pt; border-left: none; border-right: solid black 1.0pt; border-top: none; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid black .5pt; mso-border-bottom-themecolor: text1; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-right-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 328.5pt;" valign="top" width="438"><div class="MsoNormal" style="line-height: 13.5pt; margin-bottom: .0001pt; margin-bottom: 0in; text-indent: 17.1pt;">
<span style="color: #2c2b2b; font-family: "trebuchet ms" , "sans-serif"; mso-bidi-font-family: Arial; mso-bidi-font-weight: bold; mso-fareast-font-family: "Times New Roman";">Menggabungkan Worksheet <o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="background: #DBE5F1; border-top: none; border: solid black 1.0pt; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid black .5pt; mso-border-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 29.15pt;" valign="top" width="39"><div class="MsoNormal" style="line-height: 13.5pt; margin-bottom: .0001pt; margin-bottom: 0in;">
<b><span style="color: #2c2b2b; font-family: "trebuchet ms" , "sans-serif"; mso-bidi-font-family: Arial; mso-fareast-font-family: "Times New Roman";">C.<o:p></o:p></span></b></div>
</td>
<td style="background: #DBE5F1; border-bottom: solid black 1.0pt; border-left: none; border-right: solid black 1.0pt; border-top: none; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid black .5pt; mso-border-bottom-themecolor: text1; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-right-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 328.5pt;" valign="top" width="438"><div class="MsoNormal" style="line-height: 13.5pt; margin-bottom: .0001pt; margin-bottom: 0in;">
<b><span style="color: #2c2b2b; font-family: "trebuchet ms" , "sans-serif"; mso-bidi-font-family: Arial; mso-fareast-font-family: "Times New Roman";">Uji Rata-rata (Parametrik
& Non Parametrik)<o:p></o:p></span></b></div>
</td>
</tr>
<tr>
<td style="background: #DBE5F1; border-top: none; border: solid black 1.0pt; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid black .5pt; mso-border-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 29.15pt;" valign="top" width="39"><div align="right" class="MsoNormal" style="line-height: 13.5pt; margin-bottom: .0001pt; margin-bottom: 0in; text-align: right;">
<span style="color: #2c2b2b; font-family: "trebuchet ms" , "sans-serif"; font-size: 10.0pt;">01.<o:p></o:p></span></div>
</td>
<td style="background: #DBE5F1; border-bottom: solid black 1.0pt; border-left: none; border-right: solid black 1.0pt; border-top: none; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid black .5pt; mso-border-bottom-themecolor: text1; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-right-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 328.5pt;" valign="top" width="438"><div class="MsoNormal" style="line-height: 13.5pt; margin-bottom: .0001pt; margin-bottom: 0in; text-indent: 17.1pt;">
<span style="color: #2c2b2b; font-family: "trebuchet ms" , "sans-serif"; mso-bidi-font-family: Arial; mso-bidi-font-weight: bold; mso-fareast-font-family: "Times New Roman";">Uji 1 kelompok sample<o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="background: #DBE5F1; border-top: none; border: solid black 1.0pt; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid black .5pt; mso-border-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 29.15pt;" valign="top" width="39"><div align="right" class="MsoNormal" style="line-height: 13.5pt; margin-bottom: .0001pt; margin-bottom: 0in; text-align: right;">
<span style="color: #2c2b2b; font-family: "trebuchet ms" , "sans-serif"; font-size: 10.0pt;">02.<o:p></o:p></span></div>
</td>
<td style="background: #DBE5F1; border-bottom: solid black 1.0pt; border-left: none; border-right: solid black 1.0pt; border-top: none; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid black .5pt; mso-border-bottom-themecolor: text1; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-right-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 328.5pt;" valign="top" width="438"><div class="MsoNormal" style="line-height: 13.5pt; margin-bottom: .0001pt; margin-bottom: 0in; text-indent: 17.1pt;">
<span style="color: #2c2b2b; font-family: "trebuchet ms" , "sans-serif"; mso-bidi-font-family: Arial; mso-bidi-font-weight: bold; mso-fareast-font-family: "Times New Roman";">Uji 2 kelompok sample bebas<o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="background: #DBE5F1; border-top: none; border: solid black 1.0pt; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid black .5pt; mso-border-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 29.15pt;" valign="top" width="39"><div align="right" class="MsoNormal" style="line-height: 13.5pt; margin-bottom: .0001pt; margin-bottom: 0in; text-align: right;">
<span style="color: #2c2b2b; font-family: "trebuchet ms" , "sans-serif"; font-size: 10.0pt;">03.<o:p></o:p></span></div>
</td>
<td style="background: #DBE5F1; border-bottom: solid black 1.0pt; border-left: none; border-right: solid black 1.0pt; border-top: none; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid black .5pt; mso-border-bottom-themecolor: text1; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-right-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 328.5pt;" valign="top" width="438"><div class="MsoNormal" style="line-height: 13.5pt; margin-bottom: .0001pt; margin-bottom: 0in; text-indent: 17.1pt;">
<span style="color: #2c2b2b; font-family: "trebuchet ms" , "sans-serif"; mso-bidi-font-family: Arial; mso-bidi-font-weight: bold; mso-fareast-font-family: "Times New Roman";">Uji 2 kelompok sample terkait<o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="background: #DBE5F1; border-top: none; border: solid black 1.0pt; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid black .5pt; mso-border-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 29.15pt;" valign="top" width="39"><div align="right" class="MsoNormal" style="line-height: 13.5pt; margin-bottom: .0001pt; margin-bottom: 0in; text-align: right;">
<span style="color: #2c2b2b; font-family: "trebuchet ms" , "sans-serif"; font-size: 10.0pt;">04.<o:p></o:p></span></div>
</td>
<td style="background: #DBE5F1; border-bottom: solid black 1.0pt; border-left: none; border-right: solid black 1.0pt; border-top: none; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid black .5pt; mso-border-bottom-themecolor: text1; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-right-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 328.5pt;" valign="top" width="438"><div class="MsoNormal" style="line-height: 13.5pt; margin-bottom: .0001pt; margin-bottom: 0in; text-indent: 17.1pt;">
<span style="color: #2c2b2b; font-family: "trebuchet ms" , "sans-serif"; mso-bidi-font-family: Arial; mso-bidi-font-weight: bold; mso-fareast-font-family: "Times New Roman";">Uji Anova <o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="background: #DBE5F1; border-top: none; border: solid black 1.0pt; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid black .5pt; mso-border-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 29.15pt;" valign="top" width="39"><div align="right" class="MsoNormal" style="line-height: 13.5pt; margin-bottom: .0001pt; margin-bottom: 0in; text-align: right;">
<span style="color: #2c2b2b; font-family: "trebuchet ms" , "sans-serif"; font-size: 10.0pt;">05.<o:p></o:p></span></div>
</td>
<td style="background: #DBE5F1; border-bottom: solid black 1.0pt; border-left: none; border-right: solid black 1.0pt; border-top: none; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid black .5pt; mso-border-bottom-themecolor: text1; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-right-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 328.5pt;" valign="top" width="438"><div class="MsoNormal" style="line-height: 13.5pt; margin-bottom: .0001pt; margin-bottom: 0in; text-indent: 17.1pt;">
<span style="color: #2c2b2b; font-family: "trebuchet ms" , "sans-serif"; mso-bidi-font-family: Arial; mso-bidi-font-weight: bold; mso-fareast-font-family: "Times New Roman";">Normalitas Data<o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="background: #DBE5F1; border-top: none; border: solid black 1.0pt; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid black .5pt; mso-border-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 29.15pt;" valign="top" width="39"><div align="right" class="MsoNormal" style="line-height: 13.5pt; margin-bottom: .0001pt; margin-bottom: 0in; text-align: right;">
<span style="color: #2c2b2b; font-family: "trebuchet ms" , "sans-serif"; font-size: 10.0pt;">06.<o:p></o:p></span></div>
</td>
<td style="background: #DBE5F1; border-bottom: solid black 1.0pt; border-left: none; border-right: solid black 1.0pt; border-top: none; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid black .5pt; mso-border-bottom-themecolor: text1; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-right-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 328.5pt;" valign="top" width="438"><div class="MsoNormal" style="line-height: 13.5pt; margin-bottom: .0001pt; margin-bottom: 0in; text-indent: 17.1pt;">
<span style="color: #2c2b2b; font-family: "trebuchet ms" , "sans-serif"; mso-bidi-font-family: Arial; mso-bidi-font-weight: bold; mso-fareast-font-family: "Times New Roman";">Homogenitas Varian<o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="background: #DBE5F1; border-top: none; border: solid black 1.0pt; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid black .5pt; mso-border-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 29.15pt;" valign="top" width="39"><div align="right" class="MsoNormal" style="line-height: 13.5pt; margin-bottom: .0001pt; margin-bottom: 0in; text-align: right;">
<span style="color: #2c2b2b; font-family: "trebuchet ms" , "sans-serif"; font-size: 10.0pt;">07.<o:p></o:p></span></div>
</td>
<td style="background: #DBE5F1; border-bottom: solid black 1.0pt; border-left: none; border-right: solid black 1.0pt; border-top: none; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid black .5pt; mso-border-bottom-themecolor: text1; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-right-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 328.5pt;" valign="top" width="438"><div class="MsoNormal" style="line-height: 13.5pt; margin-bottom: .0001pt; margin-bottom: 0in; text-indent: 17.1pt;">
<span style="color: #2c2b2b; font-family: "trebuchet ms" , "sans-serif"; mso-bidi-font-family: Arial; mso-bidi-font-weight: bold; mso-fareast-font-family: "Times New Roman";">Uji Lanjutan<o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="background: #DBE5F1; border-top: none; border: solid black 1.0pt; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid black .5pt; mso-border-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 29.15pt;" valign="top" width="39"><div class="MsoNormal" style="line-height: 13.5pt; margin-bottom: .0001pt; margin-bottom: 0in;">
<b><span style="color: #2c2b2b; font-family: "trebuchet ms" , "sans-serif"; mso-bidi-font-family: Arial; mso-fareast-font-family: "Times New Roman";">D.<o:p></o:p></span></b></div>
</td>
<td style="background: #DBE5F1; border-bottom: solid black 1.0pt; border-left: none; border-right: solid black 1.0pt; border-top: none; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid black .5pt; mso-border-bottom-themecolor: text1; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-right-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 328.5pt;" valign="top" width="438"><div class="MsoNormal" style="line-height: 13.5pt; margin-bottom: .0001pt; margin-bottom: 0in;">
<b><span style="color: #2c2b2b; font-family: "trebuchet ms" , "sans-serif"; mso-bidi-font-family: Arial; mso-fareast-font-family: "Times New Roman";">Uji Proporsi<o:p></o:p></span></b></div>
</td>
</tr>
<tr>
<td style="background: #DBE5F1; border-top: none; border: solid black 1.0pt; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid black .5pt; mso-border-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 29.15pt;" valign="top" width="39"><div align="right" class="MsoNormal" style="line-height: 13.5pt; margin-bottom: .0001pt; margin-bottom: 0in; text-align: right;">
<span style="color: #2c2b2b; font-family: "trebuchet ms" , "sans-serif"; mso-bidi-font-family: Arial; mso-bidi-font-weight: bold; mso-fareast-font-family: "Times New Roman";">01.<o:p></o:p></span></div>
</td>
<td style="background: #DBE5F1; border-bottom: solid black 1.0pt; border-left: none; border-right: solid black 1.0pt; border-top: none; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid black .5pt; mso-border-bottom-themecolor: text1; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-right-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 328.5pt;" valign="top" width="438"><div class="MsoNormal" style="line-height: 13.5pt; margin-bottom: .0001pt; margin-bottom: 0in; text-indent: 17.1pt;">
<span style="color: #2c2b2b; font-family: "trebuchet ms" , "sans-serif"; mso-bidi-font-family: Arial; mso-bidi-font-weight: bold; mso-fareast-font-family: "Times New Roman";">Uji Chi-square<o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="background: #DBE5F1; border-top: none; border: solid black 1.0pt; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid black .5pt; mso-border-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 29.15pt;" valign="top" width="39"><div align="right" class="MsoNormal" style="line-height: 13.5pt; margin-bottom: .0001pt; margin-bottom: 0in; text-align: right;">
<span style="color: #2c2b2b; font-family: "trebuchet ms" , "sans-serif"; mso-bidi-font-family: Arial; mso-bidi-font-weight: bold; mso-fareast-font-family: "Times New Roman";">02.<o:p></o:p></span></div>
</td>
<td style="background: #DBE5F1; border-bottom: solid black 1.0pt; border-left: none; border-right: solid black 1.0pt; border-top: none; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid black .5pt; mso-border-bottom-themecolor: text1; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-right-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 328.5pt;" valign="top" width="438"><div class="MsoNormal" style="line-height: 13.5pt; margin-bottom: .0001pt; margin-bottom: 0in; text-indent: 17.1pt;">
<span style="color: #2c2b2b; font-family: "trebuchet ms" , "sans-serif"; mso-bidi-font-family: Arial; mso-bidi-font-weight: bold; mso-fareast-font-family: "Times New Roman";">Nilai Odd Rasio (OR)<o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="background: #DBE5F1; border-top: none; border: solid black 1.0pt; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid black .5pt; mso-border-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 29.15pt;" valign="top" width="39"><div class="MsoNormal" style="line-height: 13.5pt; margin-bottom: .0001pt; margin-bottom: 0in;">
<b><span style="color: #2c2b2b; font-family: "trebuchet ms" , "sans-serif"; mso-bidi-font-family: Arial; mso-fareast-font-family: "Times New Roman";">E.<o:p></o:p></span></b></div>
</td>
<td style="background: #DBE5F1; border-bottom: solid black 1.0pt; border-left: none; border-right: solid black 1.0pt; border-top: none; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid black .5pt; mso-border-bottom-themecolor: text1; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-right-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 328.5pt;" valign="top" width="438"><div class="MsoNormal" style="line-height: 13.5pt; margin-bottom: .0001pt; margin-bottom: 0in;">
<b><span style="color: #2c2b2b; font-family: "trebuchet ms" , "sans-serif"; mso-bidi-font-family: Arial; mso-fareast-font-family: "Times New Roman";">Analisa Korelasi
Dan Regresi<o:p></o:p></span></b></div>
</td>
</tr>
<tr>
<td style="background: #DBE5F1; border-top: none; border: solid black 1.0pt; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid black .5pt; mso-border-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 29.15pt;" valign="top" width="39"><div align="right" class="MsoNormal" style="line-height: 13.5pt; margin-bottom: .0001pt; margin-bottom: 0in; text-align: right;">
<span style="color: #2c2b2b; font-family: "trebuchet ms" , "sans-serif"; mso-bidi-font-family: Arial; mso-bidi-font-weight: bold; mso-fareast-font-family: "Times New Roman";">01.<o:p></o:p></span></div>
</td>
<td style="background: #DBE5F1; border-bottom: solid black 1.0pt; border-left: none; border-right: solid black 1.0pt; border-top: none; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid black .5pt; mso-border-bottom-themecolor: text1; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-right-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 328.5pt;" valign="top" width="438"><div class="MsoNormal" style="line-height: 13.5pt; margin-bottom: .0001pt; margin-bottom: 0in; text-indent: 17.1pt;">
<span style="color: #2c2b2b; font-family: "trebuchet ms" , "sans-serif"; mso-bidi-font-family: Arial; mso-bidi-font-weight: bold; mso-fareast-font-family: "Times New Roman";">Analisa Korelasi Parametrik<o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="background: #DBE5F1; border-top: none; border: solid black 1.0pt; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid black .5pt; mso-border-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 29.15pt;" valign="top" width="39"><div align="right" class="MsoNormal" style="line-height: 13.5pt; margin-bottom: .0001pt; margin-bottom: 0in; text-align: right;">
<span style="color: #2c2b2b; font-family: "trebuchet ms" , "sans-serif"; mso-bidi-font-family: Arial; mso-bidi-font-weight: bold; mso-fareast-font-family: "Times New Roman";">02.<o:p></o:p></span></div>
</td>
<td style="background: #DBE5F1; border-bottom: solid black 1.0pt; border-left: none; border-right: solid black 1.0pt; border-top: none; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid black .5pt; mso-border-bottom-themecolor: text1; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-right-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 328.5pt;" valign="top" width="438"><div class="MsoNormal" style="line-height: 13.5pt; margin-bottom: .0001pt; margin-bottom: 0in; text-indent: 17.1pt;">
<span style="color: #2c2b2b; font-family: "trebuchet ms" , "sans-serif"; mso-bidi-font-family: Arial; mso-bidi-font-weight: bold; mso-fareast-font-family: "Times New Roman";">Analisa Korelasi Non Parametrik<o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="background: #DBE5F1; border-top: none; border: solid black 1.0pt; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid black .5pt; mso-border-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 29.15pt;" valign="top" width="39"><div align="right" class="MsoNormal" style="line-height: 13.5pt; margin-bottom: .0001pt; margin-bottom: 0in; text-align: right;">
<span style="color: #2c2b2b; font-family: "trebuchet ms" , "sans-serif"; mso-bidi-font-family: Arial; mso-bidi-font-weight: bold; mso-fareast-font-family: "Times New Roman";">03.<o:p></o:p></span></div>
</td>
<td style="background: #DBE5F1; border-bottom: solid black 1.0pt; border-left: none; border-right: solid black 1.0pt; border-top: none; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid black .5pt; mso-border-bottom-themecolor: text1; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-right-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 328.5pt;" valign="top" width="438"><div class="MsoNormal" style="line-height: 13.5pt; margin-bottom: .0001pt; margin-bottom: 0in; text-indent: 17.1pt;">
<span style="color: #2c2b2b; font-family: "trebuchet ms" , "sans-serif"; mso-bidi-font-family: Arial; mso-bidi-font-weight: bold; mso-fareast-font-family: "Times New Roman";">Analisa Regresi<o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="background: #DBE5F1; border-top: none; border: solid black 1.0pt; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid black .5pt; mso-border-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 29.15pt;" valign="top" width="39"><div align="right" class="MsoNormal" style="line-height: 13.5pt; margin-bottom: .0001pt; margin-bottom: 0in; text-align: right;">
<span style="color: #2c2b2b; font-family: "trebuchet ms" , "sans-serif"; mso-bidi-font-family: Arial; mso-bidi-font-weight: bold; mso-fareast-font-family: "Times New Roman";">04.<o:p></o:p></span></div>
</td>
<td style="background: #DBE5F1; border-bottom: solid black 1.0pt; border-left: none; border-right: solid black 1.0pt; border-top: none; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid black .5pt; mso-border-bottom-themecolor: text1; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-right-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 328.5pt;" valign="top" width="438"><div class="MsoNormal" style="line-height: 13.5pt; margin-bottom: .0001pt; margin-bottom: 0in; text-indent: 17.1pt;">
<span style="color: #2c2b2b; font-family: "trebuchet ms" , "sans-serif"; mso-bidi-font-family: Arial; mso-bidi-font-weight: bold; mso-fareast-font-family: "Times New Roman";">Asumsi Analisa Regresi<o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="background: #DBE5F1; border-top: none; border: solid black 1.0pt; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid black .5pt; mso-border-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 29.15pt;" valign="top" width="39"><div align="right" class="MsoNormal" style="line-height: 13.5pt; margin-bottom: .0001pt; margin-bottom: 0in; text-align: right;">
<span style="color: #2c2b2b; font-family: "trebuchet ms" , "sans-serif"; mso-bidi-font-family: Arial; mso-bidi-font-weight: bold; mso-fareast-font-family: "Times New Roman";">05.<o:p></o:p></span></div>
</td>
<td style="background: #DBE5F1; border-bottom: solid black 1.0pt; border-left: none; border-right: solid black 1.0pt; border-top: none; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid black .5pt; mso-border-bottom-themecolor: text1; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-right-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 328.5pt;" valign="top" width="438"><div class="MsoNormal" style="line-height: 13.5pt; margin-bottom: .0001pt; margin-bottom: 0in; text-indent: 17.1pt;">
<span style="color: #2c2b2b; font-family: "trebuchet ms" , "sans-serif"; mso-bidi-font-family: Arial; mso-bidi-font-weight: bold; mso-fareast-font-family: "Times New Roman";">Metode Seleksi Variable<o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="background: #DBE5F1; border-top: none; border: solid black 1.0pt; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid black .5pt; mso-border-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 29.15pt;" valign="top" width="39"><div class="MsoNormal" style="line-height: 13.5pt; margin-bottom: .0001pt; margin-bottom: 0in;">
<b><span style="color: #2c2b2b; font-family: "trebuchet ms" , "sans-serif"; mso-bidi-font-family: Arial; mso-fareast-font-family: "Times New Roman";">F.<o:p></o:p></span></b></div>
</td>
<td style="background: #DBE5F1; border-bottom: solid black 1.0pt; border-left: none; border-right: solid black 1.0pt; border-top: none; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid black .5pt; mso-border-bottom-themecolor: text1; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-right-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 328.5pt;" valign="top" width="438"><div class="MsoNormal" style="line-height: 13.5pt; margin-bottom: .0001pt; margin-bottom: 0in;">
<b><span style="color: #2c2b2b; font-family: "trebuchet ms" , "sans-serif"; mso-bidi-font-family: Arial; mso-fareast-font-family: "Times New Roman";">Analisa Regresi
Dummy<o:p></o:p></span></b></div>
</td>
</tr>
<tr>
<td style="background: #DBE5F1; border-top: none; border: solid black 1.0pt; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid black .5pt; mso-border-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 29.15pt;" valign="top" width="39"><div align="right" class="MsoNormal" style="line-height: 13.5pt; margin-bottom: .0001pt; margin-bottom: 0in; text-align: right;">
<span style="color: #2c2b2b; font-family: "trebuchet ms" , "sans-serif"; mso-bidi-font-family: Arial; mso-bidi-font-weight: bold; mso-fareast-font-family: "Times New Roman";">01.<o:p></o:p></span></div>
</td>
<td style="background: #DBE5F1; border-bottom: solid black 1.0pt; border-left: none; border-right: solid black 1.0pt; border-top: none; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid black .5pt; mso-border-bottom-themecolor: text1; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-right-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 328.5pt;" valign="top" width="438"><div class="MsoNormal" style="line-height: 13.5pt; margin-bottom: .0001pt; margin-bottom: 0in; text-indent: 17.1pt;">
<span style="color: #2c2b2b; font-family: "trebuchet ms" , "sans-serif"; mso-bidi-font-family: Arial; mso-bidi-font-weight: bold; mso-fareast-font-family: "Times New Roman";">Konsep Variabel Dummy<o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="background: #DBE5F1; border-top: none; border: solid black 1.0pt; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid black .5pt; mso-border-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 29.15pt;" valign="top" width="39"><div align="right" class="MsoNormal" style="line-height: 13.5pt; margin-bottom: .0001pt; margin-bottom: 0in; text-align: right;">
<span style="color: #2c2b2b; font-family: "trebuchet ms" , "sans-serif"; mso-bidi-font-family: Arial; mso-bidi-font-weight: bold; mso-fareast-font-family: "Times New Roman";">02.<o:p></o:p></span></div>
</td>
<td style="background: #DBE5F1; border-bottom: solid black 1.0pt; border-left: none; border-right: solid black 1.0pt; border-top: none; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid black .5pt; mso-border-bottom-themecolor: text1; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-right-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 328.5pt;" valign="top" width="438"><div class="MsoNormal" style="line-height: 13.5pt; margin-bottom: .0001pt; margin-bottom: 0in; text-indent: 17.1pt;">
<span style="color: #2c2b2b; font-family: "trebuchet ms" , "sans-serif"; mso-bidi-font-family: Arial; mso-bidi-font-weight: bold; mso-fareast-font-family: "Times New Roman";">Reference Category<o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="background: #DBE5F1; border-top: none; border: solid black 1.0pt; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid black .5pt; mso-border-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 29.15pt;" valign="top" width="39"><div align="right" class="MsoNormal" style="line-height: 13.5pt; margin-bottom: .0001pt; margin-bottom: 0in; text-align: right;">
<span style="color: #2c2b2b; font-family: "trebuchet ms" , "sans-serif"; mso-bidi-font-family: Arial; mso-bidi-font-weight: bold; mso-fareast-font-family: "Times New Roman";">03.<o:p></o:p></span></div>
</td>
<td style="background: #DBE5F1; border-bottom: solid black 1.0pt; border-left: none; border-right: solid black 1.0pt; border-top: none; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid black .5pt; mso-border-bottom-themecolor: text1; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-right-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 328.5pt;" valign="top" width="438"><div class="MsoNormal" style="line-height: 13.5pt; margin-bottom: .0001pt; margin-bottom: 0in; text-indent: 17.1pt;">
<span style="color: #2c2b2b; font-family: "trebuchet ms" , "sans-serif"; mso-bidi-font-family: Arial; mso-bidi-font-weight: bold; mso-fareast-font-family: "Times New Roman";">Pembentukan Variable Dummy<o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="background: #DBE5F1; border-top: none; border: solid black 1.0pt; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid black .5pt; mso-border-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 29.15pt;" valign="top" width="39"><div align="right" class="MsoNormal" style="line-height: 13.5pt; margin-bottom: .0001pt; margin-bottom: 0in; text-align: right;">
<span style="color: #2c2b2b; font-family: "trebuchet ms" , "sans-serif"; mso-bidi-font-family: Arial; mso-bidi-font-weight: bold; mso-fareast-font-family: "Times New Roman";">04.<o:p></o:p></span></div>
</td>
<td style="background: #DBE5F1; border-bottom: solid black 1.0pt; border-left: none; border-right: solid black 1.0pt; border-top: none; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid black .5pt; mso-border-bottom-themecolor: text1; mso-border-left-alt: solid black .5pt; mso-border-left-themecolor: text1; mso-border-right-themecolor: text1; mso-border-themecolor: text1; mso-border-top-alt: solid black .5pt; mso-border-top-themecolor: text1; padding: 0in 5.4pt 0in 5.4pt; width: 328.5pt;" valign="top" width="438"><div class="MsoNormal" style="line-height: 13.5pt; margin-bottom: .0001pt; margin-bottom: 0in; text-indent: 17.1pt;">
<span style="color: #2c2b2b; font-family: "trebuchet ms" , "sans-serif"; mso-bidi-font-family: Arial; mso-bidi-font-weight: bold; mso-fareast-font-family: "Times New Roman";">Analisa Regresi Dummy<o:p></o:p></span></div>
</td>
</tr>
</tbody></table>
</div>
<div class="MsoNormal" style="text-align: justify;">
<b style="background-color: white; color: #222222; font-family: Arial, Verdana; font-size: 14px; line-height: 20px;"><br /></b></div>
<div class="MsoNormal" style="text-align: justify;">
<b style="background-color: white; color: #222222; font-family: Arial, Verdana; font-size: 14px; line-height: 20px;"><br /></b></div>
<div class="MsoNormal" style="text-align: justify;">
<b style="background-color: white; color: #222222; font-family: Arial, Verdana; font-size: 14px; line-height: 20px;"><br /></b></div>
<div class="MsoNormal" style="text-align: justify;">
<b style="background-color: white; color: #222222; font-family: Arial, Verdana; font-size: 14px; line-height: 20px;"><br /></b></div>
<span class="fullpost">
</span>harryhttp://www.blogger.com/profile/04684852714335464555noreply@blogger.com0tag:blogger.com,1999:blog-3635332662013640626.post-48832647413890009242015-12-20T16:19:00.000+07:002015-12-21T16:19:39.459+07:00Analisa Statistik Untuk Data Pemasaran<div style="background-color: white; border: 0px none; color: #2c2b2b; line-height: 18px; margin-top: 10px; padding: 0px; text-align: justify;">
<span style="font-family: Arial, Helvetica, sans-serif;">Seorang konsumen dalam membuat keputusan mengkonsumsi suatu barang/jasa yang dipilih sangat dipengaruhi oleh banyak faktor. Masing-masing faktor dapat berkontribusi saling menguatkan atau saling melemahkan dan bahkan tidak saling berpengaruh satu dengan yang lainnya dalam mempengaruhi keputusan konsumen. Hal ini yang menjadikan keputusan yang dibuat oleh seorang konsumen menjadi sangat tidak pasti sehingga diperlukan sebuah alat analisa yang tepat guna membantu kita memahami faktor-faktor utama yang mempengaruhi keputusan seorang konsumen. Mempelajari bagaimana konsumen membuat keputusan dalam mengkonsumsi barang/jasa merupakan bahasan dalam prilaku pasar. Pemahaman terhadap alat analisa yang biasa digunakan dalam mengindentifikasikan perilaku pasar dan bagaimana membuat alat ukur dari alat analisa tersebut menjadi tema yang akan dibahas dalam pelatihan ini.</span></div>
<div style="background-color: white; border: 0px none; color: #2c2b2b; line-height: 18px; margin-top: 10px; padding: 0px; text-align: justify;">
<span style="font-family: Arial, Helvetica, sans-serif;"><br /></span></div>
<div style="background-color: white; border: 0px none; color: #2c2b2b; line-height: 18px; margin-top: 10px; padding: 0px; text-align: justify;">
<b><span style="font-family: Verdana, sans-serif;">Tujuan Pelatihan :</span></b></div>
<ol style="background-color: white; border: 0px none; color: #2c2b2b; font-family: arial; line-height: 18px; margin: 5px 0px 5px 30px; padding: 0px;">
<li style="border-image-outset: initial; border-image-repeat: initial; border-image-slice: initial; border-image-source: initial; border-image-width: initial; border: 0px none; margin: 0px 0px 7px; padding: 0px;">Peserta mengetahui jenis data dan pengskalaan yang digunakan dalam riset pemasaran</li>
<li style="border-image-outset: initial; border-image-repeat: initial; border-image-slice: initial; border-image-source: initial; border-image-width: initial; border: 0px none; margin: 0px 0px 7px; padding: 0px;">Peserta megetahui latar belakang dan tujuan beberapa alat analisa yg biasa digunakan dalam riset pemasaran</li>
<li style="border-image-outset: initial; border-image-repeat: initial; border-image-slice: initial; border-image-source: initial; border-image-width: initial; border: 0px none; margin: 0px 0px 7px; padding: 0px;">Peserta mampu mengembangkan alat ukur yang digunakan dalam alat analisa yang dipelajari</li>
<li style="border-image-outset: initial; border-image-repeat: initial; border-image-slice: initial; border-image-source: initial; border-image-width: initial; border: 0px none; margin: 0px 0px 7px; padding: 0px;">Peserta memahami beberapa alat analisa yg biasa digunakan dalam riset pemasaran</li>
<li style="border-image-outset: initial; border-image-repeat: initial; border-image-slice: initial; border-image-source: initial; border-image-width: initial; border: 0px none; margin: 0px 0px 7px; padding: 0px;">Peserta mampu mengaplikasikan alat analisa yang dipelajari kedalam software statistik SPSS/PASW</li>
<li style="border-image-outset: initial; border-image-repeat: initial; border-image-slice: initial; border-image-source: initial; border-image-width: initial; border: 0px none; margin: 0px 0px 7px; padding: 0px;">Peserta mampu menginterpretasikan hasil analisa yang diperoleh</li>
</ol>
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<span style="color: #2c2b2b; font-family: arial;"><span style="line-height: 18px;"><br /></span></span></div>
<div>
<span style="color: #2c2b2b; font-family: arial;"><span style="line-height: 18px;"><br /></span></span></div>
<div>
<span style="color: #2c2b2b; font-family: Verdana, sans-serif;"><span style="line-height: 18px;"><b>Lama Pelatihan :</b></span></span></div>
<div>
<span style="background-color: white; color: #2c2b2b; font-family: arial; line-height: 18px; text-align: justify;">2 hari, @ 8 Jam</span></div>
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<br /></div>
<div style="background-color: white; border: 0px none; color: #2c2b2b; line-height: 18px; margin-top: 10px; padding: 0px; text-align: justify;">
<b><span style="font-family: Verdana, sans-serif;">Referensi :</span></b></div>
<div style="background-color: white; color: #2c2b2b; font-family: arial; line-height: 18px;">
Johnson, R. D. & D. W. Wichern. 2002. <strong>Applied Multivariate Statistical Analysis,</strong> fifth Edition. Prentice Hall.</div>
<div style="background-color: white; color: #2c2b2b; font-family: arial; line-height: 18px;">
Subhash Sharma. 1996<strong>. Applied Multivariate Techniques.</strong> John Wiley & Sons, Inc</div>
<div style="background-color: white; color: #2c2b2b; font-family: arial; line-height: 18px;">
Thomas P. Ryan. 1997. <strong>Modern Regression Methodes</strong>. John Wiley & Sons, Inc</div>
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<div style="background-color: white; color: #2c2b2b; line-height: 18px;">
<b><span style="font-family: Verdana, sans-serif;">Biaya Pelatihan: </span></b></div>
<div style="background-color: white; color: #2c2b2b; font-family: arial; line-height: 18px;">
<span style="font-family: Arial, Helvetica, sans-serif;">Profesional : Rp 5.000.000,-</span></div>
<h3 style="background-color: white; border: 0px none; font-family: 'Pontano Sans', arial, sans-serif; font-size: 18px; font-stretch: normal; font-weight: normal; margin: 20px 0px 5px; padding: 0px;">
<strong><br /></strong></h3>
<div>
<span style="font-family: Verdana, sans-serif;"><b style="color: #2c2b2b; line-height: 18px;">Sylabus : </b><span style="font-size: 18px;"> </span></span></div>
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<tbody>
<tr>
<td style="background: #95B3D7; border: solid windowtext 1.0pt; mso-background-themecolor: accent1; mso-background-themetint: 153; mso-border-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 35.2pt;" valign="top" width="47"><div class="MsoNormalCxSpMiddle" style="tab-stops: list .25in; text-align: center;">
<b><span style="font-family: Arial, sans-serif; font-size: 10pt;">No.<o:p></o:p></span></b></div>
</td>
<td style="background: #95B3D7; border-left: none; border: solid windowtext 1.0pt; mso-background-themecolor: accent1; mso-background-themetint: 153; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 285.5pt;" valign="top" width="381"><div class="MsoNormalCxSpMiddle" style="tab-stops: list .25in; text-align: center;">
<b><span style="font-family: Arial, sans-serif; font-size: 10pt;">MATERI PELATIHAN <o:p></o:p></span></b></div>
</td>
</tr>
<tr>
<td style="background: #DBE5F1; border-top: none; border: solid windowtext 1.0pt; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 35.2pt;" valign="top" width="47"><div class="MsoNormalCxSpMiddle" style="text-align: left;">
<b><span style="font-family: "Arial","sans-serif"; font-size: 10.0pt; mso-no-proof: yes;">A.<o:p></o:p></span></b></div>
</td>
<td style="background: #DBE5F1; border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 285.5pt;" valign="top" width="381"><div class="MsoNormalCxSpMiddle" style="tab-stops: list .25in; text-align: justify;">
<b><span style="font-family: "Arial","sans-serif"; font-size: 10.0pt; mso-no-proof: yes;">Alat Ukur dan Penskalaan<o:p></o:p></span></b></div>
</td>
</tr>
<tr>
<td style="background: #DBE5F1; border-top: none; border: solid windowtext 1.0pt; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 35.2pt;" valign="top" width="47"><div class="MsoNormalCxSpMiddle" style="tab-stops: list .25in; text-align: right;">
<span style="font-family: "Arial","sans-serif"; font-size: 10.0pt; mso-no-proof: yes;">01.<o:p></o:p></span></div>
</td>
<td style="background: #DBE5F1; border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 285.5pt;" valign="top" width="381"><div class="MsoNormalCxSpMiddle" style="margin-left: 12.6pt; mso-add-space: auto; tab-stops: list .25in; text-align: justify;">
<span style="font-family: "Arial","sans-serif"; font-size: 10.0pt; mso-no-proof: yes;">Skala pengukuran<o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="background: #DBE5F1; border-top: none; border: solid windowtext 1.0pt; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 35.2pt;" valign="top" width="47"><div class="MsoNormalCxSpMiddle" style="tab-stops: list .25in; text-align: right;">
<span style="font-family: "Arial","sans-serif"; font-size: 10.0pt; mso-no-proof: yes;">02.<o:p></o:p></span></div>
</td>
<td style="background: #DBE5F1; border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 285.5pt;" valign="top" width="381"><div class="MsoNormalCxSpMiddle" style="margin-left: 12.6pt; mso-add-space: auto; tab-stops: list .25in; text-align: justify;">
<span style="font-family: "Arial","sans-serif"; font-size: 10.0pt; mso-no-proof: yes;">Klasifikasi teknik
pengskalaan<o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="background: #DBE5F1; border-top: none; border: solid windowtext 1.0pt; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 35.2pt;" valign="top" width="47"><div class="MsoNormalCxSpMiddle">
<b><span style="font-family: "Arial","sans-serif"; font-size: 10.0pt; mso-no-proof: yes;">B.<o:p></o:p></span></b></div>
</td>
<td style="background: #DBE5F1; border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 285.5pt;" valign="top" width="381"><div class="MsoNormalCxSpMiddle" style="tab-stops: list .25in; text-align: justify;">
<b><span style="font-family: "Arial","sans-serif"; font-size: 10.0pt; mso-no-proof: yes;">Analisa Cluster<o:p></o:p></span></b></div>
</td>
</tr>
<tr>
<td style="background: #DBE5F1; border-top: none; border: solid windowtext 1.0pt; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 35.2pt;" valign="top" width="47"><div class="MsoNormalCxSpMiddle" style="tab-stops: list .25in; text-align: right;">
<span style="font-family: "Arial","sans-serif"; font-size: 10.0pt; mso-no-proof: yes;">01.<o:p></o:p></span></div>
</td>
<td style="background: #DBE5F1; border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 285.5pt;" valign="top" width="381"><div class="MsoNormalCxSpMiddle" style="margin-left: 12.6pt; mso-add-space: auto; tab-stops: list .25in; text-align: justify;">
<span style="font-family: "Arial","sans-serif"; font-size: 10.0pt; mso-no-proof: yes;">Tujuan analisa cluster<o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="background: #DBE5F1; border-top: none; border: solid windowtext 1.0pt; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 35.2pt;" valign="top" width="47"><div class="MsoNormalCxSpMiddle" style="tab-stops: list .25in; text-align: right;">
<span style="font-family: "Arial","sans-serif"; font-size: 10.0pt; mso-no-proof: yes;">02.<o:p></o:p></span></div>
</td>
<td style="background: #DBE5F1; border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 285.5pt;" valign="top" width="381"><div class="MsoNormalCxSpMiddle" style="margin-left: 12.6pt; mso-add-space: auto; tab-stops: list .25in; text-align: justify;">
<span style="font-family: "Arial","sans-serif"; font-size: 10.0pt; mso-no-proof: yes;">Metode-metode dalam
analisa cluster<o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="background: #DBE5F1; border-top: none; border: solid windowtext 1.0pt; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 35.2pt;" valign="top" width="47"><div class="MsoNormalCxSpMiddle" style="tab-stops: list .25in; text-align: right;">
<span style="font-family: "Arial","sans-serif"; font-size: 10.0pt; mso-no-proof: yes;">03.<o:p></o:p></span></div>
</td>
<td style="background: #DBE5F1; border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 285.5pt;" valign="top" width="381"><div class="MsoNormalCxSpMiddle" style="margin-left: 12.6pt; mso-add-space: auto; tab-stops: list .25in; text-align: justify;">
<span style="font-family: "Arial","sans-serif"; font-size: 10.0pt; mso-no-proof: yes;">Pengukuran jarak antar
objek<o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="background: #DBE5F1; border-top: none; border: solid windowtext 1.0pt; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 35.2pt;" valign="top" width="47"><div class="MsoNormalCxSpMiddle" style="tab-stops: list .25in; text-align: right;">
<span style="font-family: "Arial","sans-serif"; font-size: 10.0pt; mso-no-proof: yes;">04.<o:p></o:p></span></div>
</td>
<td style="background: #DBE5F1; border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 285.5pt;" valign="top" width="381"><div class="MsoNormalCxSpMiddle" style="margin-left: 12.6pt; mso-add-space: auto; tab-stops: list .25in; text-align: justify;">
<span style="font-family: "Arial","sans-serif"; font-size: 10.0pt; mso-no-proof: yes;">Hyrarcical Cluster<o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="background: #DBE5F1; border-top: none; border: solid windowtext 1.0pt; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 35.2pt;" valign="top" width="47"><div class="MsoNormalCxSpMiddle" style="tab-stops: list .25in; text-align: right;">
<span style="font-family: "Arial","sans-serif"; font-size: 10.0pt; mso-no-proof: yes;">05.<o:p></o:p></span></div>
</td>
<td style="background: #DBE5F1; border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 285.5pt;" valign="top" width="381"><div class="MsoNormalCxSpMiddle" style="margin-left: 12.6pt; mso-add-space: auto; tab-stops: list .25in; text-align: justify;">
<span style="font-family: "Arial","sans-serif"; font-size: 10.0pt; mso-no-proof: yes;">K-Mean Cluster<o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="background: #DBE5F1; border-top: none; border: solid windowtext 1.0pt; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 35.2pt;" valign="top" width="47"><div class="MsoNormalCxSpMiddle" style="tab-stops: list .25in; text-align: right;">
<span style="font-family: "Arial","sans-serif"; font-size: 10.0pt; mso-no-proof: yes;">06.<o:p></o:p></span></div>
</td>
<td style="background: #DBE5F1; border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 285.5pt;" valign="top" width="381"><div class="MsoNormalCxSpMiddle" style="margin-left: 12.6pt; mso-add-space: auto; tab-stops: list .25in; text-align: justify;">
<span style="font-family: "Arial","sans-serif"; font-size: 10.0pt; mso-no-proof: yes;">Alat ukur analisa cluster<o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="background: #DBE5F1; border-top: none; border: solid windowtext 1.0pt; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 35.2pt;" valign="top" width="47"><div class="MsoNormalCxSpMiddle" style="tab-stops: list .25in; text-align: right;">
<span style="font-family: "Arial","sans-serif"; font-size: 10.0pt; mso-no-proof: yes;">07.<o:p></o:p></span></div>
</td>
<td style="background: #DBE5F1; border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 285.5pt;" valign="top" width="381"><div class="MsoNormalCxSpMiddle" style="margin-left: 12.6pt; mso-add-space: auto; tab-stops: list .25in; text-align: justify;">
<span style="font-family: "Arial","sans-serif"; font-size: 10.0pt; mso-no-proof: yes;">Prosedur analisa dan
Interpretasi hasil<o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="background: #DBE5F1; border-top: none; border: solid windowtext 1.0pt; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 35.2pt;" valign="top" width="47"><div class="MsoNormalCxSpMiddle">
<b><span style="font-family: "Arial","sans-serif"; font-size: 10.0pt; mso-no-proof: yes;">C.<o:p></o:p></span></b></div>
</td>
<td style="background: #DBE5F1; border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 285.5pt;" valign="top" width="381"><div class="MsoNormalCxSpMiddle" style="tab-stops: list .25in; text-align: justify;">
<b><span style="font-family: "Arial","sans-serif"; font-size: 10.0pt; mso-no-proof: yes;">Analisa Faktor<o:p></o:p></span></b></div>
</td>
</tr>
<tr>
<td style="background: #DBE5F1; border-top: none; border: solid windowtext 1.0pt; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 35.2pt;" valign="top" width="47"><div class="MsoNormalCxSpMiddle" style="tab-stops: list .25in; text-align: right;">
<span style="font-family: "Arial","sans-serif"; font-size: 10.0pt; mso-no-proof: yes;">01.<o:p></o:p></span></div>
</td>
<td style="background: #DBE5F1; border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 285.5pt;" valign="top" width="381"><div class="MsoNormalCxSpMiddle" style="margin-left: 12.6pt; mso-add-space: auto; tab-stops: list .25in; text-align: justify;">
<span style="font-family: "Arial","sans-serif"; font-size: 10.0pt; mso-no-proof: yes;">Tujuan analisa faktor<o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="background: #DBE5F1; border-top: none; border: solid windowtext 1.0pt; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 35.2pt;" valign="top" width="47"><div class="MsoNormalCxSpMiddle" style="tab-stops: list .25in; text-align: right;">
<span style="font-family: "Arial","sans-serif"; font-size: 10.0pt; mso-no-proof: yes;">02.<o:p></o:p></span></div>
</td>
<td style="background: #DBE5F1; border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 285.5pt;" valign="top" width="381"><div class="MsoNormalCxSpMiddle" style="margin-left: 12.6pt; mso-add-space: auto; tab-stops: list .25in; text-align: justify;">
<span style="font-family: "Arial","sans-serif"; font-size: 10.0pt; mso-no-proof: yes;">Dasar penggunaan analisa
faktor<o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="background: #DBE5F1; border-top: none; border: solid windowtext 1.0pt; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 35.2pt;" valign="top" width="47"><div class="MsoNormalCxSpMiddle" style="tab-stops: list .25in; text-align: right;">
<span style="font-family: "Arial","sans-serif"; font-size: 10.0pt; mso-no-proof: yes;">03.<o:p></o:p></span></div>
</td>
<td style="background: #DBE5F1; border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 285.5pt;" valign="top" width="381"><div class="MsoNormalCxSpMiddle" style="margin-left: 12.6pt; mso-add-space: auto; tab-stops: list .25in; text-align: justify;">
<span style="font-family: "Arial","sans-serif"; font-size: 10.0pt; mso-no-proof: yes;">Analisa Faktor
Confirmatory vs Explaratory <o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="background: #DBE5F1; border-top: none; border: solid windowtext 1.0pt; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 35.2pt;" valign="top" width="47"><div class="MsoNormalCxSpMiddle" style="tab-stops: list .25in; text-align: right;">
<span style="font-family: "Arial","sans-serif"; font-size: 10.0pt; mso-no-proof: yes;">04.<o:p></o:p></span></div>
</td>
<td style="background: #DBE5F1; border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 285.5pt;" valign="top" width="381"><div class="MsoNormalCxSpMiddle" style="margin-left: 12.6pt; mso-add-space: auto; tab-stops: list .25in; text-align: justify;">
<span style="font-family: "Arial","sans-serif"; font-size: 10.0pt; mso-no-proof: yes;">Metode Extrasi<o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="background: #DBE5F1; border-top: none; border: solid windowtext 1.0pt; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 35.2pt;" valign="top" width="47"><div class="MsoNormalCxSpMiddle" style="tab-stops: list .25in; text-align: right;">
<span style="font-family: "Arial","sans-serif"; font-size: 10.0pt; mso-no-proof: yes;">05.<o:p></o:p></span></div>
</td>
<td style="background: #DBE5F1; border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 285.5pt;" valign="top" width="381"><div class="MsoNormalCxSpMiddle" style="margin-left: 12.6pt; mso-add-space: auto; tab-stops: list .25in; text-align: justify;">
<span style="font-family: "Arial","sans-serif"; font-size: 10.0pt; mso-no-proof: yes;">Metode Rotasi<o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="background: #DBE5F1; border-top: none; border: solid windowtext 1.0pt; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 35.2pt;" valign="top" width="47"><div class="MsoNormalCxSpMiddle" style="tab-stops: list .25in; text-align: right;">
<span style="font-family: "Arial","sans-serif"; font-size: 10.0pt; mso-no-proof: yes;">06.<o:p></o:p></span></div>
</td>
<td style="background: #DBE5F1; border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 285.5pt;" valign="top" width="381"><div class="MsoNormalCxSpMiddle" style="margin-left: 12.6pt; mso-add-space: auto; tab-stops: list .25in; text-align: justify;">
<span style="font-family: "Arial","sans-serif"; font-size: 10.0pt; mso-no-proof: yes;">Tahapan analisa faktor<o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="background: #DBE5F1; border-top: none; border: solid windowtext 1.0pt; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 35.2pt;" valign="top" width="47"><div class="MsoNormalCxSpMiddle" style="tab-stops: list .25in; text-align: right;">
<span style="font-family: "Arial","sans-serif"; font-size: 10.0pt; mso-no-proof: yes;">07.<o:p></o:p></span></div>
</td>
<td style="background: #DBE5F1; border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 285.5pt;" valign="top" width="381"><div class="MsoNormalCxSpMiddle" style="margin-left: 12.6pt; mso-add-space: auto; tab-stops: list .25in; text-align: justify;">
<span style="font-family: "Arial","sans-serif"; font-size: 10.0pt; mso-no-proof: yes;">Prosedur analisa dan
Interpretasi hasil<o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="background: #DBE5F1; border-top: none; border: solid windowtext 1.0pt; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 35.2pt;" valign="top" width="47"><div class="MsoNormalCxSpMiddle">
<b><span style="font-family: "Arial","sans-serif"; font-size: 10.0pt; mso-no-proof: yes;">D.<o:p></o:p></span></b></div>
</td>
<td style="background: #DBE5F1; border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 285.5pt;" valign="top" width="381"><div class="MsoNormalCxSpMiddle" style="tab-stops: list .25in; text-align: justify;">
<b><span style="font-family: "Arial","sans-serif"; font-size: 10.0pt; mso-no-proof: yes;">Conjoint Analysis<o:p></o:p></span></b></div>
</td>
</tr>
<tr>
<td style="background: #DBE5F1; border-top: none; border: solid windowtext 1.0pt; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 35.2pt;" valign="top" width="47"><div class="MsoNormalCxSpMiddle" style="tab-stops: list .25in; text-align: right;">
<span style="font-family: "Arial","sans-serif"; font-size: 10.0pt; mso-no-proof: yes;">01.<o:p></o:p></span></div>
</td>
<td style="background: #DBE5F1; border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 285.5pt;" valign="top" width="381"><div class="MsoNormalCxSpMiddle" style="margin-left: 12.6pt; mso-add-space: auto; tab-stops: list .25in; text-align: justify;">
<span style="font-family: "Arial","sans-serif"; font-size: 10.0pt; mso-no-proof: yes;">Tujuan analisa conjoint<o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="background: #DBE5F1; border-top: none; border: solid windowtext 1.0pt; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 35.2pt;" valign="top" width="47"><div class="MsoNormalCxSpMiddle" style="tab-stops: list .25in; text-align: right;">
<span style="font-family: "Arial","sans-serif"; font-size: 10.0pt; mso-no-proof: yes;">02.<o:p></o:p></span></div>
</td>
<td style="background: #DBE5F1; border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 285.5pt;" valign="top" width="381"><div class="MsoNormalCxSpMiddle" style="margin-left: 12.6pt; mso-add-space: auto; tab-stops: list .25in; text-align: justify;">
<span style="font-family: "Arial","sans-serif"; font-size: 10.0pt; mso-no-proof: yes;">Analisa tingkat
kepentingan<o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="background: #DBE5F1; border-top: none; border: solid windowtext 1.0pt; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 35.2pt;" valign="top" width="47"><div class="MsoNormalCxSpMiddle" style="tab-stops: list .25in; text-align: right;">
<span style="font-family: "Arial","sans-serif"; font-size: 10.0pt; mso-no-proof: yes;">03.<o:p></o:p></span></div>
</td>
<td style="background: #DBE5F1; border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 285.5pt;" valign="top" width="381"><div class="MsoNormalCxSpMiddle" style="margin-left: 12.6pt; mso-add-space: auto; tab-stops: list .25in; text-align: justify;">
<span style="font-family: "Arial","sans-serif"; font-size: 10.0pt; mso-no-proof: yes;">Tahapan dalam melakukan
analisa conjoint<o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="background: #DBE5F1; border-top: none; border: solid windowtext 1.0pt; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 35.2pt;" valign="top" width="47"><div class="MsoNormalCxSpMiddle" style="tab-stops: list .25in; text-align: right;">
<span style="font-family: "Arial","sans-serif"; font-size: 10.0pt; mso-no-proof: yes;">04.<o:p></o:p></span></div>
</td>
<td style="background: #DBE5F1; border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 285.5pt;" valign="top" width="381"><div class="MsoNormalCxSpMiddle" style="margin-left: 12.6pt; mso-add-space: auto; tab-stops: list .25in; text-align: justify;">
<span style="font-family: "Arial","sans-serif"; font-size: 10.0pt; mso-no-proof: yes;">Ortogonalitas dan Alat
ukur analisa conjoint<o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="background: #DBE5F1; border-top: none; border: solid windowtext 1.0pt; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 35.2pt;" valign="top" width="47"><div class="MsoNormalCxSpMiddle" style="tab-stops: list .25in; text-align: right;">
<span style="font-family: "Arial","sans-serif"; font-size: 10.0pt; mso-no-proof: yes;">05.<o:p></o:p></span></div>
</td>
<td style="background: #DBE5F1; border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 285.5pt;" valign="top" width="381"><div class="MsoNormalCxSpMiddle" style="margin-left: 12.6pt; mso-add-space: auto; tab-stops: list .25in; text-align: justify;">
<span style="font-family: "Arial","sans-serif"; font-size: 10.0pt; mso-no-proof: yes;">Prosedur analisa dan Interpretasi
hasil analisa<o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="background: #DBE5F1; border-top: none; border: solid windowtext 1.0pt; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 35.2pt;" valign="top" width="47"><div class="MsoNormalCxSpMiddle">
<b><span style="font-family: "Arial","sans-serif"; font-size: 10.0pt; mso-no-proof: yes;">E.<o:p></o:p></span></b></div>
</td>
<td style="background: #DBE5F1; border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 285.5pt;" valign="top" width="381"><div class="MsoNormalCxSpMiddle" style="tab-stops: list .25in; text-align: justify;">
<b><span style="font-family: "Arial","sans-serif"; font-size: 10.0pt; mso-no-proof: yes;">Analisa Korespondensi<o:p></o:p></span></b></div>
</td>
</tr>
<tr>
<td style="background: #DBE5F1; border-top: none; border: solid windowtext 1.0pt; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 35.2pt;" valign="top" width="47"><div class="MsoNormalCxSpMiddle" style="tab-stops: list .25in; text-align: right;">
<span style="font-family: "Arial","sans-serif"; font-size: 10.0pt; mso-no-proof: yes;">01.<o:p></o:p></span></div>
</td>
<td style="background: #DBE5F1; border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 285.5pt;" valign="top" width="381"><div class="MsoNormalCxSpMiddle" style="margin-left: 12.6pt; mso-add-space: auto; tab-stops: list .25in; text-align: justify;">
<span style="font-family: "Arial","sans-serif"; font-size: 10.0pt; mso-no-proof: yes;">Tujuan analisa korespondensi<o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="background: #DBE5F1; border-top: none; border: solid windowtext 1.0pt; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 35.2pt;" valign="top" width="47"><div class="MsoNormalCxSpMiddle" style="tab-stops: list .25in; text-align: right;">
<span style="font-family: "Arial","sans-serif"; font-size: 10.0pt; mso-no-proof: yes;">02.<o:p></o:p></span></div>
</td>
<td style="background: #DBE5F1; border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 285.5pt;" valign="top" width="381"><div class="MsoNormalCxSpMiddle" style="margin-left: 12.6pt; mso-add-space: auto; tab-stops: list .25in; text-align: justify;">
<span style="font-family: "Arial","sans-serif"; font-size: 10.0pt; mso-no-proof: yes;">Jenis data yang digunakan
dalam analisa korespondensi<o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="background: #DBE5F1; border-top: none; border: solid windowtext 1.0pt; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 35.2pt;" valign="top" width="47"><div class="MsoNormalCxSpMiddle" style="tab-stops: list .25in; text-align: right;">
<span style="font-family: "Arial","sans-serif"; font-size: 10.0pt; mso-no-proof: yes;">03.<o:p></o:p></span></div>
</td>
<td style="background: #DBE5F1; border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 285.5pt;" valign="top" width="381"><div class="MsoNormalCxSpMiddle" style="margin-left: 12.6pt; mso-add-space: auto; tab-stops: list .25in; text-align: justify;">
<span style="font-family: "Arial","sans-serif"; font-size: 10.0pt; mso-no-proof: yes;">Alat ukur analisa
korespondensi<o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="background: #DBE5F1; border-top: none; border: solid windowtext 1.0pt; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 35.2pt;" valign="top" width="47"><div class="MsoNormalCxSpMiddle" style="tab-stops: list .25in; text-align: right;">
<span style="font-family: "Arial","sans-serif"; font-size: 10.0pt; mso-no-proof: yes;">04.<o:p></o:p></span></div>
</td>
<td style="background: #DBE5F1; border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 285.5pt;" valign="top" width="381"><div class="MsoNormalCxSpMiddle" style="margin-left: 12.6pt; mso-add-space: auto; tab-stops: list .25in; text-align: justify;">
<span style="font-family: "Arial","sans-serif"; font-size: 10.0pt; mso-no-proof: yes;">Contingensi Table<o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="background: #DBE5F1; border-top: none; border: solid windowtext 1.0pt; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 35.2pt;" valign="top" width="47"><div class="MsoNormalCxSpMiddle" style="tab-stops: list .25in; text-align: right;">
<span style="font-family: "Arial","sans-serif"; font-size: 10.0pt; mso-no-proof: yes;">05.<o:p></o:p></span></div>
</td>
<td style="background: #DBE5F1; border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 285.5pt;" valign="top" width="381"><div class="MsoNormalCxSpMiddle" style="margin-left: 12.6pt; mso-add-space: auto; tab-stops: list .25in; text-align: justify;">
<span style="font-family: "Arial","sans-serif"; font-size: 10.0pt; mso-no-proof: yes;">Prosedur analisa dan
Interpretasi hasil<o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="background: #DBE5F1; border-top: none; border: solid windowtext 1.0pt; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 35.2pt;" valign="top" width="47"><div class="MsoNormalCxSpMiddle">
<b><span style="font-family: "Arial","sans-serif"; font-size: 10.0pt; mso-no-proof: yes;">F.<o:p></o:p></span></b></div>
</td>
<td style="background: #DBE5F1; border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 285.5pt;" valign="top" width="381"><div class="MsoNormalCxSpMiddle" style="tab-stops: list .25in; text-align: justify;">
<b><span style="font-family: "Arial","sans-serif"; font-size: 10.0pt; mso-no-proof: yes;">Analisa Biplot<o:p></o:p></span></b></div>
</td>
</tr>
<tr>
<td style="background: #DBE5F1; border-top: none; border: solid windowtext 1.0pt; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 35.2pt;" valign="top" width="47"><div class="MsoNormalCxSpMiddle" style="tab-stops: list .25in; text-align: right;">
<span style="font-family: "Arial","sans-serif"; font-size: 10.0pt; mso-no-proof: yes;">01.<o:p></o:p></span></div>
</td>
<td style="background: #DBE5F1; border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 285.5pt;" valign="top" width="381"><div class="MsoNormalCxSpMiddle" style="margin-left: 12.6pt; mso-add-space: auto; tab-stops: list .25in; text-align: justify;">
<span style="font-family: "Arial","sans-serif"; font-size: 10.0pt; mso-no-proof: yes;">Tujuan analisa biplot<o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="background: #DBE5F1; border-top: none; border: solid windowtext 1.0pt; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 35.2pt;" valign="top" width="47"><div class="MsoNormalCxSpMiddle" style="tab-stops: list .25in; text-align: right;">
<span style="font-family: "Arial","sans-serif"; font-size: 10.0pt; mso-no-proof: yes;">02.<o:p></o:p></span></div>
</td>
<td style="background: #DBE5F1; border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 285.5pt;" valign="top" width="381"><div class="MsoNormalCxSpMiddle" style="margin-left: 12.6pt; mso-add-space: auto; tab-stops: list .25in; text-align: justify;">
<span style="font-family: "Arial","sans-serif"; font-size: 10.0pt; mso-no-proof: yes;">Jenis data yang digunakan dalam
analisa biplot<o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="background: #DBE5F1; border-top: none; border: solid windowtext 1.0pt; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 35.2pt;" valign="top" width="47"><div class="MsoNormalCxSpMiddle" style="tab-stops: list .25in; text-align: right;">
<span style="font-family: "Arial","sans-serif"; font-size: 10.0pt; mso-no-proof: yes;">03.<o:p></o:p></span></div>
</td>
<td style="background: #DBE5F1; border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 285.5pt;" valign="top" width="381"><div class="MsoNormalCxSpMiddle" style="margin-left: 12.6pt; mso-add-space: auto; tab-stops: list .25in; text-align: justify;">
<span style="font-family: "Arial","sans-serif"; font-size: 10.0pt; mso-no-proof: yes;">Alat ukur analisa biplot<o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="background: #DBE5F1; border-top: none; border: solid windowtext 1.0pt; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 35.2pt;" valign="top" width="47"><div class="MsoNormalCxSpMiddle" style="tab-stops: list .25in; text-align: right;">
<span style="font-family: "Arial","sans-serif"; font-size: 10.0pt; mso-no-proof: yes;">04.<o:p></o:p></span></div>
</td>
<td style="background: #DBE5F1; border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 285.5pt;" valign="top" width="381"><div class="MsoNormalCxSpMiddle" style="margin-left: 12.6pt; mso-add-space: auto; tab-stops: list .25in; text-align: justify;">
<span style="font-family: "Arial","sans-serif"; font-size: 10.0pt; mso-no-proof: yes;">Prosedur analisa dan Interpretasi
hasil <o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="background: #DBE5F1; border-top: none; border: solid windowtext 1.0pt; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 35.2pt;" valign="top" width="47"><div class="MsoNormalCxSpMiddle" style="tab-stops: list .25in; text-align: justify;">
<b><span style="font-family: "Arial","sans-serif"; font-size: 10.0pt; mso-no-proof: yes;">G.<o:p></o:p></span></b></div>
</td>
<td style="background: #DBE5F1; border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 285.5pt;" valign="top" width="381"><div class="MsoNormalCxSpMiddle" style="tab-stops: list .25in; text-align: justify;">
<b><span style="font-family: "Arial","sans-serif"; font-size: 10.0pt; mso-no-proof: yes;">Multidimensonaling Scalling (MDS)<o:p></o:p></span></b></div>
</td>
</tr>
<tr>
<td style="background: #DBE5F1; border-top: none; border: solid windowtext 1.0pt; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 35.2pt;" valign="top" width="47"><div class="MsoNormalCxSpMiddle" style="tab-stops: list .25in; text-align: right;">
<span style="font-family: "Arial","sans-serif"; font-size: 10.0pt; mso-no-proof: yes;">01.<o:p></o:p></span></div>
</td>
<td style="background: #DBE5F1; border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 285.5pt;" valign="top" width="381"><div class="MsoNormalCxSpMiddle" style="margin-left: 12.6pt; mso-add-space: auto; tab-stops: list .25in; text-align: justify;">
<span style="font-family: "Arial","sans-serif"; font-size: 10.0pt; mso-no-proof: yes;">Tujuan analisa MDS<o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="background: #DBE5F1; border-top: none; border: solid windowtext 1.0pt; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 35.2pt;" valign="top" width="47"><div class="MsoNormalCxSpMiddle" style="tab-stops: list .25in; text-align: right;">
<span style="font-family: "Arial","sans-serif"; font-size: 10.0pt; mso-no-proof: yes;">02.<o:p></o:p></span></div>
</td>
<td style="background: #DBE5F1; border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 285.5pt;" valign="top" width="381"><div class="MsoNormalCxSpMiddle" style="margin-left: 12.6pt; mso-add-space: auto; tab-stops: list .25in; text-align: justify;">
<span style="font-family: "Arial","sans-serif"; font-size: 10.0pt; mso-no-proof: yes;">Jenis data yang digunakan
dalam analisa MDS<o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="background: #DBE5F1; border-top: none; border: solid windowtext 1.0pt; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 35.2pt;" valign="top" width="47"><div class="MsoNormalCxSpMiddle" style="tab-stops: list .25in; text-align: right;">
<span style="font-family: "Arial","sans-serif"; font-size: 10.0pt; mso-no-proof: yes;">03.<o:p></o:p></span></div>
</td>
<td style="background: #DBE5F1; border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-background-themecolor: accent1; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 285.5pt;" valign="top" width="381"><div class="MsoNormalCxSpMiddle" style="margin-left: 12.6pt; mso-add-space: auto; tab-stops: list .25in; text-align: justify;">
<span style="font-family: "Arial","sans-serif"; font-size: 10.0pt; mso-no-proof: yes;">Alat ukur analisa MDS<o:p></o:p></span></div>
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<span style="font-family: "Arial","sans-serif"; font-size: 10.0pt; mso-no-proof: yes;">04.<o:p></o:p></span></div>
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<span style="font-family: "Arial","sans-serif"; font-size: 10.0pt; mso-no-proof: yes;">Prosedur analisa dan
intepretasi hasil<o:p></o:p></span></div>
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</span>harryhttp://www.blogger.com/profile/04684852714335464555noreply@blogger.com0tag:blogger.com,1999:blog-3635332662013640626.post-75111187148704614872015-12-19T15:47:00.000+07:002016-02-08T22:44:03.885+07:00Hitung Sampel Uji Klinis Beda Proporsi Dua Kelompok SampelPerhitungan jumlah sampel ini digunakan untuk melihat apakah ada perbedaan persentasi/proporsi sukses antar dua kelompok sampel dimana data-data awal yang diperlukan diantaranya:<br />
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<ol>
<li>Data historis yang menyatakan bahwa persentasi sukses pada salah satu kelompok diketahui, umumnya kelompok kontrol</li>
<li>Tingkat signifikan uji=Z-alpha dan power pengujian = Z-betha</li>
</ol>
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untuk menguji jika kedua kelompok sampel dikatakan menghasilkan proporsi sukses yang berbeda jika selisihnya proporsi antar kedua kelompok minimal sebesar P1-P2., berapa jumlah sampel minimal yang diperlukan untuk masing-masing kelompok?. Perhitungan besar sampel ini biasanya diaplikasikan pada uji klinis yang bersifat Case-Control<br />
<br />
CONTOH UJI KLINIS<br />
Seorang peneliti ingin mengetahui apakah terdapat perbedaan kesembuhan antara obat A (standar) dengan obat B. untuk menentukan besar sampel, peneliti menetapkan bahwa proporsi kesembuhan obat A dengan obat B dianggap bermakna jika selisihnya 20%. Diketahui bahwa kesembuhan pada obat A adalah 70%. Bila ditetapkan kesalahan tipe I sebesar 5%, kesalahan tipe II sebesar 20%, dengan hipotesis satu arah, berapakah besar sampel yang diperlukan?<br />
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Formula Yang Digunakan (Silakan Klik)<br />
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<a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjeG2Ed2B1vkeEGHfcRkatHLxaqGlrv_-md9sU2hFRAowsrBtXvAirsHdE40w4fnZ6OI9VmI5p-L4NotAlUrRHhSCA-6o2fV4L28OZ9g8S1jpxyuNAJa2DOHliYzBrmK1P1EUfYzoHCOOq0/s1600/1.jpg" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" height="140" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjeG2Ed2B1vkeEGHfcRkatHLxaqGlrv_-md9sU2hFRAowsrBtXvAirsHdE40w4fnZ6OI9VmI5p-L4NotAlUrRHhSCA-6o2fV4L28OZ9g8S1jpxyuNAJa2DOHliYzBrmK1P1EUfYzoHCOOq0/s320/1.jpg" width="320" /></a></div>
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<a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhHUeyAbEyAfKP-ySlvOXJXdT1mOFweyXhXah3y9DBjksKZ6dste898oEL3FfiC_EL1LMkT2ksfoKF9QiqQG-ZxBKlplRTK9XCLSWvmjEG1zBdmIuBkYQLejPMOcp49ihq6mFCrWbOlFZQR/s1600/2.png" imageanchor="1" style="clear: left; float: left; margin-bottom: 1em; margin-right: 1em;"><img border="0" height="320" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhHUeyAbEyAfKP-ySlvOXJXdT1mOFweyXhXah3y9DBjksKZ6dste898oEL3FfiC_EL1LMkT2ksfoKF9QiqQG-ZxBKlplRTK9XCLSWvmjEG1zBdmIuBkYQLejPMOcp49ihq6mFCrWbOlFZQR/s320/2.png" width="320" /></a></div>
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Adapun parameter yang tersedia dari contoh kasus diatas sbb:<br />
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<ul>
<li>P2=angka kesembuahan pada obat standar = 0.7</li>
<li>Q2= 1-P1 = 1- 0.7 = 0.3</li>
<li>Selisih proporsi dikatakan ada perbedaan signifikan proporsi sukses dua kelompok sampel P1-P2=0.2</li>
</ul>
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Dengan demikian,<br />
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<ul>
<li>P1 = P2 + 0,2 = 0,7 + 0,2 = 0,9</li>
<li>Q1 = 1 – P1 = 1 – 0,9 = 0,1</li>
<li>P = (P1+P2)/2 = (0,7+0,9)/2 = 0,8</li>
<li>Q = 1 – P = 1 – 0,8 = 0,2</li>
<li>Kesalahan tipe I ditetapkan sebesar 5%, sehingga Za = 1,96. (dari tabel)</li>
<li>Kesalahan tipe II ditetapkan sebesar 20%, makan Zβ = 0,84. (dari tabel)</li>
</ul>
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Dengan memasukkan nilai nilai diatas pada rumus, diperoleh:<br />
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Jadi jumlah sampel minimal untuk masing-masing kelompok yg diberi obat A =62 orang dan kelompok yg diberi obat B= 62 orang</div>
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<span class="fullpost">
</span>harryhttp://www.blogger.com/profile/04684852714335464555noreply@blogger.com0tag:blogger.com,1999:blog-3635332662013640626.post-63618174745043186912015-02-28T08:09:00.000+07:002015-09-22T08:12:05.367+07:00Hitung Sampel Studi Cases Control<br />
<div style="text-align: justify;">
<span class="fullpost">Untuk perhitungan sampel studi Case-Control digunakan untuk menghitung nilai Odd Rasio diperlukan beberapa informasi awal, diantaranya adalah perkiraan nilai Odd Rasio (OR) yang dihipotesiskan, Interval Kepercayaan penelitian yang diingin (misal 95%), proporsi kejadian (even) pada kelompok beresiko diketahui atau jika tidak proporsi kejadian (even) pada kelompok tidak beresiko (kontrol) diketahui, dan margin of error yang ditetapkan. </span></div>
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<span class="fullpost"> <span style="font-size: large;"><b>Contoh Kasus</b></span></span><br />
<div style="text-align: justify;">
<span class="fullpost">Ingin dilakukan studi mengenai wabah penyakit kolera yang diduga disebabkan oleh penggunaan air yang tercemar disebuah wilayah. Dari data diperoleh informasi bahwa ada sebanyak 30% populasi penduduk di wilayah tersebut menggunakan air yang tercemat. Sebuah studi Cases-Control dilakukan melihat pengaruh kejadian kolera dengan penggunaan air yang tercemar untuk memprediksi nilai Odd Rasio (OR) dengan Margin of Error (relative presision) sebesar 25%, dimana nilai OR-nya diprediksi sekitar 2 dan Interval Keyakinan 95%. Berapa jumlah sampel minimal yang harus diambil pada kelompok orang yang terkena kolera pada wilayah tersebut dan juga kelompok orang yang tidak terkena kolera? </span></div>
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Pada kasus ini informasi yang diketahui untuk menghitung jumlah sampel sebagai berikut:
Probabilitas penduduk yang menggunakan air tercemar dan tidak terkena kolera sebesar P2*=30%
Probabilitas penduduk yang menggunakan air tercemar dan terkena kolera tidak diketahui P1*= ?
Nilai OR diperkirakan sebesar 2
Confident Level 95% sehingga Z(1-α/2)=1.96<br />
Margin of Error, ε = 25%
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Untuk menghitung P1* digunakan rumus berikut:<br />
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<img alt="" src="data:image/png;base64,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" /><br />
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diperoleh nilai P1* = 46.15%<br />
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Formula hitung sampel yang digunakan<br />
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<img alt="" src="data:image/png;base64,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" /><br />
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<![endif]--><span style="font-family: "Calibri","sans-serif"; font-size: 11.0pt; line-height: 115%; mso-ansi-language: EN-US; mso-ascii-theme-font: minor-latin; mso-bidi-font-family: "Times New Roman"; mso-bidi-language: AR-SA; mso-bidi-theme-font: minor-bidi; mso-fareast-font-family: Calibri; mso-fareast-language: EN-US; mso-fareast-theme-font: minor-latin; mso-hansi-theme-font: minor-latin;">Dengan
menggunakan formula diperoleh besar sampel yang harus diambil 408, artinya
sampel yang harus diambil untuk orang yang terkena kolera sebanyak 408 orang
dan yang tidak terkena kolera sebanyak 408 orang, kemudian diteliti apakah
benar air yang tercemar yang sebagai penyebab kasus kolera araukah factor yang
lainnya</span></div>
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<br />harryhttp://www.blogger.com/profile/04684852714335464555noreply@blogger.com0tag:blogger.com,1999:blog-3635332662013640626.post-51283792776436075272015-02-21T07:07:00.000+07:002015-02-21T08:53:10.251+07:00Aplikasi Ekonometrika Dengan Eviews<div style="text-align: justify;">
<span style="font-family: Arial,Helvetica,sans-serif;">Sebuah
pelatihan yang bertujuan menganalisa kejadian-kejadian dibidang ekonometri,
seperti pertumbuhan dan penurunan sebuah indikator ekonomi. Pelatihan ini sangat
berguna bagi mereka yang bekerja dalam bidang perencanaan dan evaluator
kebijakan. Pelatihan ekonometrik akan sangat membantu dalam mengindikasikan
faktor-faktor yang mempengaruhi indikator keberhasilan sebuah perencanaan
khususnya dibidang ekonomi dan pembangunan. Dengan diketahuinya faktor-faktor
tersebut diharapkan dihasilkan sebuah perencanaan dan kebijakan yang efektif
yang mampu mengoptimalkan hasil dari perencanaan dan kebijakan tersebut.</span></div>
<div class="MsoNormal" style="text-align: justify;">
<span style="font-family: Arial,Helvetica,sans-serif;">Pelatihan
ekonometrika ini menggunakan sofware EVIEWS yang merupakan perangkat lunak yang dikhususkan untuk menganalisa berbagai model Ekonometrika. Model Ekonometrika yang biasa dianalisa dengan EVIEWS diantaranya model Time Series, Crossectional dan Data Panel. </span></div>
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<span style="font-family: Arial,Helvetica,sans-serif;"><br /></span></div>
<div class="MsoNormalCxSpMiddle" style="line-height: normal; text-align: justify;">
<span style="font-family: Arial,Helvetica,sans-serif;"><b style="mso-bidi-font-weight: normal;">Tujuan Pelatihan</b></span></div>
<ol style="text-align: justify;">
<li><span style="font-family: Arial,Helvetica,sans-serif;">Memahami konsep dasar ekonometrika</span></li>
<li><span style="font-family: Arial,Helvetica,sans-serif;">Mampu menguji keterkaitan variabel ekonomi</span></li>
<li><span style="font-family: Arial,Helvetica,sans-serif;">Membuat permodelan ekonomi sebagai hasil dari
kajian analisa keterkaitan variabel Ekonomi</span></li>
<li><span style="font-family: Arial,Helvetica,sans-serif;">Menguji asumsi dalam permodelan Ekonometrika</span></li>
<li><span style="font-family: Arial,Helvetica,sans-serif;">Menerapan permodelan ekonometrika dalam sotware EVIEWS</span></li>
</ol>
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<span style="font-family: Arial,Helvetica,sans-serif;"><br /></span></div>
<div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="font-family: Arial,Helvetica,sans-serif;"><b>Lama Pelatihan :</b></span>
<span style="font-family: Arial,Helvetica,sans-serif;">2<b> </b><span style="mso-spacerun: yes;"> </span>hari, @ 420 menit</span></div>
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<span style="font-family: Arial,Helvetica,sans-serif;"><br /></span></div>
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<span style="font-family: Arial,Helvetica,sans-serif;"><b><span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman";">Referensi : </span></b></span></div>
<div class="MsoNormalCxSpMiddle" style="line-height: normal; mso-add-space: auto; mso-margin-bottom-alt: auto;">
<span style="font-family: Arial,Helvetica,sans-serif;"><span style="color: #222222; font-family: "Arial","sans-serif"; font-size: 9.5pt; mso-fareast-font-family: "Times New Roman";">Gujarati, D., 2003,
<b>Basic Econometrics</b>, McGraw-Hill, New York, USA</span></span><br />
<span style="font-family: Arial,Helvetica,sans-serif;"><span style="color: #222222; font-family: "Arial","sans-serif"; font-size: 9.5pt; mso-fareast-font-family: "Times New Roman";">Agus Widarjono, 2013, <b>Ekonometrika, Pengantar dan Aplikasinya</b>, UPP STIM YKPN </span></span></div>
<div class="MsoNormalCxSpMiddle" style="line-height: normal; mso-add-space: auto; mso-margin-bottom-alt: auto;">
<span style="font-family: Arial,Helvetica,sans-serif;"><span style="color: #222222; font-family: "Arial","sans-serif"; font-size: 9.5pt; mso-fareast-font-family: "Times New Roman";">Manurung, J.J.&
Kawan-kawan, 2005, <b>Ekonometika, Teori dan Aplikasi</b>, Elex Media Komputindo, Jakarta
</span></span></div>
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<span style="font-family: Arial,Helvetica,sans-serif;"><span style="color: #222222; font-family: "Arial","sans-serif"; font-size: 9.5pt; mso-fareast-font-family: "Times New Roman";"><br /></span></span></div>
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<span style="font-family: Arial,Helvetica,sans-serif;"><b><span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman";">Biaya Pelatihan:</span></b></span></div>
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<span style="font-family: Arial,Helvetica,sans-serif;"><span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman";">Dosen & Mahasiwa
: Rp 2.500.000,- </span></span></div>
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<span style="font-family: Arial,Helvetica,sans-serif;"><span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman";">Profesional & Umum
: Rp <span style="mso-spacerun: yes;"> </span>3.000.000,-</span></span></div>
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<span style="font-family: Arial,Helvetica,sans-serif;"><br /></span></div>
<div class="MsoNormal" style="line-height: normal; margin-bottom: 12pt; text-align: justify;">
<span style="font-family: Arial,Helvetica,sans-serif;"><span class="fullpost"><b>Diskon
Biaya Pelatihan;</b></span></span><br />
<span style="font-family: Arial,Helvetica,sans-serif;"><span class="fullpost">Pendaftaran minimal 3 orang peserta diskon 10%</span></span></div>
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<span style="font-family: Arial,Helvetica,sans-serif; font-size: medium;"><b><span style="color: black; font-family: "Times New Roman","serif";">Sylabus :</span></b></span><br />
<span style="font-family: Arial,Helvetica,sans-serif; font-size: medium;"><b><span style="color: black; font-family: "Times New Roman","serif";"> </span></b></span><span style="font-family: Arial,Helvetica,sans-serif; font-size: small;"><b><span style="color: black; font-family: "Times New Roman","serif";"></span></b></span><span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: IN;"> </span>
<br />
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<table border="1" cellpadding="0" cellspacing="0" class="MsoNormalTable" style="mso-cellspacing: 0cm; mso-padding-alt: 0cm 0cm 0cm 0cm; mso-yfti-tbllook: 1184;">
<tbody>
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<td style="background: #95B3D7; mso-background-themecolor: accent1; mso-background-themetint: 153; padding: 0cm 0cm 0cm 0cm; width: 33.75pt;" valign="top" width="45">
<div align="center" class="MsoNormalCxSpFirst" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm; mso-add-space: auto; text-align: center;">
<b style="mso-bidi-font-weight: normal;"><span style="font-family: "Arial","sans-serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: IN;">No</span></b><span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: IN;"></span></div>
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<td style="background: #95B3D7; mso-background-themecolor: accent1; mso-background-themetint: 153; padding: 0cm 0cm 0cm 0cm; width: 293.05pt;" valign="top" width="391">
<div align="center" class="MsoNormalCxSpMiddle" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm; mso-add-space: auto; text-align: center;">
<b style="mso-bidi-font-weight: normal;"><span style="font-family: "Arial","sans-serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: IN;">MATERI – EKONOMETRIKA</span></b><span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: IN;"></span></div>
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<td style="background: #DBE5F1; mso-background-themecolor: accent1; mso-background-themetint: 51; padding: 0cm 0cm 0cm 0cm; width: 33.75pt;" width="45">
<div align="center" class="MsoNormalCxSpMiddle" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm; mso-add-space: auto; text-align: center;">
<b><span style="font-family: "Arial","sans-serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: IN;">01</span></b><span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: IN;"></span></div>
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<td style="background: #DBE5F1; mso-background-themecolor: accent1; mso-background-themetint: 51; padding: 0cm 0cm 0cm 0cm; width: 293.05pt;" valign="top" width="391">
<div class="MsoNormalCxSpMiddle" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm; mso-add-space: auto;">
<b><span style="font-family: "Arial","sans-serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: IN;">PENDAHULUAN</span></b><span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: IN;"></span></div>
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<tr style="mso-yfti-irow: 2;">
<td style="background: #DBE5F1; mso-background-themecolor: accent1; mso-background-themetint: 51; padding: 0cm 0cm 0cm 0cm; width: 33.75pt;" width="45"><br /></td>
<td style="background: #DBE5F1; mso-background-themecolor: accent1; mso-background-themetint: 51; padding: 0cm 0cm 0cm 0cm; width: 293.05pt;" valign="top" width="391">
<div class="MsoNormalCxSpMiddle" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm; mso-add-space: auto;">
<span style="font-family: "Arial","sans-serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: IN;">Definisi Ekonometrika</span><span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: IN;"></span></div>
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<tr style="mso-yfti-irow: 3;">
<td style="background: #DBE5F1; mso-background-themecolor: accent1; mso-background-themetint: 51; padding: 0cm 0cm 0cm 0cm; width: 33.75pt;" width="45"><br /></td>
<td style="background: #DBE5F1; mso-background-themecolor: accent1; mso-background-themetint: 51; padding: 0cm 0cm 0cm 0cm; width: 293.05pt;" valign="top" width="391">
<div class="MsoNormalCxSpMiddle" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm; mso-add-space: auto;">
<span style="font-family: "Arial","sans-serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: IN;">Tujuan Ekonometrika</span><span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: IN;"></span></div>
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<tr style="mso-yfti-irow: 4;">
<td style="background: #DBE5F1; mso-background-themecolor: accent1; mso-background-themetint: 51; padding: 0cm 0cm 0cm 0cm; width: 33.75pt;" width="45"><br /></td>
<td style="background: #DBE5F1; mso-background-themecolor: accent1; mso-background-themetint: 51; padding: 0cm 0cm 0cm 0cm; width: 293.05pt;" valign="top" width="391">
<div class="MsoNormalCxSpMiddle" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm; mso-add-space: auto;">
<span style="font-family: "Arial","sans-serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: IN;">Tipe Ekonometrika</span><span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: IN;"></span></div>
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<tr style="mso-yfti-irow: 5;">
<td style="background: #DBE5F1; mso-background-themecolor: accent1; mso-background-themetint: 51; padding: 0cm 0cm 0cm 0cm; width: 33.75pt;" width="45">
<div align="center" class="MsoNormalCxSpMiddle" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm; mso-add-space: auto; text-align: center;">
<b><span style="font-family: "Arial","sans-serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: IN;">02</span></b><span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: IN;"></span></div>
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<td style="background: #DBE5F1; mso-background-themecolor: accent1; mso-background-themetint: 51; padding: 0cm 0cm 0cm 0cm; width: 293.05pt;" valign="top" width="391">
<div class="MsoNormalCxSpMiddle" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm; mso-add-space: auto;">
<b><span style="font-family: "Arial","sans-serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: IN;">PROGRAM EVIEWS </span></b><span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: IN;"></span></div>
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<tr style="mso-yfti-irow: 6;">
<td style="background: #DBE5F1; mso-background-themecolor: accent1; mso-background-themetint: 51; padding: 0cm 0cm 0cm 0cm; width: 33.75pt;" width="45"><br /></td>
<td style="background: #DBE5F1; mso-background-themecolor: accent1; mso-background-themetint: 51; padding: 0cm 0cm 0cm 0cm; width: 293.05pt;" valign="top" width="391">
<div class="MsoNormalCxSpMiddle" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm; mso-add-space: auto;">
<span style="font-family: "Arial","sans-serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: IN;">Pengenalan Program Eviews</span><span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: IN;"></span></div>
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<tr style="mso-yfti-irow: 7;">
<td style="background: #DBE5F1; mso-background-themecolor: accent1; mso-background-themetint: 51; padding: 0cm 0cm 0cm 0cm; width: 33.75pt;" width="45"><br /></td>
<td style="background: #DBE5F1; mso-background-themecolor: accent1; mso-background-themetint: 51; padding: 0cm 0cm 0cm 0cm; width: 293.05pt;" valign="top" width="391">
<div class="MsoNormalCxSpMiddle" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm; mso-add-space: auto;">
<span style="font-family: "Arial","sans-serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: IN;">Menjalankan Eviews</span><span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: IN;"></span></div>
</td>
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<tr style="mso-yfti-irow: 8;">
<td style="background: #DBE5F1; mso-background-themecolor: accent1; mso-background-themetint: 51; padding: 0cm 0cm 0cm 0cm; width: 33.75pt;" width="45"><br /></td>
<td style="background: #DBE5F1; mso-background-themecolor: accent1; mso-background-themetint: 51; padding: 0cm 0cm 0cm 0cm; width: 293.05pt;" valign="top" width="391">
<div class="MsoNormalCxSpMiddle" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm; mso-add-space: auto;">
<span style="font-family: "Arial","sans-serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: IN;">Menu Dalam Program Eviews</span><span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: IN;"></span></div>
</td>
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<tr style="mso-yfti-irow: 9;">
<td style="background: #DBE5F1; mso-background-themecolor: accent1; mso-background-themetint: 51; padding: 0cm 0cm 0cm 0cm; width: 33.75pt;" width="45"><br /></td>
<td style="background: #DBE5F1; mso-background-themecolor: accent1; mso-background-themetint: 51; padding: 0cm 0cm 0cm 0cm; width: 293.05pt;" valign="top" width="391">
<div class="MsoNormalCxSpMiddle" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm; mso-add-space: auto;">
<span style="font-family: "Arial","sans-serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: IN;">Membuat Workfile dan Import Data</span><span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: IN;"></span></div>
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<tr style="mso-yfti-irow: 10;">
<td style="background: #DBE5F1; mso-background-themecolor: accent1; mso-background-themetint: 51; padding: 0cm 0cm 0cm 0cm; width: 33.75pt;" width="45"><br /></td>
<td style="background: #DBE5F1; mso-background-themecolor: accent1; mso-background-themetint: 51; padding: 0cm 0cm 0cm 0cm; width: 293.05pt;" valign="top" width="391">
<div class="MsoNormalCxSpMiddle" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm; mso-add-space: auto;">
<span style="font-family: "Arial","sans-serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: IN;">Data Crossectional, Time Series dan Data Panel</span><span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: IN;"></span></div>
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<tr style="mso-yfti-irow: 11;">
<td style="background: #DBE5F1; mso-background-themecolor: accent1; mso-background-themetint: 51; padding: 0cm 0cm 0cm 0cm; width: 33.75pt;" width="45"><br /></td>
<td style="background: #DBE5F1; mso-background-themecolor: accent1; mso-background-themetint: 51; padding: 0cm 0cm 0cm 0cm; width: 293.05pt;" valign="top" width="391">
<div class="MsoNormalCxSpMiddle" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm; mso-add-space: auto;">
<span style="font-family: "Arial","sans-serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: IN;">Input Data</span><span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: IN;"></span></div>
</td>
</tr>
<tr style="mso-yfti-irow: 12;">
<td style="background: #DBE5F1; mso-background-themecolor: accent1; mso-background-themetint: 51; padding: 0cm 0cm 0cm 0cm; width: 33.75pt;" width="45"><br /></td>
<td style="background: #DBE5F1; mso-background-themecolor: accent1; mso-background-themetint: 51; padding: 0cm 0cm 0cm 0cm; width: 293.05pt;" valign="top" width="391">
<div class="MsoNormalCxSpMiddle" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm; mso-add-space: auto;">
<span style="font-family: "Arial","sans-serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: IN;">Menampilkan dan Mengedit Data</span><span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: IN;"></span></div>
</td>
</tr>
<tr style="mso-yfti-irow: 13;">
<td style="background: #DBE5F1; mso-background-themecolor: accent1; mso-background-themetint: 51; padding: 0cm 0cm 0cm 0cm; width: 33.75pt;" width="45">
<div align="center" class="MsoNormalCxSpMiddle" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm; mso-add-space: auto; text-align: center;">
<b><span style="font-family: "Arial","sans-serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: IN;">03</span></b><span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: IN;"></span></div>
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<td style="background: #DBE5F1; mso-background-themecolor: accent1; mso-background-themetint: 51; padding: 0cm 0cm 0cm 0cm; width: 293.05pt;" valign="top" width="391">
<div class="MsoNormalCxSpMiddle" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm; mso-add-space: auto;">
<b><span style="font-family: "Arial","sans-serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: IN;">KORELASI DAN REGRESI LINIER</span></b><span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: IN;"></span></div>
</td>
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<tr style="mso-yfti-irow: 14;">
<td style="background: #DBE5F1; mso-background-themecolor: accent1; mso-background-themetint: 51; padding: 0cm 0cm 0cm 0cm; width: 33.75pt;" width="45"><br /></td>
<td style="background: #DBE5F1; mso-background-themecolor: accent1; mso-background-themetint: 51; padding: 0cm 0cm 0cm 0cm; width: 293.05pt;" valign="top" width="391">
<div class="MsoNormalCxSpMiddle" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm; mso-add-space: auto;">
<span style="font-family: "Arial","sans-serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: IN;">Analaisa Korelasi</span><span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: IN;"></span></div>
</td>
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<tr style="mso-yfti-irow: 15;">
<td style="background: #DBE5F1; mso-background-themecolor: accent1; mso-background-themetint: 51; padding: 0cm 0cm 0cm 0cm; width: 33.75pt;" width="45"><br /></td>
<td style="background: #DBE5F1; mso-background-themecolor: accent1; mso-background-themetint: 51; padding: 0cm 0cm 0cm 0cm; width: 293.05pt;" valign="top" width="391">
<div class="MsoNormalCxSpMiddle" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm; mso-add-space: auto;">
<span style="font-family: "Arial","sans-serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: IN;">Regresi Linier</span><span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: IN;"></span></div>
</td>
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<tr style="mso-yfti-irow: 16;">
<td style="background: #DBE5F1; mso-background-themecolor: accent1; mso-background-themetint: 51; padding: 0cm 0cm 0cm 0cm; width: 33.75pt;" width="45"><br /></td>
<td style="background: #DBE5F1; mso-background-themecolor: accent1; mso-background-themetint: 51; padding: 0cm 0cm 0cm 0cm; width: 293.05pt;" valign="top" width="391">
<div class="MsoNormalCxSpMiddle" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm; mso-add-space: auto;">
<span style="font-family: "Arial","sans-serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: IN;">Asumsi Regresi BLUE</span><span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: IN;"></span></div>
</td>
</tr>
<tr style="mso-yfti-irow: 17;">
<td style="background: #DBE5F1; mso-background-themecolor: accent1; mso-background-themetint: 51; padding: 0cm 0cm 0cm 0cm; width: 33.75pt;" width="45"><br /></td>
<td style="background: #DBE5F1; mso-background-themecolor: accent1; mso-background-themetint: 51; padding: 0cm 0cm 0cm 0cm; width: 293.05pt;" valign="top" width="391">
<div class="MsoNormalCxSpMiddle" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm; mso-add-space: auto;">
<span style="font-family: "Arial","sans-serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: IN;">Regresi Time-Series Vs Crossectional</span><span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: IN;"></span></div>
</td>
</tr>
<tr style="mso-yfti-irow: 18;">
<td style="background: #DBE5F1; mso-background-themecolor: accent1; mso-background-themetint: 51; padding: 0cm 0cm 0cm 0cm; width: 33.75pt;" width="45"><br /></td>
<td style="background: #DBE5F1; mso-background-themecolor: accent1; mso-background-themetint: 51; padding: 0cm 0cm 0cm 0cm; width: 293.05pt;" valign="top" width="391">
<div class="MsoNormalCxSpMiddle" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm; mso-add-space: auto;">
<span style="font-family: "Arial","sans-serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: IN;">Regresi Dummy</span><span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: IN;"></span></div>
</td>
</tr>
<tr style="mso-yfti-irow: 19;">
<td style="background: #DBE5F1; mso-background-themecolor: accent1; mso-background-themetint: 51; padding: 0cm 0cm 0cm 0cm; width: 33.75pt;" width="45"><br /></td>
<td style="background: #DBE5F1; mso-background-themecolor: accent1; mso-background-themetint: 51; padding: 0cm 0cm 0cm 0cm; width: 293.05pt;" valign="top" width="391">
<div class="MsoNormalCxSpMiddle" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm; mso-add-space: auto;">
<span style="font-family: "Arial","sans-serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: IN;">Uji Perubahan Stuktur : Uji Chow</span><span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: IN;"></span></div>
</td>
</tr>
<tr style="mso-yfti-irow: 20;">
<td style="background: #DBE5F1; mso-background-themecolor: accent1; mso-background-themetint: 51; padding: 0cm 0cm 0cm 0cm; width: 33.75pt;" width="45"><br /></td>
<td style="background: #DBE5F1; mso-background-themecolor: accent1; mso-background-themetint: 51; padding: 0cm 0cm 0cm 0cm; width: 293.05pt;" valign="top" width="391">
<div class="MsoNormalCxSpMiddle" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm; mso-add-space: auto;">
<span style="font-family: "Arial","sans-serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: IN;">Pemilihan Model Linier Vs Log Linier</span><span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: IN;"></span></div>
</td>
</tr>
<tr style="height: 11.1pt; mso-yfti-irow: 21;">
<td style="background: #DBE5F1; height: 11.1pt; mso-background-themecolor: accent1; mso-background-themetint: 51; padding: 0cm 0cm 0cm 0cm; width: 33.75pt;" width="45"><br /></td>
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<span style="font-family: "Arial","sans-serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: IN;">Elastisitas Fungsi Regresi</span><span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: IN;"></span></div>
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<b><span style="font-family: "Arial","sans-serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: IN;">04</span></b><span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: IN;"></span></div>
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<td style="background: #DBE5F1; mso-background-themecolor: accent1; mso-background-themetint: 51; padding: 0cm 0cm 0cm 0cm; width: 293.05pt;" valign="top" width="391">
<div class="MsoNormalCxSpMiddle" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm; mso-add-space: auto;">
<b style="mso-bidi-font-weight: normal;"><span style="font-family: "Arial","sans-serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: IN;">PERMODELAN EKONOMETRIKA</span></b><span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: IN;"></span></div>
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<td style="background: #DBE5F1; mso-background-themecolor: accent1; mso-background-themetint: 51; padding: 0cm 0cm 0cm 0cm; width: 293.05pt;" valign="top" width="391">
<div class="MsoNormalCxSpMiddle" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm; mso-add-space: auto;">
<span style="font-family: "Arial","sans-serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: IN;">Kriteria Seleksi Model</span><span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: IN;"></span></div>
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<div class="MsoNormalCxSpMiddle" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm; mso-add-space: auto;">
<span style="font-family: "Arial","sans-serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: IN;">Kesalahan Spesifikasi</span><span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: IN;"></span></div>
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<td style="background: #DBE5F1; height: 6.3pt; mso-background-themecolor: accent1; mso-background-themetint: 51; padding: 0cm 0cm 0cm 0cm; width: 33.75pt;" width="45"><br /></td>
<td style="background: #DBE5F1; height: 6.3pt; mso-background-themecolor: accent1; mso-background-themetint: 51; padding: 0cm 0cm 0cm 0cm; width: 293.05pt;" valign="top" width="391">
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<span style="font-family: "Arial","sans-serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: IN;">Uji Kesalahan Spesifikasi</span><span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: IN;"></span></div>
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<span style="font-family: "Arial","sans-serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: IN;">Model Nested dan Non-Nested</span><span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: IN;"></span></div>
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<span style="font-family: "Arial","sans-serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: IN;">Uji Model Nested dan Non-Nested</span><span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: IN;"></span></div>
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<span style="font-family: "Arial","sans-serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: IN;">Kriteria Seleksi Model</span><span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: IN;"></span></div>
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<b><span style="font-family: "Arial","sans-serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: IN;">05</span></b><span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: IN;"></span></div>
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<b><span style="font-family: "Arial","sans-serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: IN;">PERMODELAN DATA PANEL</span></b><span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: IN;"></span></div>
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<td style="background: #DBE5F1; height: 15.2pt; mso-background-themecolor: accent1; mso-background-themetint: 51; padding: 0cm 0cm 0cm 0cm; width: 293.05pt;" valign="top" width="391">
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<span style="font-family: "Arial","sans-serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: IN;">Tipologi Data Panel</span><span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: IN;"></span></div>
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<td style="background: #DBE5F1; mso-background-themecolor: accent1; mso-background-themetint: 51; padding: 0cm 0cm 0cm 0cm; width: 293.05pt;" valign="top" width="391">
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<span style="font-family: "Arial","sans-serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: IN;">Model Efek Tetap (FEM)</span><span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: IN;"></span></div>
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<td style="background: #DBE5F1; mso-background-themecolor: accent1; mso-background-themetint: 51; padding: 0cm 0cm 0cm 0cm; width: 293.05pt;" valign="top" width="391">
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<span style="font-family: "Arial","sans-serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: IN;">Model Efek Random (REM)</span><span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: IN;"></span></div>
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<b><span style="font-family: "Arial","sans-serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: IN;">06</span></b><span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: IN;"></span></div>
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<b><span style="font-family: "Arial","sans-serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: IN;">REGRESI LOGISTIC</span></b><span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: IN;"></span></div>
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<td style="background: #DBE5F1; mso-background-themecolor: accent1; mso-background-themetint: 51; padding: 0cm 0cm 0cm 0cm; width: 293.05pt;" valign="top" width="391">
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<span style="font-family: "Arial","sans-serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: IN;">Model Regresi Logistic</span><span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: IN;"></span></div>
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<td style="background: #DBE5F1; mso-background-themecolor: accent1; mso-background-themetint: 51; padding: 0cm 0cm 0cm 0cm; width: 293.05pt;" valign="top" width="391">
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<span style="font-family: "Arial","sans-serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: IN;">Relative Risk, CI dlm Regresi Logistic</span><span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: IN;"></span></div>
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<b style="mso-bidi-font-weight: normal;"><span style="font-family: "Arial","sans-serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: IN;">07</span></b><span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: IN;"></span></div>
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<b><span style="font-family: "Arial","sans-serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: IN;">MULTINOMIAL LOGIT</span></b><span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: IN;"></span></div>
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<td style="background: #DBE5F1; mso-background-themecolor: accent1; mso-background-themetint: 51; padding: 0cm 0cm 0cm 0cm; width: 293.05pt;" valign="top" width="391">
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<span style="font-family: "Arial","sans-serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: IN;">Model Multinomial Logit</span><span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: IN;"></span></div>
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<span style="font-family: "Arial","sans-serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: IN;">Relative Risk, CI dlm Multinomial Logit</span><span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; mso-fareast-font-family: "Times New Roman"; mso-fareast-language: IN;"></span></div>
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harryhttp://www.blogger.com/profile/04684852714335464555noreply@blogger.com0tag:blogger.com,1999:blog-3635332662013640626.post-30994550915258768842015-01-17T11:59:00.002+07:002015-06-02T08:33:31.082+07:00Analisa Data Kesehatan dan Model Skoring<div class="MsoNormal" style="text-align: justify;">
<span style="font-family: Times, Times New Roman, serif;"><span style="background-color: white; color: #2c2b2b; line-height: 18px;">Adakalanya ketika ingin mengindentifikasi suatu kerjadian (contoh kejadian penyakit), dilapangan kita kadang dihadapkan pada kendala terbatasnya ketersediaan sarana dan prasarana untuk melakukan pendeteksian. Hal umum yang biasa dilakukan oleh tenaga kesehatan adalah melakukan indentifikasi penyakit berdasarkan faktor resiko yang diduga menjadi penyebat penyakit yang sedang diamati, dengan mengembangkan sebuah MODEL PREDIKSI. Bagaimana mengembangkan sebuah Model Prediksi melalui kegiatan penelitian untuk mengindentifikasi faktor resiko dari sebuah kejadian dan menghitung besarnya resiko yang ditimbulkan menjadi tujuan dari kegiatan pelatihan ini. Model Prediksi yang dikembangkan pada pelatihan ini menggunakan </span><strong style="background-color: white; line-height: 18px;"><span style="color: #cc0000;">SISTEM SKORING</span></strong><strong style="background-color: white; color: #2c2b2b; line-height: 18px;">, </strong><span style="background-color: white; color: #2c2b2b; line-height: 18px;">nantinya sistim ini</span><strong style="background-color: white; color: #2c2b2b; line-height: 18px;"> </strong><span style="background-color: white; color: #2c2b2b; line-height: 18px;">diharapkan mampu membantu pengelolaan resiko dari kejadian penyakit dimasyarakat oleh tenaga kesehatan yang memiliki keterbatasan sarana dan prasarana. Prinsip dari model Skoring yang dibangun harus sederhana namun tidak menghilangkan tingkat kehandalan. Materi pelatihan didisain mulai dari bagaimana cara membuat disain penelitian, menguji validitas pengukuran dan juga menganalisa faktor resiko yang ada yang kemudian diterapkan untuk membuat model prediksi sebuah kejadian penyakit yang diamati melalui sistem SKORING.</span></span><br />
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<b>Target Pelatihan :</b></div>
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<li>Peserta mampu membuat disain penelitian kesehatan pada umumnya.</li>
<li>Peserta memahami berbagai alat uji statistik yang digunakan dalam penelitian kesehatan.. </li>
<li>Peserta mampu mengembangkan model Skoring untuk memprediksi kejadian dibidang Kesehatan..</li>
<li>Peserta dapat mengoperasikan dasar <i>Program Statistik SPSS for Windows </i>(mulai
dari input data, analisa data & membaca output hasil analisa)
sebagai alat untuk mengembangkan Model Prediksi dengan sistem Skoring<i><br /></i></li>
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<b>Lama Pelatihan :</b><br />
<b>2</b> hari, @ 420 menit</div>
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<b>Biaya</b><br />
Mahasiswa & Dosen : Rp 2.200.000,-<br />
Umum & Profesional : Rp 3.000.000,-<span style="font-size: xx-small;"><b> </b></span><br />
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<b>Sylabus: </b><br />
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harryhttp://www.blogger.com/profile/04684852714335464555noreply@blogger.com1tag:blogger.com,1999:blog-3635332662013640626.post-30174091114638573602015-01-07T07:27:00.000+07:002015-02-28T07:54:45.276+07:00Analisa Data Panel Dengan Eviews : Random Model 1<div style="-webkit-text-stroke-width: 0px; background-color: white; border: 0px none; color: #2c2b2b; font-family: arial; font-size: 12px; font-style: normal; font-variant: normal; font-weight: normal; letter-spacing: normal; line-height: 18px; margin: 10px 0px 0px; orphans: auto; padding: 0px; text-align: start; text-indent: 0px; text-transform: none; white-space: normal; widows: auto; word-spacing: 0px;">
Data investasi 4 perusahaan US Steel, IBM, Goodyear, dan Union Oil selama periode 1935-1954 (20 tahun), sehingga total jumlah data ada sebanyak 80 data.. Data terdiri dari Y = nilai investasi, X1= nilai harga saham, dan X2=nilai aktual kapital diawal periode.</div>
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Model UMUM : lnY<sub>it</sub><span class="Apple-converted-space"> </span>= β<sub>0</sub><span class="Apple-converted-space"> </span>+ β<sub>1</sub>lnX<sub>1ij</sub>+ β<sub>2</sub>lnX<sub>2ij</sub>+e<sub>it</sub></div>
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Ada 3 model yang dapat digunakan untuk menganalisa:</div>
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I. Common Effect</div>
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II. Fixed Effect</div>
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III. Random Effect</div>
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MODEL RANDOM</div>
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Model ini mengasumsikan bahwa antar perusahaan memiliki pengaruh yang berbeda-beda.</div>
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Model Random :</div>
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<a href="http://pelatihan-ui.com/wp-content/uploads/2015/02/random4.png" style="color: #1772af; text-decoration: none;"><img alt="random" class="alignnone size-full wp-image-300" src="http://pelatihan-ui.com/wp-content/uploads/2015/02/random4.png" height="82" style="border: 4px solid rgb(227, 227, 227); height: auto; margin: 5px 0px; max-width: 98%; padding: 0px;" width="320" /></a></div>
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Intersep karena perbedaan perusahaan β<sub>0i</sub><span class="Apple-converted-space"> </span>diganti dengan intersep yang menunjukan rata-rata intersep populasi.Error model (V<sub>it</sub>) terdiri dari Error karena Crossectional perbedaan perusahaan (µ<sub>i</sub>) dan karena Error total kombinasi antara Corssectional dan Time Series (e<sub>it</sub>)</div>
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<b>Prosedur </b></h2>
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Prosedur ini digunakan untuk data yang disusun secara seri (data dalam satu variabel disusun kebawah)</div>
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I. <b><span style="color: red;">Quick</span><span class="Apple-converted-space"> </span>==><span class="Apple-converted-space"> </span><span style="color: red;">Estimate Equation..</span></b></div>
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<a href="http://pelatihan-ui.com/wp-content/uploads/2015/02/Panel11.png" style="color: #1772af; text-decoration: none;"><img alt="Panel1" class="alignnone size-full wp-image-279" src="http://pelatihan-ui.com/wp-content/uploads/2015/02/Panel11.png" height="258" style="border: 4px solid rgb(227, 227, 227); height: auto; margin: 5px 0px; max-width: 98%; padding: 0px;" width="471" /></a></div>
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Akan Muncul Jendela Menu Berikut</div>
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Pada Jendela<span class="Apple-converted-space"> </span><b>“<span style="color: red;">Specification</span>” </b>tulis model persamaan modelnya sebagai berikut:</div>
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LOG(Y) C LOG(X1) LOG(X2)</div>
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<a href="http://pelatihan-ui.com/wp-content/uploads/2015/02/Panel22.png" style="color: #1772af; text-decoration: none;"><img alt="Panel2" class="alignnone size-full wp-image-280" src="http://pelatihan-ui.com/wp-content/uploads/2015/02/Panel22.png" height="332" style="border: 4px solid rgb(227, 227, 227); height: auto; margin: 5px 0px; max-width: 98%; padding: 0px;" width="484" /></a></div>
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Klik Jendela<span class="Apple-converted-space"> </span><b>“<span style="color: red;">Panel Option</span>“</b></div>
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Pada<span class="Apple-converted-space"> </span><span style="color: red;"><b>Cross-section</b></span><span class="Apple-converted-space"> </span>pilih<span class="Apple-converted-space"> </span><span style="color: red;">Random</span></div>
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Pada<span class="Apple-converted-space"> </span><span style="color: red;"><b>Period </b></span>pilih<span class="Apple-converted-space"> </span><span style="color: red;"><b>None</b></span></div>
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<span style="color: black;">(Catt: Prosedur yang dilakukan mengasumsikan pada Model terjadi perbedaan intersep antar perusahaan/faktor crossetional yang terjadi secara Random.dimana intersep yang terbentuk nantinya merupakan nilai rata-rata dari semua intersep. Syarat untuk melakukan analisa model random jumlah objek crosectional/perusahaan harus lebih besar dari jumlah parameter yang diduga, pada kasus ini sudah memenuhi syarat karena ada 4 perusahaan sedangkan parameter yang diduga ada 3) </span></div>
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<a href="http://pelatihan-ui.com/wp-content/uploads/2015/02/Panel81.png" style="color: #1772af; text-decoration: none;"><img alt="Panel8" class="alignnone size-full wp-image-306" src="http://pelatihan-ui.com/wp-content/uploads/2015/02/Panel81.png" height="391" style="border: 4px solid rgb(227, 227, 227); height: auto; margin: 5px 0px; max-width: 98%; padding: 0px;" width="482" /></a></div>
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<b> OUTPUT</b></h3>
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<a href="http://pelatihan-ui.com/wp-content/uploads/2015/02/Panel91.png" style="color: #1772af; text-decoration: none;"><img alt="Panel9" class="alignnone size-full wp-image-309" src="http://pelatihan-ui.com/wp-content/uploads/2015/02/Panel91.png" height="510" style="border: 4px solid rgb(227, 227, 227); height: auto; margin: 5px 0px; max-width: 98%; padding: 0px;" width="428" /></a></div>
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Dari hasil analisa diperoleh bahwa secara umum nilai Harga Sahan (X1) berpengaruh positif (koefisien = 0.608437) terhadap Nilai Investasi (Y) dengan P-value 0.000, artinya bahwa kenaikan 1% pada Nilai Harga Saham akan meningkatkan 0,60,8% Investasi. Demikian pula dengan Nilai Aktual Kapital diawal Periode (X2) berpengaruh positif (koefisien = 0.341992) terhadap Nilai Investasi (Y) dengan P-value 0.000, artinya kenaikan 1% Kapital akan meningkatkan 34,1% Investasi. Nilai Intersep (c) -1.185062 merupakan nilai rata-rata dari komponen kesalahan random (random error component)</div>
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Download Data Latihan<span class="Apple-converted-space"> </span><a href="https://jumpshare.com/v/hhBHgX8Tq4uy5Ku3tV5O" style="color: #1772af; text-decoration: none;">Klik Disini</a></div>
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</span>harryhttp://www.blogger.com/profile/04684852714335464555noreply@blogger.com0tag:blogger.com,1999:blog-3635332662013640626.post-75646592376977037732015-01-04T14:21:00.000+07:002016-04-06T14:23:25.752+07:00Intraclass Correlation Coefficient – ICC<div style="background-color: white; border: 0px none; color: #2c2b2b; font-family: arial; font-size: 12px; line-height: 18px; margin-top: 10px; padding: 0px;">
Koefisien korelasi intra-kelas (intraclass correlation coefficient, ICC) digunakan untuk menilai reliabilitas antar dua atau lebih pengamat, maupun test-retest reliability. Intinya, ICC adalah rasio antar varians antar kelompok dan varians total. Varians total berasal dari 3 sumber: (1) pasien; (2) pengamat; dan (3) random error (residual error). Jika variasi pengamat diasumsikan random, maka rumus ICC:</div>
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<a href="http://pelatihan-ui.com/wp-content/uploads/2016/04/ICC-1.png" rel="attachment wp-att-582" style="color: #1772af; text-decoration: none;"><img alt="ICC-1" class="alignnone size-full wp-image-582" src="http://pelatihan-ui.com/wp-content/uploads/2016/04/ICC-1.png" height="86" style="border: 4px solid rgb(227, 227, 227); height: auto; margin: 5px 0px; max-width: 98%; padding: 0px;" width="194" /></a></div>
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di mana varians (σ<sup>2</sup>) adalah ukuran variasi, subskrip s = subjek (pasien); o= pengamat; e= random error. Bila variasi pengamat diasumsikan fixed, maka variasi pengamat tidak diperhitungkan dalam menghitung variasi total.</div>
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Contoh sebuah studi menilai reliabilitas pengukuran depresi pada 5 pasien yang dilakukan oleh 3 pengamat. Skor depresi pasien berkisar dari 0 (tidak depresi) hingga 9 (depresi berat). Hitung intraclass correlation coefficient. Perhatikan, sumber variasi nilai berasal dari 2 pihak, yakni antar pasien dan antar pengamat. Kedua sumber variasi tersebut akan diperhitungkan dalam menilai reliabilitas pengukuran. Dengan demikian model yang digunakan untuk menilai reliabilitas adalah Two- Way ANOVA (ANOVA Dua Arah)</div>
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Variasi pengukuran yang berasal dari pengamat diasumsikan “random”. Sumber-sumber variasi tersebut kemudian dipartisi menjadi 3 bagian: pengamat, pasien, dan residual, dan dikuantifikasi dalam bentuk “Sum of Square (SS)”:</div>
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SS<sub>Total</sub> = SS<sub>Pasien</sub>+ SS<sub>Pengamat</sub>+ SS<sub>Error</sub></div>
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Jika variansi PENGAMAT DIASUMSIKAN FIXED, maka perhitungan SS-total menjadi :</div>
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SS<sub>Total</sub> = SS<sub>Pasien</sub>+ SS<sub>Error</sub></div>
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Perhitungan SUM OF SQUARE (SS) dengan memperhitungkan variansi PENGAMAT :</div>
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Perhitungan Two Way Anova<br />
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Perhitungan Variansi Berdasarkan 3 Sumber Keragaman<br />
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<span style="color: #2c2b2b; font-family: "arial";"><span style="font-size: 10px; line-height: 18px;"> </span></span><strong style="color: #2c2b2b; font-family: arial; font-size: 12px; line-height: 18px;">Perhitungan Interclass Corelation Coefisient Dengam Memperhatikan Variansi Pengamat</strong></div>
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Artinya, 76 persen dari variasi skor depresi berasal dari variasi sesungguhnya antar pasien. Sebesar 24 persen variasi skor depresi berasal dari variasi antar pengamat dan residual error.</div>
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<strong style="background-color: white; color: #2c2b2b; font-family: arial; font-size: 12px; line-height: 18px;">Jika variasi pengamat diasumsikan fixed, maka variasi pengamat tidak diperhitungkan dalam denominator rumus:</strong><br />
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Artinya, 90 persen variasi skor depresi berasal dari variasi antar pasien. Alat ukur memiliki stabilitas memadai jika ICC antar pengukuran >0.50, stabilitas tinggi jika ICC antar pengukuran ≥ 0.80 (Streiner dan Norman, 2000; Polgar dan Thomas, 2000).</div>
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Sumber Referensi : Validitas & Reliabilitas Pengukuran, Prof Bhisma Murti, dr, MPH, MSc, PhD, UNS</div>
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</span>harryhttp://www.blogger.com/profile/04684852714335464555noreply@blogger.com0tag:blogger.com,1999:blog-3635332662013640626.post-56398885029654591682014-12-31T07:18:00.000+07:002015-02-28T07:29:00.238+07:00Analisa Data Panel Dengan Eviews : Fixed Model 1<div style="text-align: justify;">
</div>
Data investasi 4 perusahaan US Steel, IBM, Goodyear, dan Union Oil
selama periode 1935-1954 (20 tahun), sehingga total jumlah data ada
sebanyak 80 data.. Data terdiri dari Y = nilai investasi, X1= nilai
harga saham, dan X2=nilai aktual kapital diawal periode.<br />
<br />
Model UMUM : lnY<sub>it</sub> = β<sub>0</sub> + β<sub>1</sub>lnX<sub>1ij</sub>+ β<sub>2</sub>lnX<sub>2ij</sub>+e<sub>it</sub><br />
Ada 3 model yang dapat digunakan untuk menganalisa:<br />
I. Common Effect<br />
II. Fixed Effect<br />
III. Random Effect<br />
<br />
MODEL FIX EFFECT<br />
<div style="text-align: justify;">
Model ini mengasumsikan bahwa antar perusahaan memiliki nilai
rata-rata investasi yang berbeda dimana akan direpresentasikan oleh
perbedaan nilai intersep antar perusahaan. Model Fix Effect identik
dengan Model Regresi Dummy.</div>
Model Fix Effect : lnY<sub>it</sub> = β<sub>0</sub> + β<sub>1</sub>lnX<sub>1ij</sub>+ β<sub>2</sub>lnX<sub>2ij</sub>+β<sub>3</sub>D<sub>3</sub> + β<sub>4</sub>D<sub>4</sub>+ β<sub>5</sub>D<sub>5</sub> + e<sub>it</sub><br />
<br />
<h1>
<b>Prosedur</b></h1>
<br />
I. <span style="color: black;"><b>Quick ==> Estimate Equation..</b></span><br />
<br />
<a href="http://pelatihan-ui.com/wp-content/uploads/2015/02/Panel11.png"><img alt="Panel1" class="alignnone size-full wp-image-279" src="http://pelatihan-ui.com/wp-content/uploads/2015/02/Panel11.png" height="258" width="471" /></a><br />
<br />
Akan Muncul Jendela Menu Berikut<br />
<br />
Pada Jendela <b>“<span style="color: red;">Specification</span>” </b>tulis model persamaan modelnya sebagai berikut:<br />
<span style="color: blue;">LOG(Y) C LOG(X1) LOG(X2)</span><br />
<a href="http://pelatihan-ui.com/wp-content/uploads/2015/02/Panel22.png"><img alt="Panel2" class="alignnone size-full wp-image-280" src="http://pelatihan-ui.com/wp-content/uploads/2015/02/Panel22.png" height="332" width="484" /></a><br />
Klik Jendela <b>“<span style="color: red;">Panel Option</span>“</b><br />
Pada <span style="color: red;"><b>Cross-section</b></span> pilih <span style="color: red;"><b>Fixed</b></span><br />
<a href="http://pelatihan-ui.com/wp-content/uploads/2015/02/Panel31.png"><img alt="Panel3" class="alignnone size-full wp-image-281" src="http://pelatihan-ui.com/wp-content/uploads/2015/02/Panel31.png" height="394" width="486" /></a><br />
Klik <span style="color: red;"><b>OK</b></span><br />
<br />
<div style="text-align: center;">
<b>Output </b></div>
<br />
<a href="http://pelatihan-ui.com/wp-content/uploads/2015/02/Panel41.png"><img alt="Panel4" class="alignnone size-full wp-image-282" src="http://pelatihan-ui.com/wp-content/uploads/2015/02/Panel41.png" height="389" width="425" /></a><br />
<div style="text-align: justify;">
Dari hasil analisa diperoleh bahwa
secara umum nilai Harga Sahan (X1) berpengaruh positif (koefisien =
0.570443) terhadap Nilai Investasi (Y) dengan P-value 0.000, artinya
bahwa kenaikan 1% pada Nilai Harga Saham akan meningkatkan 0,57%
Investasi. Demikian pula dengan Nilai Aktual Kapital diawal Periode (X2)
berpengaruh positif (koefisien = 0.352097) terhadap Nilai Investasi
(Y) dengan P-value 0.000, artinya kenaikan 1% Kapital akan meningkatkan 35% Investasi. Besarnya pengaruh X1 dan X2 tentunya akan berbeda
ketika model dianalisa dengan menggunakan COMMON EFFECT (Silakan Lihat
Pada Artikel Tentang Model Common Effect). Nilai Adjusted R-square
sebesar 94.5%.</div>
<div style="text-align: justify;">
Melihat Nilai Intersep yang menunjukan perbedaan selisih nilai rata-rata investasi antar perusahaan, Prosedur :</div>
<br />
II. <b>View ==> Fixed/Random Effects ==> Cross-section Effects</b><br />
<br />
<a href="http://pelatihan-ui.com/wp-content/uploads/2015/02/Panel6.png"><img alt="Panel6" class="alignnone size-full wp-image-283" src="http://pelatihan-ui.com/wp-content/uploads/2015/02/Panel6.png" height="417" width="456" /></a><br />
<br />
Output<br />
<a href="http://pelatihan-ui.com/wp-content/uploads/2015/02/Panel7.png"><img alt="Panel7" class="alignnone size-full wp-image-284" src="http://pelatihan-ui.com/wp-content/uploads/2015/02/Panel7.png" height="94" width="229" /></a><br />
<div style="text-align: justify;">
Dari hasil analisa terlihat bahwa Union Oil (UO) merupakan perusahaan
yang memiliki investasi terkecil dan US Steel (US) merupakan perusahaan
dengan rata-rata investasi tertinggi. Rata-rata perbedaan Investasi
antara IMB dengan GOODYEAR = (0.705192) – (-0.033872) = 0.739064</div>
<div style="text-align: justify;">
<br /></div>
<div style="text-align: justify;">
Download Data Latihan <a href="http://jmp.sh/b/t8J3cFnV75J5jLnbr3N9" target="_blank">Klik Disini</a></div>
<div style="text-align: justify;">
<br /></div>
<br />
<br />
<br />harryhttp://www.blogger.com/profile/04684852714335464555noreply@blogger.com0tag:blogger.com,1999:blog-3635332662013640626.post-35462840782721793862014-08-28T07:26:00.000+07:002015-02-20T09:05:38.097+07:00Perhitungan Jumlah Sampel dan Power<div class="MsoNormalCxSpFirst" style="line-height: 115%; text-align: justify;">
<span style="font-family: "Verdana","sans-serif"; font-size: 10.0pt; line-height: 115%; mso-bidi-font-family: Calibri; mso-bidi-theme-font: minor-latin;"><br /></span></div>
<div class="MsoNormalCxSpFirst" style="line-height: 115%; text-align: justify;">
<span style="font-size: 10pt; line-height: 115%;"><span style="font-family: Verdana, sans-serif;">Dalam melakukan
penelitian, terkadang kita terkendala oleh biaya, tenaga dan waktu yang
dimiliki. Hal ini mengakibatkan tidak seluruh objek penelitian dapat diukur.
Untuk kasus seperti ini, jalan keluar yang ditempuh dengan mengambil sebagian objek
penelitian (sampel) untuk diukur namun dengan menggunakan sebuah prosedur pengambilan yang
sudah teruji ke validannya sehingga data dapat mewakili seluruh objek penelitian (populasi), yang dikenal dengan istilah teknik sampling. Beberapa hal yang dibahas dalam teknik sampling diantaranya cara pengamblan sampel, jumlah sampel yang harus
diambil, dan batasan kesalahan (error) yang diperbolehkan dalam pengambilan sampel. Khusus untuk
perhitungan <a href="https://www.blogger.com/blogger.g?blogID=3635332662013640626#editor/target=post;postID=3546284078272179386" target="_blank">jumlah sample</a> dan power, banyak formula yang digunakan, dengan memahami
teori statistik yang melatar belakangi, diharapkan kita mampu memilih formulas
yang paling tepat sehingga teknik sampling yang kita lakukan tidak menjadi bias.
Contoh aplikasi teknik sampling yang sering kita lihat dan dengar adalah Quick
Count pemilihan anggota DPR dan Presiden. Nilai yang ditunjukan oleh hasil
Qucik Count (selaku sample) relative sama dengan nilai perhitungan KPU (selaku
populasi), dimana selisih nilai yang terjadi masih dibawah batasan error yang
diperbolehkan (Margin of Error).</span></span></div>
<div class="MsoNormalCxSpFirst" style="line-height: 115%; text-align: justify;">
<span style="font-size: 10pt; line-height: 115%;"><span style="font-family: Verdana, sans-serif;"><br /></span></span></div>
<div class="MsoNormalCxSpFirst" style="line-height: 115%; text-align: justify;">
<span style="font-size: 10pt; line-height: 115%;"><span style="font-family: Verdana, sans-serif;"><br /></span></span></div>
<div class="MsoNormalCxSpFirst" style="line-height: 115%; text-align: justify;">
<span style="line-height: 115%;"><b><span style="font-family: Verdana, sans-serif;">Target Pelatihan :</span></b></span></div>
<div class="MsoNormalCxSpFirst" style="line-height: 115%; text-align: justify;">
</div>
<ol>
<li><span style="font-size: 10pt; line-height: 115%;"><span style="font-family: Verdana, sans-serif;">Memahami berbagai teori Statistik yang melatar belakangi penentuan Jumlah Sampel dan Power</span></span></li>
<li><span style="font-size: 10pt; line-height: 115%;"><span style="font-family: Verdana, sans-serif;">Peserta dapat menentukan formula yang tetap dalam menentukan jumlah sampel agar data yang diperoleh tidak ber-bias</span></span></li>
<li><span style="font-size: 10pt; line-height: 115%;"><span style="font-family: Verdana, sans-serif;">Peserta dapat menghitung jumlah sampel dengan bantuan Program Hitung Sampel</span></span></li>
</ol>
<br />
<div class="MsoNormalCxSpFirst" style="line-height: 115%; text-align: justify;">
<span style="font-size: 10pt; line-height: 115%;"><span style="font-family: Verdana, sans-serif;"><br /></span></span></div>
<div class="MsoNormalCxSpFirst" style="line-height: 115%; text-align: justify;">
<span style="font-size: 10pt; line-height: 115%;"><span style="font-family: Verdana, sans-serif;"><br /></span></span></div>
<div class="MsoNormalCxSpFirst" style="line-height: 115%; text-align: justify;">
<span style="line-height: 115%;"><b><span style="font-family: Verdana, sans-serif;">Lama Pelatihan :</span></b></span></div>
<div class="MsoNormalCxSpFirst" style="line-height: 115%; text-align: justify;">
</div>
<ul>
<li><span style="font-family: Verdana, sans-serif;"><span style="line-height: 115%;">1 hari, </span><span style="line-height: 115%;">@</span><span style="line-height: 115%;"> 8 jam</span></span></li>
</ul>
<br />
<div class="MsoNormalCxSpFirst" style="line-height: 115%; text-align: justify;">
<span style="font-size: 10pt; line-height: 115%;"><span style="font-family: Verdana, sans-serif;"><br /></span></span></div>
<div class="MsoNormalCxSpFirst" style="line-height: 115%; text-align: justify;">
<span style="line-height: 115%;"><b><span style="font-family: Verdana, sans-serif;">Referensi :</span></b></span></div>
<div class="MsoNormalCxSpFirst" style="text-align: justify;">
<ul>
<li><span style="font-family: Verdana, sans-serif;"><span style="line-height: 15.3333320617676px;">Scheaffer, R.L, Mendenhall W and Lyman Ott. 1990. Elementary Survey Sampling. 4th Edition. PWS-KENT Publishing Company</span></span></li>
<li><span style="font-family: Verdana, sans-serif;"><span style="line-height: 15.3333320617676px;">Spiegel, M. R., John Schiller, Srinivasan, R. A. 2004. Probabilitas Dan Statistik. Edisi Kedua. Penerbit Erlangga</span></span></li>
<li><span style="font-family: Verdana, sans-serif;"><span style="line-height: 15.3333320617676px;">Supranto, J. 2007. Teknik Sampling Untuk Survey dan Eksperimen. Rineka Cipta</span></span></li>
</ul>
</div>
<div class="MsoNormalCxSpFirst" style="line-height: 115%; text-align: justify;">
<span style="font-size: 10pt; line-height: 115%;"><span style="font-family: Verdana, sans-serif;"><br /></span></span>
<span style="font-size: 10pt; line-height: 115%;"><span style="font-family: Verdana, sans-serif;"><br /></span></span></div>
<div class="MsoNormalCxSpFirst" style="line-height: 115%; text-align: justify;">
<span style="line-height: 115%;"><b><span style="font-family: Verdana, sans-serif;">Biaya Pelatihan :</span></b></span></div>
<div class="MsoNormalCxSpFirst" style="text-align: justify;">
<ul>
<li><span style="font-family: Verdana, sans-serif;"><span style="line-height: 15.3333320617676px;">Dosen dan Mahasiswa : <b>Rp 1.200.000,-</b></span></span></li>
<li><span style="font-family: Verdana, sans-serif;"><span style="line-height: 15.3333320617676px;">Umum dan Profesional : <b>Rp 1.700.000,-</b></span></span></li>
</ul>
</div>
<div class="MsoNormalCxSpFirst" style="line-height: 115%; text-align: justify;">
<span style="font-size: 10pt; line-height: 115%;"><span style="font-family: Verdana, sans-serif;"><br /></span></span>
<span style="font-size: 10pt; line-height: 115%;"><span style="font-family: Verdana, sans-serif;"><br /></span></span></div>
<div class="MsoNormalCxSpFirst" style="line-height: 115%; text-align: justify;">
<span style="line-height: 115%;"><b><span style="font-family: Verdana, sans-serif;">Sylabus :</span></b></span></div>
<div class="MsoNormalCxSpFirst" style="line-height: 115%; text-align: justify;">
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<div class="MsoListParagraph" style="line-height: 115%; margin-left: 14.2pt; mso-add-space: auto; text-align: justify;">
<br /></div>
<div class="MsoNormalCxSpFirst" style="line-height: 115%; text-align: justify;">
</div>
<table border="1" cellpadding="0" cellspacing="0" class="MsoNormalTable" style="border-collapse: collapse; border: none; margin-left: 26.7pt; mso-border-alt: solid windowtext .5pt; mso-border-insideh: .5pt solid windowtext; mso-border-insidev: .5pt solid windowtext; mso-padding-alt: 0in 5.4pt 0in 5.4pt; mso-yfti-tbllook: 480;">
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<b><span style="font-family: Verdana, sans-serif;">No.<o:p></o:p></span></b></div>
</td>
<td style="background: #31849B; border-left: none; border: solid windowtext 1.0pt; mso-background-themecolor: accent5; mso-background-themeshade: 191; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 297.95pt;" valign="top" width="397"><div class="MsoNormalCxSpMiddle" style="tab-stops: list .25in; text-align: justify;">
<b><span style="font-family: Verdana, sans-serif;">MATERI PELATIHAN<span style="font-size: 9pt;"><o:p></o:p></span></span></b></div>
</td>
</tr>
<tr>
<td style="background: #DAEEF3; border-top: none; border: solid windowtext 1.0pt; mso-background-themecolor: accent5; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 35.15pt;" valign="top" width="47"><div align="center" class="MsoNormalCxSpMiddle" style="tab-stops: list .25in; text-align: center;">
<b><span style="font-family: "Verdana","sans-serif"; font-size: 9.0pt; mso-bidi-font-family: Calibri; mso-bidi-theme-font: minor-latin; mso-no-proof: yes;">A.<o:p></o:p></span></b></div>
</td>
<td style="background: #DAEEF3; border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-background-themecolor: accent5; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 297.95pt;" valign="top" width="397"><div class="MsoNormalCxSpMiddle" style="tab-stops: list 0in; text-align: justify;">
<b><span lang="SV" style="font-family: "Verdana","sans-serif"; font-size: 9.0pt; mso-ansi-language: SV; mso-bidi-font-family: Calibri; mso-bidi-theme-font: minor-latin; mso-no-proof: yes;">Pendahuluan <o:p></o:p></span></b></div>
</td>
</tr>
<tr>
<td style="background: #DAEEF3; border-top: none; border: solid windowtext 1.0pt; mso-background-themecolor: accent5; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 35.15pt;" valign="top" width="47"><div align="center" class="MsoNormalCxSpMiddle" style="tab-stops: list .25in; text-align: center;">
<span style="font-family: "Verdana","sans-serif"; font-size: 9.0pt; mso-bidi-font-family: Calibri; mso-bidi-theme-font: minor-latin; mso-no-proof: yes;">01.<o:p></o:p></span></div>
</td>
<td style="background: #DAEEF3; border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-background-themecolor: accent5; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 297.95pt;" valign="top" width="397"><div class="MsoNormalCxSpMiddle" style="tab-stops: list 0in; text-align: justify;">
<span style="font-family: "Verdana","sans-serif"; font-size: 9.0pt; mso-bidi-font-family: Calibri; mso-bidi-theme-font: minor-latin; mso-no-proof: yes;">Hipotesa, Sasaran
dan Pertanyaan Riset<o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="background: #DAEEF3; border-top: none; border: solid windowtext 1.0pt; mso-background-themecolor: accent5; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 35.15pt;" valign="top" width="47"><div align="center" class="MsoNormalCxSpMiddle" style="tab-stops: list .25in; text-align: center;">
<span style="font-family: "Verdana","sans-serif"; font-size: 9.0pt; mso-bidi-font-family: Calibri; mso-bidi-theme-font: minor-latin; mso-no-proof: yes;">02.<o:p></o:p></span></div>
</td>
<td style="background: #DAEEF3; border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-background-themecolor: accent5; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 297.95pt;" valign="top" width="397"><div class="MsoNormalCxSpMiddle" style="tab-stops: list 0in; text-align: justify;">
<span style="font-family: "Verdana","sans-serif"; font-size: 9.0pt; mso-bidi-font-family: Calibri; mso-bidi-theme-font: minor-latin; mso-no-proof: yes;">Perencanaan Survey<o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="background: #DAEEF3; border-top: none; border: solid windowtext 1.0pt; mso-background-themecolor: accent5; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 35.15pt;" valign="top" width="47"><div align="center" class="MsoNormalCxSpMiddle" style="tab-stops: list .25in; text-align: center;">
<span style="font-family: "Verdana","sans-serif"; font-size: 9.0pt; mso-bidi-font-family: Calibri; mso-bidi-theme-font: minor-latin; mso-no-proof: yes;">03.<o:p></o:p></span></div>
</td>
<td style="background: #DAEEF3; border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-background-themecolor: accent5; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 297.95pt;" valign="top" width="397"><div class="MsoNormalCxSpMiddle" style="tab-stops: list 0in; text-align: justify;">
<span style="font-family: "Verdana","sans-serif"; font-size: 9.0pt; mso-bidi-font-family: Calibri; mso-bidi-theme-font: minor-latin; mso-no-proof: yes;">Tipe Data &
Skala Ukur<o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="background: #DAEEF3; border-top: none; border: solid windowtext 1.0pt; mso-background-themecolor: accent5; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 35.15pt;" valign="top" width="47"><div align="center" class="MsoNormalCxSpMiddle" style="tab-stops: list .25in; text-align: center;">
<span style="font-family: "Verdana","sans-serif"; font-size: 9.0pt; mso-bidi-font-family: Calibri; mso-bidi-theme-font: minor-latin; mso-no-proof: yes;">04.<o:p></o:p></span></div>
</td>
<td style="background: #DAEEF3; border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-background-themecolor: accent5; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 297.95pt;" valign="top" width="397"><div class="MsoNormalCxSpMiddle" style="tab-stops: list 0in; text-align: justify;">
<span style="font-family: "Verdana","sans-serif"; font-size: 9.0pt; mso-bidi-font-family: Calibri; mso-bidi-theme-font: minor-latin; mso-no-proof: yes;">Definisi Operasi
Variabel<o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="background: #DAEEF3; border-top: none; border: solid windowtext 1.0pt; mso-background-themecolor: accent5; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 35.15pt;" valign="top" width="47"><div align="center" class="MsoNormalCxSpMiddle" style="tab-stops: list .25in; text-align: center;">
<b><span style="font-family: "Verdana","sans-serif"; font-size: 9.0pt; mso-bidi-font-family: Calibri; mso-bidi-theme-font: minor-latin; mso-no-proof: yes;">B.<o:p></o:p></span></b></div>
</td>
<td style="background: #DAEEF3; border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-background-themecolor: accent5; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 297.95pt;" valign="top" width="397"><div class="MsoNormalCxSpMiddle" style="tab-stops: list 0in; text-align: justify;">
<b><span style="font-family: "Verdana","sans-serif"; font-size: 9.0pt; mso-bidi-font-family: Calibri; mso-bidi-theme-font: minor-latin; mso-no-proof: yes;">Proses Generalisasi<o:p></o:p></span></b></div>
</td>
</tr>
<tr>
<td style="background: #DAEEF3; border-top: none; border: solid windowtext 1.0pt; mso-background-themecolor: accent5; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 35.15pt;" valign="top" width="47"><div align="center" class="MsoNormalCxSpMiddle" style="tab-stops: list .25in; text-align: center;">
<span style="font-family: "Verdana","sans-serif"; font-size: 9.0pt; mso-bidi-font-family: Calibri; mso-bidi-theme-font: minor-latin; mso-no-proof: yes;">01.<o:p></o:p></span></div>
</td>
<td style="background: #DAEEF3; border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-background-themecolor: accent5; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 297.95pt;" valign="top" width="397"><div class="MsoNormalCxSpMiddle" style="tab-stops: list 0in; text-align: justify;">
<span style="font-family: "Verdana","sans-serif"; font-size: 9.0pt; mso-bidi-font-family: Calibri; mso-bidi-theme-font: minor-latin; mso-no-proof: yes;">Populasi &
Sampel<o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="background: #DAEEF3; border-top: none; border: solid windowtext 1.0pt; mso-background-themecolor: accent5; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 35.15pt;" valign="top" width="47"><div align="center" class="MsoNormalCxSpMiddle" style="tab-stops: list .25in; text-align: center;">
<span style="font-family: "Verdana","sans-serif"; font-size: 9.0pt; mso-bidi-font-family: Calibri; mso-bidi-theme-font: minor-latin; mso-no-proof: yes;">02.<o:p></o:p></span></div>
</td>
<td style="background: #DAEEF3; border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-background-themecolor: accent5; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 297.95pt;" valign="top" width="397"><div class="MsoNormalCxSpMiddle" style="tab-stops: list 0in; text-align: justify;">
<span style="font-family: "Verdana","sans-serif"; font-size: 9.0pt; mso-bidi-font-family: Calibri; mso-bidi-theme-font: minor-latin; mso-no-proof: yes;">Distribusi
Sampling, Kesalahan Sampling & Dalil Batas Pusat<o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="background: #DAEEF3; border-top: none; border: solid windowtext 1.0pt; mso-background-themecolor: accent5; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 35.15pt;" valign="top" width="47"><div align="center" class="MsoNormalCxSpMiddle" style="tab-stops: list .25in; text-align: center;">
<span style="font-family: "Verdana","sans-serif"; font-size: 9.0pt; mso-bidi-font-family: Calibri; mso-bidi-theme-font: minor-latin; mso-no-proof: yes;">03.<o:p></o:p></span></div>
</td>
<td style="background: #DAEEF3; border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-background-themecolor: accent5; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 297.95pt;" valign="top" width="397"><div class="MsoNormalCxSpMiddle" style="tab-stops: list 0in; text-align: justify;">
<span style="font-family: "Verdana","sans-serif"; font-size: 9.0pt; mso-bidi-font-family: Calibri; mso-bidi-theme-font: minor-latin; mso-no-proof: yes;">Ui Hipotesa &
Confiden Interval<o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="background: #DAEEF3; border-top: none; border: solid windowtext 1.0pt; mso-background-themecolor: accent5; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 35.15pt;" valign="top" width="47"><div align="center" class="MsoNormalCxSpMiddle" style="tab-stops: list .25in; text-align: center;">
<span style="font-family: "Verdana","sans-serif"; font-size: 9.0pt; mso-bidi-font-family: Calibri; mso-bidi-theme-font: minor-latin; mso-no-proof: yes;">04.<o:p></o:p></span></div>
</td>
<td style="background: #DAEEF3; border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-background-themecolor: accent5; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 297.95pt;" valign="top" width="397"><div class="MsoNormalCxSpMiddle" style="tab-stops: list 0in; text-align: justify;">
<span style="font-family: "Verdana","sans-serif"; font-size: 9.0pt; mso-bidi-font-family: Calibri; mso-bidi-theme-font: minor-latin; mso-no-proof: yes;">Kesalahan Tipe I,
Tipe II, Power Uji<o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="background: #DAEEF3; border-top: none; border: solid windowtext 1.0pt; mso-background-themecolor: accent5; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 35.15pt;" valign="top" width="47"><div align="center" class="MsoNormalCxSpMiddle" style="tab-stops: list .25in; text-align: center;">
<b><span style="font-family: "Verdana","sans-serif"; font-size: 9.0pt; mso-bidi-font-family: Calibri; mso-bidi-theme-font: minor-latin; mso-no-proof: yes;">C.<o:p></o:p></span></b></div>
</td>
<td style="background: #DAEEF3; border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-background-themecolor: accent5; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 297.95pt;" valign="top" width="397"><div class="MsoNormalCxSpMiddle" style="tab-stops: list 0in; text-align: justify;">
<b><span style="font-family: "Verdana","sans-serif"; font-size: 9.0pt; mso-bidi-font-family: Calibri; mso-bidi-theme-font: minor-latin; mso-no-proof: yes;">Margin of Error<o:p></o:p></span></b></div>
</td>
</tr>
<tr>
<td style="background: #DAEEF3; border-top: none; border: solid windowtext 1.0pt; mso-background-themecolor: accent5; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 35.15pt;" valign="top" width="47"><div align="center" class="MsoNormalCxSpMiddle" style="tab-stops: list .25in; text-align: center;">
<span style="font-family: "Verdana","sans-serif"; font-size: 9.0pt; mso-bidi-font-family: Calibri; mso-bidi-theme-font: minor-latin; mso-no-proof: yes;">01.<o:p></o:p></span></div>
</td>
<td style="background: #DAEEF3; border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-background-themecolor: accent5; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 297.95pt;" valign="top" width="397"><div class="MsoNormalCxSpMiddle" style="tab-stops: list 0in; text-align: justify;">
<span style="font-family: "Verdana","sans-serif"; font-size: 9.0pt; mso-bidi-font-family: Calibri; mso-bidi-theme-font: minor-latin; mso-no-proof: yes;">Margin of Error
Pendugaan Rata-rata<o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="background: #DAEEF3; border-top: none; border: solid windowtext 1.0pt; mso-background-themecolor: accent5; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 35.15pt;" valign="top" width="47"><div align="center" class="MsoNormalCxSpMiddle" style="tab-stops: list .25in; text-align: center;">
<span style="font-family: "Verdana","sans-serif"; font-size: 9.0pt; mso-bidi-font-family: Calibri; mso-bidi-theme-font: minor-latin; mso-no-proof: yes;">02.<o:p></o:p></span></div>
</td>
<td style="background: #DAEEF3; border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-background-themecolor: accent5; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 297.95pt;" valign="top" width="397"><div class="MsoNormalCxSpMiddle" style="tab-stops: list 0in; text-align: justify;">
<span style="font-family: "Verdana","sans-serif"; font-size: 9.0pt; mso-bidi-font-family: Calibri; mso-bidi-theme-font: minor-latin; mso-no-proof: yes;">Margin of Error
Pendugaan Jumlah<o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="background: #DAEEF3; border-top: none; border: solid windowtext 1.0pt; mso-background-themecolor: accent5; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 35.15pt;" valign="top" width="47"><div align="center" class="MsoNormalCxSpMiddle" style="tab-stops: list .25in; text-align: center;">
<span style="font-family: "Verdana","sans-serif"; font-size: 9.0pt; mso-bidi-font-family: Calibri; mso-bidi-theme-font: minor-latin; mso-no-proof: yes;">03.<o:p></o:p></span></div>
</td>
<td style="background: #DAEEF3; border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-background-themecolor: accent5; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 297.95pt;" valign="top" width="397"><div class="MsoNormalCxSpMiddle" style="tab-stops: list 0in; text-align: justify;">
<span style="font-family: "Verdana","sans-serif"; font-size: 9.0pt; mso-bidi-font-family: Calibri; mso-bidi-theme-font: minor-latin; mso-no-proof: yes;">Margin of Error
Pendugaan Proporsi<o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="background: #DAEEF3; border-top: none; border: solid windowtext 1.0pt; mso-background-themecolor: accent5; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 35.15pt;" valign="top" width="47"><div align="center" class="MsoNormalCxSpMiddle" style="tab-stops: list .25in; text-align: center;">
<span style="font-family: "Verdana","sans-serif"; font-size: 9.0pt; mso-bidi-font-family: Calibri; mso-bidi-theme-font: minor-latin; mso-no-proof: yes;">04.<o:p></o:p></span></div>
</td>
<td style="background: #DAEEF3; border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-background-themecolor: accent5; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 297.95pt;" valign="top" width="397"><div class="MsoNormalCxSpMiddle" style="tab-stops: list 0in; text-align: justify;">
<span style="font-family: "Verdana","sans-serif"; font-size: 9.0pt; mso-bidi-font-family: Calibri; mso-bidi-theme-font: minor-latin; mso-no-proof: yes;">Bias & Pengaruh
Yang Ditimbulkan<o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="background: #DAEEF3; border-top: none; border: solid windowtext 1.0pt; mso-background-themecolor: accent5; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 35.15pt;" valign="top" width="47"><div align="center" class="MsoNormalCxSpMiddle" style="tab-stops: list .25in; text-align: center;">
<b><span style="font-family: "Verdana","sans-serif"; font-size: 9.0pt; mso-bidi-font-family: Calibri; mso-bidi-theme-font: minor-latin; mso-no-proof: yes;">D.</span></b><span style="font-family: "Verdana","sans-serif"; font-size: 9.0pt; mso-bidi-font-family: Calibri; mso-bidi-theme-font: minor-latin; mso-no-proof: yes;"><o:p></o:p></span></div>
</td>
<td style="background: #DAEEF3; border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-background-themecolor: accent5; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 297.95pt;" valign="top" width="397"><div class="MsoNormalCxSpMiddle" style="tab-stops: list 0in; text-align: justify;">
<b><span style="font-family: "Verdana","sans-serif"; font-size: 9.0pt; mso-bidi-font-family: Calibri; mso-bidi-theme-font: minor-latin; mso-no-proof: yes;">Jumlah Sampel Untuk Satu Kelompok<o:p></o:p></span></b></div>
</td>
</tr>
<tr>
<td style="background: #DAEEF3; border-top: none; border: solid windowtext 1.0pt; mso-background-themecolor: accent5; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 35.15pt;" valign="top" width="47"><div align="center" class="MsoNormalCxSpMiddle" style="tab-stops: list .25in; text-align: center;">
<span style="font-family: "Verdana","sans-serif"; font-size: 9.0pt; mso-bidi-font-family: Calibri; mso-bidi-theme-font: minor-latin; mso-no-proof: yes;">01.<o:p></o:p></span></div>
</td>
<td style="background: #DAEEF3; border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-background-themecolor: accent5; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 297.95pt;" valign="top" width="397"><div class="MsoNormalCxSpMiddle" style="tab-stops: list 0in; text-align: justify;">
<span style="font-family: "Verdana","sans-serif"; font-size: 9.0pt; mso-bidi-font-family: Calibri; mso-bidi-theme-font: minor-latin; mso-no-proof: yes;">Data Hasil
Pengukuran<o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="background: #DAEEF3; border-top: none; border: solid windowtext 1.0pt; mso-background-themecolor: accent5; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 35.15pt;" valign="top" width="47"><div align="center" class="MsoNormalCxSpMiddle" style="tab-stops: list .25in; text-align: center;">
<span style="font-family: "Verdana","sans-serif"; font-size: 9.0pt; mso-bidi-font-family: Calibri; mso-bidi-theme-font: minor-latin; mso-no-proof: yes;">02.<o:p></o:p></span></div>
</td>
<td style="background: #DAEEF3; border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-background-themecolor: accent5; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 297.95pt;" valign="top" width="397"><div class="MsoNormalCxSpMiddle" style="tab-stops: list 0in; text-align: justify;">
<span style="font-family: "Verdana","sans-serif"; font-size: 9.0pt; mso-bidi-font-family: Calibri; mso-bidi-theme-font: minor-latin; mso-no-proof: yes;">Memperkirakan
proporsi<o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="background: #DAEEF3; border-top: none; border: solid windowtext 1.0pt; mso-background-themecolor: accent5; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 35.15pt;" valign="top" width="47"><div align="center" class="MsoNormalCxSpMiddle" style="tab-stops: list .25in; text-align: center;">
<span style="font-family: "Verdana","sans-serif"; font-size: 9.0pt; mso-bidi-font-family: Calibri; mso-bidi-theme-font: minor-latin; mso-no-proof: yes;">03.<o:p></o:p></span></div>
</td>
<td style="background: #DAEEF3; border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-background-themecolor: accent5; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 297.95pt;" valign="top" width="397"><div class="MsoNormalCxSpMiddle" style="tab-stops: list 0in; text-align: justify;">
<span style="font-family: "Verdana","sans-serif"; font-size: 9.0pt; mso-bidi-font-family: Calibri; mso-bidi-theme-font: minor-latin; mso-no-proof: yes;">Data Hasil
Perhitungan<o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="background: #DAEEF3; border-top: none; border: solid windowtext 1.0pt; mso-background-themecolor: accent5; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 35.15pt;" valign="top" width="47"><div align="center" class="MsoNormalCxSpMiddle" style="tab-stops: list .25in; text-align: center;">
<span style="font-family: "Verdana","sans-serif"; font-size: 9.0pt; mso-bidi-font-family: Calibri; mso-bidi-theme-font: minor-latin; mso-no-proof: yes;">04.<o:p></o:p></span></div>
</td>
<td style="background: #DAEEF3; border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-background-themecolor: accent5; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 297.95pt;" valign="top" width="397"><div class="MsoNormalCxSpMiddle" style="tab-stops: list 0in; text-align: justify;">
<span style="font-family: "Verdana","sans-serif"; font-size: 9.0pt; mso-bidi-font-family: Calibri; mso-bidi-theme-font: minor-latin; mso-no-proof: yes;">Memperkirakan nilai
rata-rata<o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="background: #DAEEF3; border-top: none; border: solid windowtext 1.0pt; mso-background-themecolor: accent5; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 35.15pt;" valign="top" width="47"><div align="center" class="MsoNormalCxSpMiddle" style="tab-stops: list .25in; text-align: center;">
<b><span style="font-family: "Verdana","sans-serif"; font-size: 9.0pt; mso-bidi-font-family: Calibri; mso-bidi-theme-font: minor-latin; mso-no-proof: yes;">E.<o:p></o:p></span></b></div>
</td>
<td style="background: #DAEEF3; border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-background-themecolor: accent5; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 297.95pt;" valign="top" width="397"><div class="MsoNormalCxSpMiddle" style="tab-stops: list 0in; text-align: justify;">
<b><span style="font-family: "Verdana","sans-serif"; font-size: 9.0pt; mso-bidi-font-family: Calibri; mso-bidi-theme-font: minor-latin; mso-no-proof: yes;">Jumlah Sampel Untuk Dua Kelompok<o:p></o:p></span></b></div>
</td>
</tr>
<tr>
<td style="background: #DAEEF3; border-top: none; border: solid windowtext 1.0pt; mso-background-themecolor: accent5; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 35.15pt;" valign="top" width="47"><div align="center" class="MsoNormalCxSpMiddle" style="tab-stops: list .25in; text-align: center;">
<span style="font-family: "Verdana","sans-serif"; font-size: 9.0pt; mso-bidi-font-family: Calibri; mso-bidi-theme-font: minor-latin; mso-no-proof: yes;">01.<o:p></o:p></span></div>
</td>
<td style="background: #DAEEF3; border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-background-themecolor: accent5; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 297.95pt;" valign="top" width="397"><div class="MsoNormalCxSpMiddle" style="tab-stops: list 0in; text-align: justify;">
<span style="font-family: "Verdana","sans-serif"; font-size: 9.0pt; mso-bidi-font-family: Calibri; mso-bidi-theme-font: minor-latin; mso-no-proof: yes;">Data Hasil
Pengukuran<o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="background: #DAEEF3; border-top: none; border: solid windowtext 1.0pt; mso-background-themecolor: accent5; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 35.15pt;" valign="top" width="47"><div align="center" class="MsoNormalCxSpMiddle" style="tab-stops: list .25in; text-align: center;">
<span style="font-family: "Verdana","sans-serif"; font-size: 9.0pt; mso-bidi-font-family: Calibri; mso-bidi-theme-font: minor-latin; mso-no-proof: yes;">02.<o:p></o:p></span></div>
</td>
<td style="background: #DAEEF3; border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-background-themecolor: accent5; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 297.95pt;" valign="top" width="397"><div class="MsoNormalCxSpMiddle" style="tab-stops: list 0in; text-align: justify;">
<span style="font-family: "Verdana","sans-serif"; font-size: 9.0pt; mso-bidi-font-family: Calibri; mso-bidi-theme-font: minor-latin; mso-no-proof: yes;">Memperkirakan
proporsi<o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="background: #DAEEF3; border-top: none; border: solid windowtext 1.0pt; mso-background-themecolor: accent5; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 35.15pt;" valign="top" width="47"><div align="center" class="MsoNormalCxSpMiddle" style="tab-stops: list .25in; text-align: center;">
<span style="font-family: "Verdana","sans-serif"; font-size: 9.0pt; mso-bidi-font-family: Calibri; mso-bidi-theme-font: minor-latin; mso-no-proof: yes;">03.<o:p></o:p></span></div>
</td>
<td style="background: #DAEEF3; border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-background-themecolor: accent5; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 297.95pt;" valign="top" width="397"><div class="MsoNormalCxSpMiddle" style="tab-stops: list 0in; text-align: justify;">
<span style="font-family: "Verdana","sans-serif"; font-size: 9.0pt; mso-bidi-font-family: Calibri; mso-bidi-theme-font: minor-latin; mso-no-proof: yes;">Pengujian nilai
rata-rata<o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="background: #DAEEF3; border-top: none; border: solid windowtext 1.0pt; mso-background-themecolor: accent5; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 35.15pt;" valign="top" width="47"><div align="center" class="MsoNormalCxSpMiddle" style="tab-stops: list .25in; text-align: center;">
<span style="font-family: "Verdana","sans-serif"; font-size: 9.0pt; mso-bidi-font-family: Calibri; mso-bidi-theme-font: minor-latin; mso-no-proof: yes;">04.<o:p></o:p></span></div>
</td>
<td style="background: #DAEEF3; border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-background-themecolor: accent5; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 297.95pt;" valign="top" width="397"><div class="MsoNormalCxSpMiddle" style="tab-stops: list 0in; text-align: justify;">
<span style="font-family: "Verdana","sans-serif"; font-size: 9.0pt; mso-bidi-font-family: Calibri; mso-bidi-theme-font: minor-latin; mso-no-proof: yes;">Data Hasil
Perhitungan<o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="background: #DAEEF3; border-top: none; border: solid windowtext 1.0pt; mso-background-themecolor: accent5; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 35.15pt;" valign="top" width="47"><div align="center" class="MsoNormalCxSpMiddle" style="tab-stops: list .25in; text-align: center;">
<span style="font-family: "Verdana","sans-serif"; font-size: 9.0pt; mso-bidi-font-family: Calibri; mso-bidi-theme-font: minor-latin; mso-no-proof: yes;">05.<o:p></o:p></span></div>
</td>
<td style="background: #DAEEF3; border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-background-themecolor: accent5; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 297.95pt;" valign="top" width="397"><div class="MsoNormalCxSpMiddle" style="tab-stops: list 0in; text-align: justify;">
<span style="font-family: "Verdana","sans-serif"; font-size: 9.0pt; mso-bidi-font-family: Calibri; mso-bidi-theme-font: minor-latin; mso-no-proof: yes;">Memperkirakan nilai
rata-rata<o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="background: #DAEEF3; border-top: none; border: solid windowtext 1.0pt; mso-background-themecolor: accent5; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 35.15pt;" valign="top" width="47"><div align="center" class="MsoNormalCxSpMiddle" style="tab-stops: list .25in; text-align: center;">
<span style="font-family: "Verdana","sans-serif"; font-size: 9.0pt; mso-bidi-font-family: Calibri; mso-bidi-theme-font: minor-latin; mso-no-proof: yes;">06.<o:p></o:p></span></div>
</td>
<td style="background: #DAEEF3; border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-background-themecolor: accent5; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 297.95pt;" valign="top" width="397"><div class="MsoNormalCxSpMiddle" style="tab-stops: list 0in; text-align: justify;">
<span style="font-family: "Verdana","sans-serif"; font-size: 9.0pt; mso-bidi-font-family: Calibri; mso-bidi-theme-font: minor-latin; mso-no-proof: yes;">Pengujian nilai
rata-rata<o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="background: #DAEEF3; border-top: none; border: solid windowtext 1.0pt; mso-background-themecolor: accent5; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 35.15pt;" valign="top" width="47"><div align="center" class="MsoNormalCxSpMiddle" style="tab-stops: list .25in; text-align: center;">
<b><span style="font-family: "Verdana","sans-serif"; font-size: 9.0pt; mso-bidi-font-family: Calibri; mso-bidi-theme-font: minor-latin; mso-no-proof: yes;">F.<o:p></o:p></span></b></div>
</td>
<td style="background: #DAEEF3; border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-background-themecolor: accent5; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 297.95pt;" valign="top" width="397"><div class="MsoNormalCxSpMiddle" style="tab-stops: list 0in; text-align: justify;">
<b><span style="font-family: "Verdana","sans-serif"; font-size: 9.0pt; mso-bidi-font-family: Calibri; mso-bidi-theme-font: minor-latin; mso-no-proof: yes;">Jumlah Sampel Untuk Studi Case-Control<o:p></o:p></span></b></div>
</td>
</tr>
<tr>
<td style="background: #DAEEF3; border-top: none; border: solid windowtext 1.0pt; mso-background-themecolor: accent5; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 35.15pt;" valign="top" width="47"><div align="center" class="MsoNormalCxSpMiddle" style="tab-stops: list .25in; text-align: center;">
<span style="font-family: "Verdana","sans-serif"; font-size: 9.0pt; mso-bidi-font-family: Calibri; mso-bidi-theme-font: minor-latin; mso-no-proof: yes;">01.<o:p></o:p></span></div>
</td>
<td style="background: #DAEEF3; border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-background-themecolor: accent5; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 297.95pt;" valign="top" width="397"><div class="MsoNormalCxSpMiddle" style="tab-stops: list 0in; text-align: justify;">
<span style="font-family: "Verdana","sans-serif"; font-size: 9.0pt; mso-bidi-font-family: Calibri; mso-bidi-theme-font: minor-latin; mso-no-proof: yes;">Uji Beda Proporsi<o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="background: #DAEEF3; border-top: none; border: solid windowtext 1.0pt; mso-background-themecolor: accent5; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 35.15pt;" valign="top" width="47"><div align="center" class="MsoNormalCxSpMiddle" style="tab-stops: list .25in; text-align: center;">
<span style="font-family: "Verdana","sans-serif"; font-size: 9.0pt; mso-bidi-font-family: Calibri; mso-bidi-theme-font: minor-latin; mso-no-proof: yes;">02.<o:p></o:p></span></div>
</td>
<td style="background: #DAEEF3; border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-background-themecolor: accent5; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 297.95pt;" valign="top" width="397"><div class="MsoNormalCxSpMiddle" style="tab-stops: list 0in; text-align: justify;">
<span style="font-family: "Verdana","sans-serif"; font-size: 9.0pt; mso-bidi-font-family: Calibri; mso-bidi-theme-font: minor-latin; mso-no-proof: yes;">Uji Beda Rata-rata<o:p></o:p></span></div>
</td>
</tr>
<tr>
<td style="background: #DAEEF3; border-top: none; border: solid windowtext 1.0pt; mso-background-themecolor: accent5; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 35.15pt;" valign="top" width="47"><div align="center" class="MsoNormalCxSpMiddle" style="tab-stops: list .25in; text-align: center;">
<span style="font-family: "Verdana","sans-serif"; font-size: 9.0pt; mso-bidi-font-family: Calibri; mso-bidi-theme-font: minor-latin; mso-no-proof: yes;">03.<o:p></o:p></span></div>
</td>
<td style="background: #DAEEF3; border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-background-themecolor: accent5; mso-background-themetint: 51; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 297.95pt;" valign="top" width="397"><div class="MsoNormalCxSpMiddle" style="tab-stops: list 0in; text-align: justify;">
<span style="font-family: "Verdana","sans-serif"; font-size: 9.0pt; mso-bidi-font-family: Calibri; mso-bidi-theme-font: minor-latin; mso-no-proof: yes;">Perkiraan nilai Odd
Rasio<o:p></o:p></span></div>
</td>
</tr>
</tbody></table>
<div class="MsoNormalCxSpFirst" style="line-height: 115%; text-align: justify;">
<span style="font-family: "Verdana","sans-serif"; font-size: 10.0pt; line-height: 115%; mso-bidi-font-family: Calibri; mso-bidi-theme-font: minor-latin;"><br /></span></div>
<div class="MsoNormalCxSpFirst" style="line-height: 115%; text-align: justify;">
<span style="font-family: "Verdana","sans-serif"; font-size: 10.0pt; line-height: 115%; mso-bidi-font-family: Calibri; mso-bidi-theme-font: minor-latin;"><br /></span></div>
<div class="MsoNormalCxSpFirst" style="line-height: 115%; text-align: justify;">
<span style="font-family: "Verdana","sans-serif"; font-size: 10.0pt; line-height: 115%; mso-bidi-font-family: Calibri; mso-bidi-theme-font: minor-latin;"><br /></span></div>
<div class="MsoNormalCxSpFirst" style="line-height: 115%; text-align: justify;">
<span style="font-family: "Verdana","sans-serif"; font-size: 10.0pt; line-height: 115%; mso-bidi-font-family: Calibri; mso-bidi-theme-font: minor-latin;"><br /></span></div>
<div class="MsoNormalCxSpFirst" style="line-height: 115%; text-align: justify;">
<span style="font-family: "Verdana","sans-serif"; font-size: 10.0pt; line-height: 115%; mso-bidi-font-family: Calibri; mso-bidi-theme-font: minor-latin;"><br /></span></div>
<div class="MsoNormalCxSpFirst" style="line-height: 115%; text-align: justify;">
<span style="font-family: "Verdana","sans-serif"; font-size: 10.0pt; line-height: 115%; mso-bidi-font-family: Calibri; mso-bidi-theme-font: minor-latin;"><br /></span></div>
<div class="MsoNormalCxSpFirst" style="line-height: 115%; text-align: justify;">
<span style="font-family: "Verdana","sans-serif"; font-size: 10.0pt; line-height: 115%; mso-bidi-font-family: Calibri; mso-bidi-theme-font: minor-latin;"><br /></span></div>
<div class="MsoNormalCxSpFirst" style="line-height: 115%; text-align: justify;">
<span style="font-family: "Verdana","sans-serif"; font-size: 10.0pt; line-height: 115%; mso-bidi-font-family: Calibri; mso-bidi-theme-font: minor-latin;"><br /></span></div>
<div class="MsoNormalCxSpFirst" style="line-height: 115%; text-align: justify;">
<span style="font-family: "Verdana","sans-serif"; font-size: 10.0pt; line-height: 115%; mso-bidi-font-family: Calibri; mso-bidi-theme-font: minor-latin;"><br /></span></div>
<div class="MsoNormalCxSpFirst" style="line-height: 115%; text-align: justify;">
<br /></div>
<span class="fullpost">
</span>harryhttp://www.blogger.com/profile/04684852714335464555noreply@blogger.com0tag:blogger.com,1999:blog-3635332662013640626.post-14906426834508549302014-07-07T10:57:00.000+07:002015-01-24T11:11:36.673+07:00Analisa Regresi Dengan STATA<div class="MsoNormalCxSpFirst" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm; mso-add-space: auto;">
<span lang="IN" style="font-family: "Times New Roman","serif";">Analisa
regresi merupakan analisa sebab akibat untuk melihat pengaruh sebuah
variabel atau lebih (disebut variabel Independen, variabel X) terhadap
variabel yang lainnya (disebut variabel Dependent, variabel Y).</span></div>
<div class="MsoNormalCxSpFirst" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm; mso-add-space: auto;">
<br />
<div class="separator" style="clear: both; text-align: center;">
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<br /></div>
<div class="MsoNormalCxSpFirst" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm; mso-add-space: auto;">
<br />
<br />
<span lang="IN" style="font-family: "Times New Roman","serif";">Mekanisme
perhitungan analisa regresi berusaha melihat pengaruh sebuah variabel
Independent terhadap Variabel Dependennya dengan melakukan kontrol
(Adjust) terhadap variabel Independen Lainnya. </span></div>
<div class="MsoNormalCxSpFirst" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm; mso-add-space: auto;">
<span lang="IN" style="font-family: "Times New Roman","serif";">Asumsi
Regresi</span></div>
<div class="MsoNormalCxSpLast" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm; mso-add-space: auto;">
<span lang="IN" style="font-family: "Times New Roman","serif";">Sebuah
persamaan regresi yang baik memiliki sifat BLUE (Best Linier Unbias
Estimation). Agar persamaan tersebut memiliki sifat BLUE ada beberapa asumsi
yang harus dipenuhi.</span></div>
<div class="MsoListParagraphCxSpFirst" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm; mso-add-space: auto; mso-list: l0 level1 lfo1; text-indent: -18.0pt;">
<span lang="IN" style="font-family: "Times New Roman","serif"; mso-fareast-font-family: "Times New Roman";"><span style="mso-list: Ignore;">a.<span style="font: 7.0pt "Times New Roman";">
</span></span></span><span lang="IN" style="font-family: "Times New Roman","serif";">Error
terdistribusi Normal</span></div>
<div class="MsoListParagraphCxSpMiddle" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm; mso-add-space: auto; mso-list: l0 level1 lfo1; text-indent: -18.0pt;">
<span lang="IN" style="font-family: "Times New Roman","serif"; mso-fareast-font-family: "Times New Roman";"><span style="mso-list: Ignore;">b.<span style="font: 7.0pt "Times New Roman";"> </span></span></span><span lang="IN" style="font-family: "Times New Roman","serif";">Variansi Error Homogen</span></div>
<div class="MsoListParagraphCxSpMiddle" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm; mso-add-space: auto; mso-list: l0 level1 lfo1; text-indent: -18.0pt;">
<span lang="IN" style="font-family: "Times New Roman","serif"; mso-fareast-font-family: "Times New Roman";"><span style="mso-list: Ignore;">c.<span style="font: 7.0pt "Times New Roman";"> </span></span></span><span lang="IN" style="font-family: "Times New Roman","serif";">Antar Error tidak saling
berkorelasi, khusus data yang sifatnya series (Autokorelasi)</span></div>
<div class="MsoListParagraphCxSpLast" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm; mso-add-space: auto; mso-list: l0 level1 lfo1; text-indent: -18.0pt;">
<span lang="IN" style="font-family: "Times New Roman","serif"; mso-fareast-font-family: "Times New Roman";"><span style="mso-list: Ignore;">d.<span style="font: 7.0pt "Times New Roman";">
</span></span></span><span lang="IN" style="font-family: "Times New Roman","serif";">Antar
Variabel Independent Tidak Saling Berkorelasi (Multikolinieritas).</span></div>
<div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0cm;">
</div>
<br />
<span style="font-family: Times,"Times New Roman",serif;">Contoh:</span><br />
<div class="MsoNormalCxSpFirst" style="line-height: normal; margin-bottom: 0.0001pt; text-align: justify;">
<span style="font-family: Times,"Times New Roman",serif;">Data
20 responden mengenai jumlah lemak tubuh (Amount of body fat), ingin diketahui
faktor-faktor apa saja yang berpengaruh terhadap jumlah lemak tubuh dilihat
dari indikator<span style="mso-spacerun: yes;"> </span>ketebalan lipatan kulit
trisep (Triceps skinfold thickness, X1),
lingkar paha (Thigh circumference, X2),
dan lingkar lengan (Midarm Arm, X3)</span></div>
<br />
Langkah-langkah dalam melakukan analisa regresi linier adalah sebagai berikut.<br />
1. Uji Model<br />
<ul>
<li>Uji Anova</li>
<li>Uji Koefisien Regresi </li>
</ul>
2. Uji Asumsi Regresi<br />
<ul>
<li>Uji Normalitas Error</li>
<li>Uji Homogenitas Varian Error</li>
<li>Autokorelasi (Hanya untuk data time series)</li>
<li>Uji Multikolinieritas</li>
</ul>
<br />
<br />
3. Pembuatan Model Regresi<br />
<br />
<br />
<div style="text-align: center;">
<b>ANALISA</b></div>
<br />
<b>1. Uji Model Regresi</b><br />
<br />
<div style="text-align: justify;">
Langkah ini digunakan untuk mengetahui sejauh mana variabel Independen
berpengaruh terhadap variabel variabel Dependen. Dari uji model ini akan
didapat informasi mengenai hasil uji Anova, hasil uji t, nilai
koefisien regresi dari setiap variabel bebas dan nilai koefisien
determinasi (R-Square).Dengan menggunakan program STATA, anda cukup
mengetik <i>Command </i>yang tertera dalam artikel ini untuk melakukan analisa.</div>
<br />
<br />
<i>Command 1 :</i> regress y x1 x2 x3<br />
<br />
<img alt="" height="140" 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" width="400" /><br />
<br />
<ul>
<li><i><b>Uji Anova</b></i></li>
</ul>
<img alt="" height="81" src="data:image/png;base64,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" width="400" /><br />
<br />
<br />
<br />
<br />
Hasil uji Anova diperoleh nilai p-value (Prob> F) = 0,000 , yang
berarti bahwa kita menerima H1, secara umum ada pengaruh variabel
Independent terhadap variabel Dependen. <br />
. <br />
<br />
<ul>
<li><i><b>Uji Koefisien Regresi</b></i></li>
</ul>
<br />
<br />
Dari hasil uji Anova diketahui bahwa ada pengaruh variabel independent
(X) terhadap variabel dependent (Y), kemudian dilanjutkan uji koefisien
regresi untuk mengetahui variabel independent mana yang berpengaruh <br />
<br />
Variabel X1 (ketebalan lipatan kulit trisep) memiliki nilai p-value
0,000, yang berarti ada pengaruh yang signifikan secara positif (kerena
nilai pada kolom coef. bertanda positif). Variabel X2 (lingkar paha)
memiliki nilai p-value 0,000, yang berarti ada pengaruh yang signifikan
secara positif (kerena nilai pada kolom coef. bertanda positif).
Variabel X3 (lingkar lengan) memiliki nilai p-value 0,170 , yang berarti
tidak ada pengaruh yang signifikan. <br />
<br />
<b>2. Uji Asumsi Regresi</b><br />
<br />
Setelah dilakukan uji model regresi untuk mengetahui variabel
indipendent mana yang berpengaruh signifikan terhadap variabel
dependent, kemudian dilakukan uji asumsi model untuk mengetahui apakah
model memiliki sifat BLUE (Best Linier Unbias Estimation).<br />
<br />
<ul>
<li><i><b>Uji Homogenitas Varian </b></i></li>
</ul>
<br />
<i>Command 2 :</i> estat hettest<br />
<br />
<img alt="" src="data:image/png;base64,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" /><br />
<br />
Hasil uji diperoleh nilai p-value 0,1071 , yang berarti bahwa kita
menerimaa Ho yang menyatakan variansi error homogen. Command 3
menunjukan secara visual error yang homogen.<br />
<br />
<br />
<br />
<i>Command 3 :</i> rvfplot<br />
<br />
<img alt="" src="data:image/png;base64,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" /><br />
Plot yang menunjukan varian Homogen<br />
<ul>
<li><i><b>Uji Asumsi Normalitas Error</b></i></li>
</ul>
<br />
<br />
<i>Command 4 :</i> predict e, residual<br />
<br />
<i>Command 5 :</i> swilk e<br />
<br />
<img alt="" src="data:image/png;base64,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" /><br />
<br />
<br />
Hasil uji diperoleh nilai p-value 0,51280 , yang berarti bahwa kita menerimaa Ho yang menyatakan error terdistribusi normal.<br />
<br />
<br />
<br />
<ul>
<li><i><b>Uji Asumsi Multikolinieritas</b></i></li>
</ul>
<br />
<i>Command 6 :</i> estat vif<br />
<br />
<img alt="" src="data:image/png;base64,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" /><br />
<br />
<div style="text-align: justify;">
Untuk mengetahui apakah antar variabel independent terjadi korelasi yang
sangat kuat dilihat dari nilai VIF > 10, dari ketiga variabel
independent tidak ada yang memiliki nilai VIF > 10, artinya tidak
terjadi kasus multikolinieritas. </div>
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<span style="font-size: small;"><b>Download File Latihan</b> : <a href="http://jmp.sh/sayREQM" target="_blank">Klik Disini</a></span></div>
<!-- Blogger automated replacement: "https://images-blogger-opensocial.googleusercontent.com/gadgets/proxy?url=https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgScIrghzCcdV0YjCpYs1TUSZbGfhdMS95OB3Lp6X6EdMAVTvyE0iF5qz-ikL1mjOOD4Iam-76d63lLjvVoWBspgLiJJ3oGMwWlcjkn07GxcVy_cQf78v0uEmETie0Qd1aQRdPD_CQY16OA/s320/PERSAMAAN+REGRESI.jpg&container=blogger&gadget=a&rewriteMime=image/*" with "https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgScIrghzCcdV0YjCpYs1TUSZbGfhdMS95OB3Lp6X6EdMAVTvyE0iF5qz-ikL1mjOOD4Iam-76d63lLjvVoWBspgLiJJ3oGMwWlcjkn07GxcVy_cQf78v0uEmETie0Qd1aQRdPD_CQY16OA/s320/PERSAMAAN+REGRESI.jpg" -->harryhttp://www.blogger.com/profile/04684852714335464555noreply@blogger.com0tag:blogger.com,1999:blog-3635332662013640626.post-16208265150933395272014-01-08T08:05:00.000+07:002016-05-23T20:23:25.902+07:00Uji Tanda<div style="text-align: justify;">
Uji Tanda (Sign Test) merupakan salah satu prosedur uji NonParametrik untuk menguji <b>BEDA RATA-RATA DUA KELPOMPOK SAMPEL BERPASANGAN</b>. Misalkan ada dua kelompok uji terkait, sebut Xa dan Xb. Hipotesa uji tanda untuk membuktikan kemungkinan nilai selisih dari dua hipotesa tersebut yang bertanda positif dengan negatif lebih banyak mana. p(Xa>Xb) = p(Xa<Xb) = 0.5.</div>
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<div>
contoh :</div>
<div>
<span style="font-size: 12pt; line-height: 115%;">Perusahaan garmen “MAJU” ingin
mengukur peningkatan prestasi kerja karyawan diperusahaan setelah diberikan
pelatihan. Untuk itu diambil sampel sebanyak 10 karyawan, datanya adalah sbb:</span></div>
<div>
<span style="font-size: 12pt; line-height: 115%;"><br /></span></div>
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<a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgwEIeBHBzJcXluAK5YTiyfooJKqmt4pxWfm7A7Z1CCticTN9QB1719VgQcJ0qjRkRTqSI9Tp8hvRuiTRF5u4EDNGxE2aBH18xt3DBMru7GqzrWvLH8naoqCLQfYF2caXqMYI573_tQJr4-/s1600/contoh1.jpg" imageanchor="1" style="clear: left; float: left; margin-bottom: 1em; margin-right: 1em;"><img border="0" height="195" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgwEIeBHBzJcXluAK5YTiyfooJKqmt4pxWfm7A7Z1CCticTN9QB1719VgQcJ0qjRkRTqSI9Tp8hvRuiTRF5u4EDNGxE2aBH18xt3DBMru7GqzrWvLH8naoqCLQfYF2caXqMYI573_tQJr4-/s1600/contoh1.jpg" width="400" /></a></div>
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Kolom paling kanan pada tabel menunjukan tanda hasil pengurangan kelompok X2 dengan kelompok X1. Prosedur pengujian sebagai berikut:</div>
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<br /></div>
<div>
<div class="MsoNormalCxSpFirst" style="margin-bottom: 0.0001pt;">
<span style="font-size: 12.0pt;">1. Formulasi
hipotesisnya<o:p></o:p></span></div>
<div class="MsoNormalCxSpMiddle" style="margin-bottom: 0.0001pt;">
<span style="font-size: 12.0pt;"> H<sub>0 :
</sub>p = 0,5 (tidak ada peningkatan prestasi kerja)<o:p></o:p></span></div>
<div class="MsoNormalCxSpMiddle" style="margin-bottom: 0.0001pt;">
<span style="font-size: 12.0pt;"> H<sub>1</sub>
: P ≠ 0,5 (ada peningkatan prestasi kerja )</span><br />
<br />
<span style="font-size: 12.0pt;"><o:p></o:p></span></div>
<div class="MsoNormalCxSpMiddle" style="margin-bottom: 0.0001pt;">
<span style="font-size: 12.0pt;">2. Taraf
nyata (α)<o:p></o:p></span></div>
<div class="MsoNormalCxSpMiddle" style="margin-bottom: 0.0001pt;">
<span style="font-size: 12.0pt;"> alpha = 5%
=0,05</span><br />
<br />
<span style="font-size: 12.0pt;"><o:p></o:p></span></div>
<div class="MsoNormalCxSpMiddle" style="margin-bottom: 0.0001pt;">
<span style="font-size: 12.0pt;">3. Kriteria
Pengujian<o:p></o:p></span></div>
<div class="MsoNormalCxSpMiddle" style="margin-bottom: 0.0001pt;">
<span style="font-size: 12.0pt;"> H<sub>0 </sub>diterima
apabila probabilitas hasil sampel ≥ 0,05<o:p></o:p></span></div>
<div class="MsoNormalCxSpMiddle" style="margin-bottom: 0.0001pt;">
<span style="font-size: 12.0pt;"> H<sub>0 </sub>ditolak
apabila hasil sampel < 0,05</span><br />
<br />
<span style="font-size: 12.0pt;"><o:p></o:p></span></div>
<div class="MsoNormalCxSpMiddle" style="margin-bottom: 0.0001pt;">
<span style="font-size: 12.0pt;">4. Perhitungan Nilai uji
statistik<o:p></o:p></span></div>
<div class="MsoNormalCxSpMiddle" style="margin-bottom: 0.0001pt;">
<span style="font-size: 12.0pt;"> Jumlah sampel n = 10, jenis tanda yg memiliki nilai terkecil adalah negatif sebanyak r = 4, peluang yg diujikan sebesar p=0,5<o:p></o:p></span></div>
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<span style="font-size: 12.0pt;"> </span><br />
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<a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhUdcJRwc7S4sSC5RaJt1iNUrGGA7wrSYlMmem0QgkRzvNpXGWxK2y4wCwZKmJsWPOfI__b06GeKhyphenhyphenAAxsDzkcQFs5Ot3hWSUUqR2bve0QbO94VCRpLSLroiO5zBiFONjq-1UpFr0FdILfq/s1600/Uji+Tanda+1.png" imageanchor="1" style="clear: left; float: left; margin-bottom: 1em; margin-right: 1em;"><img border="0" height="67" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhUdcJRwc7S4sSC5RaJt1iNUrGGA7wrSYlMmem0QgkRzvNpXGWxK2y4wCwZKmJsWPOfI__b06GeKhyphenhyphenAAxsDzkcQFs5Ot3hWSUUqR2bve0QbO94VCRpLSLroiO5zBiFONjq-1UpFr0FdILfq/s400/Uji+Tanda+1.png" width="400" /></a></div>
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<span style="font-size: 12.0pt;"><br /></span>
<span style="font-size: 12.0pt;"> </span><span style="background-color: white; color: #222222; font-family: 'Arial Narrow', sans-serif; font-size: 12pt; line-height: 15pt; text-align: justify;">Probabilitas hasil sampel = Pr(0)+Pr(1)+Pr(2)+Pr(3)+Pr(4)</span><br />
<div class="MsoNormal" style="background: white; line-height: 15.0pt; margin-bottom: .0001pt; margin-bottom: 0in; text-align: justify;">
<span style="color: #222222; font-family: "Arial Narrow","sans-serif"; font-size: 12.0pt; mso-bidi-font-family: Arial; mso-fareast-font-family: "Times New Roman";"> = 0,00977+0,09770+0,04394+0,1172+0,2051=
0,3769<o:p></o:p></span></div>
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<span style="font-size: 12.0pt;"><o:p></o:p></span></div>
<div class="MsoNormalCxSpMiddle" style="margin-bottom: 0.0001pt;">
<span style="font-size: 12.0pt;">5. Kesimpulan<o:p></o:p></span></div>
<div class="MsoNormalCxSpMiddle" style="margin-bottom: 0.0001pt;">
<span style="font-size: 12.0pt;"> </span><span style="background-color: white; color: #222222; font-family: 'Arial Narrow', sans-serif; font-size: 12pt; line-height: 15pt; text-align: justify;">Karena α= 0,05 <probabilitas hasil
sampel = 0,3769 maka H</span><sub style="background-color: white; color: #222222; font-family: 'Arial Narrow', sans-serif; line-height: 15pt; text-align: justify;">0 </sub><span style="background-color: white; color: #222222; font-family: 'Arial Narrow', sans-serif; font-size: 12pt; line-height: 15pt; text-align: justify;">diterima.jadi, tidak ada peningkatan pretasi
kerja setelah diberikan pelatihan.</span></div>
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<div class="MsoNormalCxSpFirst" style="margin: 0in 0in 0.0001pt 0.25in;">
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<b><span style="font-size: large;">Uji Dengan Pendekatan Normal</span></b><br />
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<a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhVtdSy6Mjvlz8QYBD-6HR17UO-erp7pzZO3h3OPi2hSvuomCKVZrL-JNT-59NoGhmxwR4_OXcDbWWOKHjGkmtFJzl6tB4cBanLD980SYgVi64Ii1FtBSuskZVcgHPXikK7HwX_Mgt0WdcH/s1600/Uji+Tanda+2.png" imageanchor="1" style="clear: left; float: left; margin-bottom: 1em; margin-right: 1em;"><img border="0" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhVtdSy6Mjvlz8QYBD-6HR17UO-erp7pzZO3h3OPi2hSvuomCKVZrL-JNT-59NoGhmxwR4_OXcDbWWOKHjGkmtFJzl6tB4cBanLD980SYgVi64Ii1FtBSuskZVcgHPXikK7HwX_Mgt0WdcH/s1600/Uji+Tanda+2.png" /></a></div>
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<b><span style="font-size: large;">Output SPSS</span></b><br />
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<a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgsMuSvoMpzBGEHxnX-jBC4c6jZtJugiszTVixChHI6s1dYXwVEVdm8vw8uVHsMTzj0Iwq7rZ03IMHVERxE4udC4xmXaBYAi9NP7Q1l3z2mHQ8AMwW2mDTs3iALBPPw7ihaKjHfzWPCUpnh/s1600/Uji+Tanda+3.png" imageanchor="1" style="clear: left; float: left; margin-bottom: 1em; margin-right: 1em;"><img border="0" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgsMuSvoMpzBGEHxnX-jBC4c6jZtJugiszTVixChHI6s1dYXwVEVdm8vw8uVHsMTzj0Iwq7rZ03IMHVERxE4udC4xmXaBYAi9NP7Q1l3z2mHQ8AMwW2mDTs3iALBPPw7ihaKjHfzWPCUpnh/s1600/Uji+Tanda+3.png" /></a></div>
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harryhttp://www.blogger.com/profile/04684852714335464555noreply@blogger.com0tag:blogger.com,1999:blog-3635332662013640626.post-76692092942106277342013-06-20T08:25:00.000+07:002017-06-18T11:21:29.378+07:00Pelatihan Statistik dengan STATA - Universitas Indonesia<div style="text-align: justify;">
<span class="fullpost">Program STATA merupakan salah satu program aplikasi statistik yang
banyak digunakan dewasa ini. Buku-buku referensi terbaru dari berbagai
bidang ilmu banyak menggunakan program STATA dalam membahas tema
statistik yang menyertainya. Kelebihan dari program STATA dibandingkan
program statistik lain diantaranya KELENGKAPAN ANALISA STATISTIK yang
disediakan serta kemudahan dalam pengoperasian khususnya dalam
penggunaan Sintax yang sangat sederhana. Kemampuan dari program STATA
diantaranya untuk melakukan manajemen data, analisa statistik, pembuatan
grafik, melakukan analisa simulasi dan <i>custom programming</i>.
Bidang yang banyak menggunakan program STATA diantaranya Ekonomi,
Sosiologi, Politik, Epidiomologi dan Biomedik. STATA menjadi salah satu
referensi program Statistik diberbagai lembaga dunia seperti WHO, Word
Bank, USAID dll.</span></div>
<div style="text-align: justify;">
Pelatihan ini membahas mengenai penggunaan software STATA untuk
melakukan berbagai analisa STATISTIK secara Komprehensif, mulai dari
cara Input Data, Import dan Export Data, Menejemen Data, Melakukan
Analisa dan Membaca Output Analisa. Tidak lupa berbagai teori Statistik
akan banyak dibahas, namun dengan pendekatan studi kasus sehingga akan
sangat mudah dipahami oleh para peserta.<br />
<br />
<br />
<b style="background-color: white; color: #222222; font-family: Arial, Verdana; font-size: 14px; line-height: 20px;">Target Pelatihan :</b></div>
<ol style="background-color: white; color: #222222; font-family: Arial,Verdana; font-size: 14px; line-height: 20px; text-align: justify;">
<li>Peserta memahami berbagai metode analisa statistik. </li>
<li><div class="MsoNormalCxSpMiddle" style="line-height: normal;">
Peserta memahami langkah-langkah pengujian statistik (termasuk pemahaman
terhadap tingkat signifikan dan perhitungan nilai confidence interval)</div>
</li>
<li><div class="MsoNormalCxSpMiddle" style="line-height: normal;">
Peserta memahami prosedur pengujian statistik serta memilih prosedur uji
statistik yang tepat yang didasarkan pada sifat data yang dimiliki.</div>
</li>
<li><div class="MsoNormalCxSpFirst" style="line-height: normal;">
Memahami asumsi-asumsi dalam pengujian statistik.</div>
</li>
<li><div class="MsoNormalCxSpFirst" style="line-height: normal;">
Peserta mampu mengoperasikan program STATA untuk proses manajemen data, pembuatan grafik dan tabel.</div>
</li>
<li><span style="line-height: normal;">Peserta mampu mengaplikasikan berbagai teori statistik yang dipelajari dalam program STATA </span></li>
</ol>
<div style="text-align: justify;">
<br style="background-color: white; color: #222222; font-family: Arial, Verdana; font-size: 14px; line-height: 20px;" />
<b style="background-color: white; color: #222222; font-family: Arial, Verdana; font-size: 14px; line-height: 20px;">Lama Pelatihan :</b><br />
<span style="background-color: white; color: #222222; font-family: "arial" , "verdana"; font-size: 14px; line-height: 20px;">2 hari, @ 375 menit</span><br />
<br />
<span style="background-color: white; font-family: "arial" , "verdana"; font-size: 14px; line-height: 20px;"><b>Biaya <a href="http://research-indonesia.blogspot.com/2011/01/pelatihan.html" style="color: #456b9a; outline: none;" target="_blank">Pelatihan</a> </b>:</span></div>
<div style="background-color: white; color: #222222; font-family: Arial,Verdana; font-size: 14px; line-height: 20px; text-align: justify;">
Mahasiswa & Dosen : Rp 2.000.000,-</div>
<div style="background-color: white; color: #222222; font-family: Arial,Verdana; font-size: 14px; line-height: 20px; text-align: justify;">
Umum & Profesional : Rp 2.700.000,-</div>
<div style="text-align: justify;">
</div>
<div style="background-color: white; color: #222222; font-family: Arial,Verdana; font-size: 14px; line-height: 20px; text-align: justify;">
<br />
<br /></div>
<div style="background-color: white; color: #222222; font-family: Arial,Verdana; font-size: 14px; line-height: 20px; text-align: justify;">
</div>
<div style="text-align: justify;">
</div>
<div style="text-align: justify;">
</div>
<div class="MsoNormal" style="background-color: white; color: #222222; font-family: Arial,Verdana; font-size: 14px; line-height: 13.35pt; margin: 0in 0in 0pt; text-align: justify;">
<b>Referensi :</b></div>
<ul style="line-height: 20px; text-align: justify;">
<li>Walpole, R .E. and R. H. Myer. 1989<b>. Probability and statistics for engineers and scientists.</b> Fourth edition. Macmillan Publising Co, Inc</li>
<li>Thomas P. Ryan. 1997. <b>Modern Regression Methodes</b>. John Wiley & Sons, Inc</li>
<li>Levin, R. I. and D. S. Rubin. 1994.<b> Statistics For Management</b>. Prentice-Hall, Inc</li>
<li>Hamilton, Lawrence C. 2003. <b>Statistics With Stata</b>. Thomson Learning</li>
</ul>
<div style="text-align: justify;">
<span style="line-height: 20px;"><br /></span></div>
<div style="text-align: justify;">
<b style="line-height: 17.796875px;">Sylabus :</b><br />
<br />
<div class="separator" style="clear: both; text-align: center;">
<a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhqsWw1K0_jUeS5W9SZaoxocD3YcM8eK9amr_1-b9L2rfD_3hhkjvrAmf6h_nXrgddftlBvjJ_Zc89CzbVoNzuvUDICemHF5Sm84HJNMdPb1_kJhU6Z5qf2_Tynk3ZYuomyq4nbesBtDMjO/s1600/STATA.bmp" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" height="640" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhqsWw1K0_jUeS5W9SZaoxocD3YcM8eK9amr_1-b9L2rfD_3hhkjvrAmf6h_nXrgddftlBvjJ_Zc89CzbVoNzuvUDICemHF5Sm84HJNMdPb1_kJhU6Z5qf2_Tynk3ZYuomyq4nbesBtDMjO/s1600/STATA.bmp" width="480" /></a></div>
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harryhttp://www.blogger.com/profile/04684852714335464555noreply@blogger.com6tag:blogger.com,1999:blog-3635332662013640626.post-61191579437907467782013-06-19T15:20:00.000+07:002017-06-18T11:13:24.029+07:00Silabus Analisis Statistik II<div style="color: #990000;">
<span style="font-size: large;"><b>Analisis Statistik II</b></span></div>
<br />
<div style="text-align: justify;">
<span style="font-size: small;">Pelatihan yang memperkenalkan berbagai analisis multivariate yang berguna dalam proses penataaan objek yang memiliki banyak indikator (variabel). Aplikasi dari analisis multivariat sangat luas, umumnya digunakan dalam riset pemasaran, penelitian manajemen, penelitian kesehatan, SDM dan pengujian labolaturium. Dibidang SDM, materi pelatihan yang dipelajari dalam Analisis Statistik II ini dapat digunakan untuk mengevaluasi sebuah <b><span style="color: #cc0000;">Job Deskrips</span><span style="color: #cc0000;">i</span></b> dan membuat <b style="color: #cc0000;">Job Analysis</b>. Dibidang perbangkan dan perusahaan pembiayaan, materi pelatihan yang dipelajari dalam Analisis Statistik II banyak digunakan untuk mengevaluasi resiko, khususnya untuk membuat profile nasabah yang beresiko. Aplikasi yang lebih luas pada sektor regulasi, materi pelatihan yang dipelajari dalam Analisis Statistik II dapat digunakan untuk mengindikasikan profil dari <b><span style="color: #cc0000;">perusahaan yang beresiko mengalami kebangkrutan</span></b> (<b><span style="color: #cc0000;">Pailit</span></b>). </span></div>
<div style="text-align: justify;">
<span style="font-size: small;"><br /></span></div>
<span style="font-size: small;"><br /></span>
<span style="font-size: small;"><b>Target Pelatihan :</b></span><br />
<ol><span style="font-size: small;">
</span>
<li><span style="font-size: small;">Pesera memahami berbagai permodel analisa statistik</span></li>
<span style="font-size: small;">
</span>
<li><span style="font-size: small;">Peserta memahami berbagai teknik analisa multivariate</span></li>
<span style="font-size: small;">
</span>
<li><span style="font-size: small;">Peserta memahami asumsi dalam analisa multivariate</span></li>
<span style="font-size: small;">
</span>
<li><span style="font-size: small;">Peserta mampu mengaplikasikan analisa multivariate dalam program statistik SPSS </span></li>
</ol>
<br />
<span style="font-size: small;"><b>Lama Pelatihan :</b></span><br />
<span style="font-size: small;">2 hari, @ 375 menit</span><br />
<br />
<br />
<div class="MsoNormal" style="background: white; line-height: 13.35pt; margin: 0in 0in 0pt; text-align: justify;">
<b>Referensi :</b></div>
<div class="MsoNormal" style="background: none repeat scroll 0% 0% white; line-height: 13.35pt; margin: 0in 0in 0pt; text-align: justify;">
<span style="font-size: small;"><span style="font-family: "arial" , "helvetica" , sans-serif;">Johnson, R. D. & D. W. Wichern. 2002. <b>Applied Multivariate Statistical Analysis,</b> fifth Edition. Prentice Hall.</span></span></div>
<div class="MsoNormal" style="background: none repeat scroll 0% 0% white; line-height: 13.35pt; margin: 0in 0in 0pt; text-align: justify;">
<span style="font-size: small;"><span style="font-family: "arial" , "helvetica" , sans-serif;">Subhash Sharma. 1996<b>. Applied Multivariate Techniques.</b> John Wiley & Sons, Inc</span></span></div>
<div class="MsoNormal" style="margin: 0in 0in 10pt;">
<span style="font-size: small;"><span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="color: #222222; line-height: 115%;">Thomas P. Ryan. 1997. <b>Modern Regression Methodes</b>. John Wiley & Sons, Inc</span></span></span></div>
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<span style="font-size: small;"><b>Biaya Pelatihan:</b></span><br />
<span style="font-size: small;"><br /></span>
<span style="font-size: small;">Dosen & Mahasiwa : Rp 2.000.000,-</span><br />
<span style="font-size: small;">Profesional & Umum : Rp 2.700,000,-</span><br />
<span style="font-size: small;"><br /></span>
<span style="font-size: small;"><br /></span>
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Silabus :<br />
<img alt="" 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" 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<span class="fullpost"></span>harryhttp://www.blogger.com/profile/04684852714335464555noreply@blogger.com4