{"id":868,"date":"2024-01-29T09:23:19","date_gmt":"2024-01-29T02:23:19","guid":{"rendered":"https:\/\/people.usd.ac.id\/~ydkristanto\/?page_id=868"},"modified":"2025-09-10T14:13:25","modified_gmt":"2025-09-10T07:13:25","slug":"shiny-stat-dan-id","status":"publish","type":"page","link":"https:\/\/people.usd.ac.id\/~ydkristanto\/index.php\/media-pengajaran\/shiny-stat-dan-id\/","title":{"rendered":"Aplikasi Shiny untuk Statistika dan Ilmu Data"},"content":{"rendered":"\n<div class=\"wp-block-buttons is-content-justification-right\">\n<div class=\"wp-block-button is-style-outline\"><a class=\"wp-block-button__link\" href=\"https:\/\/people.usd.ac.id\/~ydkristanto\/index.php\/learning-resources\/shiny-apps-statistics-data-science\/\">EN<\/a><\/div>\n<\/div>\n\n\n\n<p class=\"has-drop-cap\">Laman ini mencakup beberapa aplikasi interaktif berbasis web untuk mengilustrasikan konsep-konsep penting dalam Statistika dan Ilmu Data. Semua aplikasi dalam laman ini merupakan perangkat lunak sumber terbuka. Kode-kode sumber aplikasi tersebut dapat ditemukan di repositori <a href=\"https:\/\/github.com\/ydkristanto?tab=repositories\" target=\"_blank\" rel=\"noreferrer noopener\">Github<\/a>.<\/p>\n\n\n\n<div class=\"wp-block-group alignfull has-green-background-color has-background\"><div class=\"wp-block-group__inner-container\">\n<div class=\"wp-block-columns alignwide\">\n<div class=\"wp-block-column\">\n<figure class=\"wp-block-image size-full is-style-twentytwentyone-border\"><img loading=\"lazy\" width=\"750\" height=\"422\" src=\"https:\/\/i0.wp.com\/people.usd.ac.id\/~ydkristanto\/wp-content\/uploads\/2024\/01\/simpangan-baku-sampel.png?resize=750%2C422&#038;ssl=1\" alt=\"\" class=\"wp-image-877\" data-recalc-dims=\"1\"\/><\/figure>\n\n\n\n<p><strong>Simpangan Baku Sampel<\/strong><\/p>\n\n\n\n<p class=\".smaller\">Pernahkah Anda bertanya-tanya mengapa dalam penentuan simpangan baku sampel pembaginya adalah <em>n<\/em> &#8211; 1, bukannya <em>n<\/em> seperti dalam penghitungan simpangan baku populasi?<\/p>\n\n\n\n<div class=\"wp-block-buttons\">\n<div class=\"wp-block-button is-style-outline\"><a class=\"wp-block-button__link\" href=\"https:\/\/people.usd.ac.id\/~ydkristanto\/app\/simpangan-baku\/\">Buka<\/a><\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column\">\n<figure class=\"wp-block-image size-full is-style-twentytwentyone-border\"><img loading=\"lazy\" width=\"750\" height=\"422\" src=\"https:\/\/i0.wp.com\/people.usd.ac.id\/~ydkristanto\/wp-content\/uploads\/2024\/01\/hukum-bilangan-besar.png?resize=750%2C422&#038;ssl=1\" alt=\"\" class=\"wp-image-889\" data-recalc-dims=\"1\"\/><\/figure>\n\n\n\n<p><strong>Hukum Bilangan Besar<\/strong><\/p>\n\n\n\n<p class=\".smaller\">Apa yang terjadi dengan rerata sebuah sampel ketika ukurannya semakin besar? Silakan buka tautan berikut untuk menyelidikinya!<\/p>\n\n\n\n<div class=\"wp-block-buttons\">\n<div class=\"wp-block-button is-style-outline\"><a class=\"wp-block-button__link\" href=\"https:\/\/people.usd.ac.id\/~ydkristanto\/app\/hukum-bil-besar\/\">Buka<\/a><\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column\">\n<figure class=\"wp-block-image size-full is-style-twentytwentyone-border\"><img loading=\"lazy\" width=\"750\" height=\"422\" src=\"https:\/\/i0.wp.com\/people.usd.ac.id\/~ydkristanto\/wp-content\/uploads\/2024\/01\/dist-sampling-rerata-1.png?resize=750%2C422&#038;ssl=1\" alt=\"Distribusi delapan sampel yang dipilih secara acak dari sebuah populasi yang condong ke kanan.\" class=\"wp-image-869\" data-recalc-dims=\"1\"\/><\/figure>\n\n\n\n<p><strong>Demonstrasi Teorema Limit Pusat<\/strong><\/p>\n\n\n\n<p class=\".smaller\">Lihat karakteristik distribusi proporsi dan rerata dari sampel-sampel acak dan temukan polanya!<\/p>\n\n\n\n<div class=\"wp-block-buttons\">\n<div class=\"wp-block-button is-style-outline\"><a class=\"wp-block-button__link\" href=\"https:\/\/people.usd.ac.id\/~ydkristanto\/app\/teor-lim-pusat\/\">Buka<\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-group alignfull has-gray-background-color has-background\"><div class=\"wp-block-group__inner-container\">\n<div class=\"wp-block-columns alignwide\">\n<div class=\"wp-block-column\">\n<figure class=\"wp-block-image size-full is-style-twentytwentyone-border\"><img loading=\"lazy\" width=\"750\" height=\"422\" src=\"https:\/\/i0.wp.com\/people.usd.ac.id\/~ydkristanto\/wp-content\/uploads\/2024\/01\/cakupan-selang-rerata.png?resize=750%2C422&#038;ssl=1\" alt=\"\" class=\"wp-image-874\" data-recalc-dims=\"1\"\/><\/figure>\n\n\n\n<p><strong>Cakupan Selang Kepercayaan<\/strong><\/p>\n\n\n\n<p>Apa makna tingkat kepercayaan 90%, 95%, dan 99%? Silakan temukan jawabannya dengan eksplorasi aplikasi Shiny ini!<\/p>\n\n\n\n<div class=\"wp-block-buttons\">\n<div class=\"wp-block-button is-style-outline\"><a class=\"wp-block-button__link\" href=\"https:\/\/people.usd.ac.id\/~ydkristanto\/app\/selang-kepercayaan\/\">Buka<\/a><\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column\">\n<figure class=\"wp-block-image size-full is-style-twentytwentyone-border\"><img loading=\"lazy\" width=\"750\" height=\"422\" src=\"https:\/\/i0.wp.com\/people.usd.ac.id\/~ydkristanto\/wp-content\/uploads\/2024\/01\/perbandingan-dist-z-dan-t.png?resize=750%2C422&#038;ssl=1\" alt=\"\" class=\"wp-image-875\" data-recalc-dims=\"1\"\/><\/figure>\n\n\n\n<p><strong>Mengapa Distribusi t?<\/strong><\/p>\n\n\n\n<p>Silakan ekplorasi aplikasi interaktif ini untuk menemukan kebutuhan akan distribusi <em>t<\/em>!<\/p>\n\n\n\n<div class=\"wp-block-buttons\">\n<div class=\"wp-block-button is-style-outline\"><a class=\"wp-block-button__link\" href=\"https:\/\/people.usd.ac.id\/~ydkristanto\/app\/dist-t\/\">Buka<\/a><\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column\">\n<figure class=\"wp-block-image size-full is-style-twentytwentyone-border\"><img loading=\"lazy\" width=\"750\" height=\"422\" src=\"https:\/\/i0.wp.com\/people.usd.ac.id\/~ydkristanto\/wp-content\/uploads\/2024\/01\/ketegaran-uji-t-welch.png?resize=750%2C422&#038;ssl=1\" alt=\"\" class=\"wp-image-878\" data-recalc-dims=\"1\"\/><\/figure>\n\n\n\n<p><strong>Ketegaran dan Kuasa Uji t dan Welch<\/strong><\/p>\n\n\n\n<p>Paling tidak ada dua jenis uji <em>t<\/em> untuk dua sampel, yang mengasumsikan homogenitas variansi dan yang tidak. Silakan bandingkan ketegaran dan kuasa kedua jenis uji <em>t<\/em> tersebut!<\/p>\n\n\n\n<div class=\"wp-block-buttons\">\n<div class=\"wp-block-button is-style-outline\"><a class=\"wp-block-button__link\" href=\"https:\/\/people.usd.ac.id\/~ydkristanto\/app\/uji-t-welch\/\">Buka<\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-group alignfull has-purple-background-color has-background\"><div class=\"wp-block-group__inner-container\">\n<div class=\"wp-block-columns alignwide\">\n<div class=\"wp-block-column\" style=\"flex-basis:50%\">\n<figure class=\"wp-block-image size-full is-style-twentytwentyone-border\"><img loading=\"lazy\" width=\"750\" height=\"422\" src=\"https:\/\/i0.wp.com\/people.usd.ac.id\/~ydkristanto\/wp-content\/uploads\/2024\/02\/Screenshot-204.png?resize=750%2C422&#038;ssl=1\" alt=\"\" class=\"wp-image-899\" data-recalc-dims=\"1\"\/><figcaption>Potret hasil PISA 2022.<\/figcaption><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-column\" style=\"flex-basis:50%\">\n<p><strong>Indonesia dalam PISA 2022<\/strong><\/p>\n\n\n\n<p>Bagaimana literasi matematika, membaca, dan sains anak-anak Indonesia dibandingkan dengan negara-negara lain? Bagaimana juga pola pikir mereka? Apakah pendidikan di Indonesia sudah merata dan berkeadilan? Ayo eksplorasi dan selami hasil PISA 2022 untuk Indonesia!<\/p>\n\n\n\n<div class=\"wp-block-buttons\">\n<div class=\"wp-block-button is-style-outline\"><a class=\"wp-block-button__link\" href=\"https:\/\/people.usd.ac.id\/~ydkristanto\/app\/idn-pisa-2022\/\">Buka<\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-group alignfull\"><div class=\"wp-block-group__inner-container\">\n<div class=\"wp-block-columns alignwide\">\n<div class=\"wp-block-column\">\n<figure class=\"wp-block-image size-full is-style-twentytwentyone-border\"><img loading=\"lazy\" width=\"750\" height=\"422\" src=\"https:\/\/i0.wp.com\/people.usd.ac.id\/~ydkristanto\/wp-content\/uploads\/2024\/04\/vids-retention.png?resize=750%2C422&#038;ssl=1\" alt=\"Videos Retention\" class=\"wp-image-941\" data-recalc-dims=\"1\"\/><figcaption>Analisis perilaku pengguna video-video perkuliahan Aljabar dan Trigonometri.<\/figcaption><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-column\">\n<p><strong>Video Analytics<\/strong><\/p>\n\n\n\n<p>Bagaimana data video-video Youtube dapat memberikan informasi tentang perilaku penontonnya? Dasbor ini dapat digunakan untuk mengeksplorasi statistik-statistik tentang perilaku penonton video pembelajaran matematika di Youtube.<\/p>\n\n\n\n<div class=\"wp-block-buttons\">\n<div class=\"wp-block-button is-style-outline\"><a class=\"wp-block-button__link\" href=\"https:\/\/people.usd.ac.id\/~ydkristanto\/app\/vid-analytics\/\" target=\"_blank\" rel=\"noreferrer noopener\">Buka<\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-group alignfull has-green-background-color has-background\"><div class=\"wp-block-group__inner-container\">\n<div class=\"wp-block-columns alignwide\">\n<div class=\"wp-block-column\">\n<figure class=\"wp-block-image size-full is-style-twentytwentyone-border\"><img loading=\"lazy\" width=\"750\" height=\"422\" src=\"https:\/\/i0.wp.com\/people.usd.ac.id\/~ydkristanto\/wp-content\/uploads\/2024\/04\/bib-math-educ.png?resize=750%2C422&#038;ssl=1\" alt=\"\" class=\"wp-image-945\" data-recalc-dims=\"1\"\/><figcaption>Analisis bibliometrik terhadap pustaka pendidikan matematika.<\/figcaption><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-column\">\n<p><strong>Bibliometric Analysis<\/strong><\/p>\n\n\n\n<p>Ingin mengetahui peneliti siapa saja yang paling produktif dan relevan dalam bidang pendidikan matematika? Atau tren penelitian dalam pendidikan matematika? Atau jejaring sosial antarpenelitinya? Silakan jelajahi pustaka penelitian pendidikan matematika melalui dasbor interaktif ini!<\/p>\n\n\n\n<div class=\"wp-block-buttons\">\n<div class=\"wp-block-button is-style-outline\"><a class=\"wp-block-button__link\" href=\"https:\/\/people.usd.ac.id\/~ydkristanto\/app\/bib-math-educ\/\">Buka<\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-group alignfull\"><div class=\"wp-block-group__inner-container\">\n<div class=\"wp-block-columns alignwide\">\n<div class=\"wp-block-column\">\n<figure class=\"wp-block-image size-full is-style-twentytwentyone-border\"><img loading=\"lazy\" width=\"750\" height=\"422\" src=\"https:\/\/i0.wp.com\/people.usd.ac.id\/~ydkristanto\/wp-content\/uploads\/2024\/05\/jelajah-raja-ampat.png?resize=750%2C422&#038;ssl=1\" alt=\"\" class=\"wp-image-955\" data-recalc-dims=\"1\"\/><figcaption>Pemodelan hubungan antara banyak spesies dan luas wilayah.<\/figcaption><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-column\">\n<p><strong>Jelajah Raja Ampat<\/strong><\/p>\n\n\n\n<p>Sudah menjadi rahasia umum kalau Kepulauan Raja Ampat menyimpan pesona keindahan dan keanekaragaman hayatinya. Ayo selidiki dan modelkan keanekaragaman hayatinya dengan model-model matematis!<\/p>\n\n\n\n<div class=\"wp-block-buttons\">\n<div class=\"wp-block-button is-style-outline\"><a class=\"wp-block-button__link\" href=\"https:\/\/people.usd.ac.id\/~ydkristanto\/app\/jelajah-raja-ampat\/\" target=\"_blank\" rel=\"noreferrer noopener\">Buka<\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-group alignfull has-purple-background-color has-background\"><div class=\"wp-block-group__inner-container\">\n<div class=\"wp-block-columns alignwide\">\n<div class=\"wp-block-column\">\n<figure class=\"wp-block-image size-full is-style-twentytwentyone-border\"><img loading=\"lazy\" width=\"750\" height=\"422\" src=\"https:\/\/i0.wp.com\/people.usd.ac.id\/~ydkristanto\/wp-content\/uploads\/2024\/06\/fitur-model-polinomial.png?resize=750%2C422&#038;ssl=1\" alt=\"\" class=\"wp-image-965\" data-recalc-dims=\"1\"\/><figcaption>Penggunaan fungsi polinomial untuk memodelkan preferensi musik.<\/figcaption><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-column\">\n<p><strong>Pemodelan Fungsi Polinomial<\/strong><\/p>\n\n\n\n<p>Bagaimana fungsi polinomial dapat digunakan untuk memodelkan permasalahan-permasalahan pada sektor pangan, pariwisata, ekonomi, dan musik?<\/p>\n\n\n\n<div class=\"wp-block-buttons\">\n<div class=\"wp-block-button is-style-outline\"><a class=\"wp-block-button__link\" href=\"https:\/\/people.usd.ac.id\/~ydkristanto\/app\/model-polinomial\/\" target=\"_blank\" rel=\"noreferrer noopener\">Buka<\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div><\/div>\n\n\n\n<hr class=\"wp-block-separator\"\/>\n\n\n\n<div class=\"wp-block-group is-style-twentytwentyone-border\"><div class=\"wp-block-group__inner-container\">\n<div class=\"related-topics\">\n  <h3>Jelajahi topik-topik terkait<\/h3>\n  <p>Temukan konten-konten terkait lainnya dalam situs web ini.<\/p>\n  <ul class=\"topics-list\">\n    <li><a href=\"https:\/\/people.usd.ac.id\/~ydkristanto\/?s=Statistika\">Statistika<\/a><\/li>\n    <li><a href=\"https:\/\/people.usd.ac.id\/~ydkristanto\/?s=Ilmu+Data\">Ilmu Data<\/a><\/li>\n    <li><a href=\"https:\/\/people.usd.ac.id\/~ydkristanto\/?s=Visualisasi+Data\">Visualisasi Data<\/a><\/li>\n    <li><a href=\"https:\/\/people.usd.ac.id\/~ydkristanto\/?s=Analisis+Data\">Analisis Data<\/a><\/li>\n    <li><a href=\"https:\/\/people.usd.ac.id\/~ydkristanto\/?s=Simpangan+Baku\">Simpangan Baku<\/a><\/li>\n    <li><a href=\"https:\/\/people.usd.ac.id\/~ydkristanto\/?s=Hukum+Bilangan+Besar\">Hukum Bilangan Besar<\/a><\/li>\n    <li><a href=\"https:\/\/people.usd.ac.id\/~ydkristanto\/?s=Teorema+Limit+Pusat\">Teorema Limit Pusat<\/a><\/li>\n    <li><a href=\"https:\/\/people.usd.ac.id\/~ydkristanto\/?s=Selang Kepercayaan\">Selang Kepercayaan<\/a><\/li>\n    <li><a href=\"https:\/\/people.usd.ac.id\/~ydkristanto\/?s=Selang Kepercayaan\">Distribusi t<\/a><\/li>\n    <li><a href=\"https:\/\/people.usd.ac.id\/~ydkristanto\/?s=Shiny\">Shiny<\/a><\/li>\n    <li><a href=\"https:\/\/people.usd.ac.id\/~ydkristanto\/?s=Sumber+Belajar+Interaktif\">Sumber Belajar Interaktif<\/a><\/li>\n  <\/ul>\n<\/div>\n<\/div><\/div>\n","protected":false},"excerpt":{"rendered":"<p>Laman ini mencakup beberapa aplikasi interaktif berbasis web untuk mengilustrasikan konsep-konsep penting dalam Statistika dan Ilmu Data. Semua aplikasi dalam laman ini merupakan perangkat lunak sumber terbuka. Kode-kode sumber aplikasi tersebut dapat ditemukan di repositori Github. Simpangan Baku Sampel Pernahkah Anda bertanya-tanya mengapa dalam penentuan simpangan baku sampel pembaginya adalah n &#8211; 1, bukannya n&hellip; <a class=\"more-link\" href=\"https:\/\/people.usd.ac.id\/~ydkristanto\/index.php\/media-pengajaran\/shiny-stat-dan-id\/\">Continue reading <span class=\"screen-reader-text\">Aplikasi Shiny untuk Statistika dan Ilmu Data<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"parent":882,"menu_order":2,"comment_status":"closed","ping_status":"closed","template":"","meta":{"advanced_seo_description":"","spay_email":""},"jetpack_shortlink":"https:\/\/wp.me\/P93lma-e0","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/people.usd.ac.id\/~ydkristanto\/index.php\/wp-json\/wp\/v2\/pages\/868"}],"collection":[{"href":"https:\/\/people.usd.ac.id\/~ydkristanto\/index.php\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/people.usd.ac.id\/~ydkristanto\/index.php\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/people.usd.ac.id\/~ydkristanto\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/people.usd.ac.id\/~ydkristanto\/index.php\/wp-json\/wp\/v2\/comments?post=868"}],"version-history":[{"count":20,"href":"https:\/\/people.usd.ac.id\/~ydkristanto\/index.php\/wp-json\/wp\/v2\/pages\/868\/revisions"}],"predecessor-version":[{"id":1407,"href":"https:\/\/people.usd.ac.id\/~ydkristanto\/index.php\/wp-json\/wp\/v2\/pages\/868\/revisions\/1407"}],"up":[{"embeddable":true,"href":"https:\/\/people.usd.ac.id\/~ydkristanto\/index.php\/wp-json\/wp\/v2\/pages\/882"}],"wp:attachment":[{"href":"https:\/\/people.usd.ac.id\/~ydkristanto\/index.php\/wp-json\/wp\/v2\/media?parent=868"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}