{"id":2159,"date":"2018-11-01T20:55:51","date_gmt":"2018-11-01T13:55:51","guid":{"rendered":"https:\/\/www.its.ac.id\/statistika\/?page_id=2159"},"modified":"2026-06-25T10:00:00","modified_gmt":"2026-06-25T03:00:00","slug":"analitika-data-bisnis-dan-industri","status":"publish","type":"page","link":"https:\/\/www.its.ac.id\/statistika\/fasilitas\/laboratorium\/analitika-data-bisnis-dan-industri\/","title":{"rendered":"ANALITIKA DATA BISNIS DAN INDUSTRI"},"content":{"rendered":"<p>[vc_section css=&#8221;.vc_custom_1504163696481{margin-top: 50px !important;}&#8221;][vc_row][vc_column width=&#8221;1\/4&#8243;][dot_custom_title position_text=&#8221;left&#8221; font_style=&#8221;AvenirNextLTPro-DemiCn&#8221; title=&#8221;Laboratorium&#8221;][\/dot_custom_title][dot_sidebar_menu select_menu=&#8221;sidebar-laboratorium&#8221;][\/vc_column][vc_column width=&#8221;3\/4&#8243;][dot_custom_title position_text=&#8221;center&#8221; font_style=&#8221;AvenirNextLTPro-DemiCn&#8221; title=&#8221;Analitika Data Bisnis dan Industri&#8221;][\/dot_custom_title][vc_column_text]<\/p>\n<h4><span style=\"color: #0000ff\"><strong>Kepala Laboratorium:\u00a0 <\/strong><\/span><\/h4>\n<ul>\n<li><a href=\"https:\/\/www.its.ac.id\/statistika\/dosen-staff\/daftar-dosen\/dr-muhammad-ahsan\/\" target=\"_blank\" rel=\"noopener\">Dr. Muhammad Ahsan, S.Si.<\/a><\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p><span style=\"color: #0000ff\"><strong>Anggota:<\/strong><\/span><\/p>\n<ul>\n<li><a href=\"https:\/\/www.its.ac.id\/statistika\/dosen-staff\/daftar-dosen\/m-mashuri\/\" target=\"_blank\" rel=\"noopener\">Prof. Dr. M. Mashuri, MT.<\/a><\/li>\n<li><a href=\"https:\/\/www.its.ac.id\/statistika\/dosen-staff\/daftar-dosen\/wibawati-msi\/\" target=\"_blank\" rel=\"noopener\">Dr. Wibawati, S.Si., M.Si.<\/a><\/li>\n<li><a href=\"https:\/\/www.its.ac.id\/statistika\/dosen-staff\/daftar-dosen\/diaz-f-aksioma\/\" target=\"_blank\" rel=\"noopener\">Diaz Fitra Aksioma, S.Si., M.Si.<\/a><\/li>\n<li><a href=\"https:\/\/www.its.ac.id\/statistika\/dosen-staff\/daftar-dosen\/novri-s\/\" target=\"_blank\" rel=\"noopener\">Novri Suhermi, S.Si., M.Si.<\/a><\/li>\n<li><a href=\"https:\/\/www.its.ac.id\/statistika\/dosen-staff\/daftar-dosen\/rahmatin-nur-amalia\/\" target=\"_blank\" rel=\"noopener\">Rahmatin Nur Amalia, S.Stat., M.Si.<\/a><\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p style=\"text-align: justify\"><span style=\"font-size: large;color: #0000ff\"><strong>Vision:<\/strong><\/span><\/p>\n<p style=\"text-align: justify\">Our vision by the end of 2020 is to build LBIS into an eminent laboratory, national and internationally benchmarked in the field of business and industrial statistics.<\/p>\n<p style=\"text-align: justify\">Our long-term objective is to become a leading laboratory, develops and expands the statistical methods on business and industrial, known for critical thinking and social responsibilities, and as a laboratory that produces outstanding research that has a direct impact on our educational activities and our engagement with business and enterprises.<\/p>\n<p>&nbsp;<\/p>\n<p style=\"text-align: justify\"><span style=\"color: #0000ff\"><strong><span style=\"font-size: large\">Mission:<\/span><\/strong><\/span><\/p>\n<p style=\"text-align: justify\">Our mission is to offer an inspiring international learning group to study business and industrial statistics, where both lecturers and students can develop their capacities by conducting high-quality academic research on innovative relevant themes, and by offering research-based teaching that meets the department in line with the international standards. More specifically, we want to build LBIS into a laboratory that<\/p>\n<ol>\n<li>Designing the international standards curriculum of Business and Industrial Statistics.<\/li>\n<li>Developing and introducing the new statistical methods for business and industries.<\/li>\n<li>Collaborating with business and enterprises in researches and in the development of human resources.<\/li>\n<\/ol>\n<p>&nbsp;<\/p>\n<p style=\"text-align: justify\"><span style=\"color: #0000ff\"><strong><span style=\"font-size: large\">Value:<\/span><\/strong><\/span><\/p>\n<p>The core values on which we build towards realising our vision are:<\/p>\n<ol>\n<li>Excellence \u2013 publish consistently in reputable international journals, excellent teaching, and outstanding students.<\/li>\n<li>Critical &amp; Independent Thinking by conducting research-based teaching<\/li>\n<li>Social Engagement: ethical, environmental, social, and governance issues develops relevant topics.<\/li>\n<\/ol>\n<p>&nbsp;<\/p>\n<p><span style=\"color: #0000ff\"><strong><span style=\"font-size: large\">Areas of Expertise:<\/span><\/strong><\/span><\/p>\n<ul>\n<li>Control Chart<\/li>\n<li>Reliabilty Optimization<\/li>\n<li>Quality by Design &amp; Robust Design<\/li>\n<li>Quality Improvement Method based on Six Sigma Quality (single &amp; multiple-response) by Taguchi, Fuzzy Logic, Wavelet.<\/li>\n<li>Stochastic Model<\/li>\n<li>Structural Equation Modeling (SEM)<\/li>\n<li>Calibration Model<\/li>\n<li>Risk Theory and Financial Engineering<\/li>\n<li>Analytical Hierarchy Process (AHP)<\/li>\n<li>Market Mapping Analysis<\/li>\n<li>Non-Destructive Evaluation<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p><span style=\"color: #0000ff\"><strong><span style=\"font-size: large\">Research Collaboration:<\/span><\/strong><\/span><\/p>\n<ul>\n<li>PT. PHILIPS<\/li>\n<li>PT. UBS<\/li>\n<li>PT Pertamina (Customer Satisfaction)<\/li>\n<li>JTV (Loyalty Survey)<\/li>\n<li>Jawa Pos (Electability Survey)<\/li>\n<li>PT. ALSTOM (Research &amp; Training)<\/li>\n<li>PDAM (Research &amp; Training)<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p><span style=\"font-size: large;color: #0000ff\"><strong>Research Roadmap:<\/strong><\/span><\/p>\n<table style=\"width: 944px\" border=\"1\" cellspacing=\"0\" cellpadding=\"0\">\n<tbody>\n<tr>\n<td valign=\"top\" width=\"192\"><strong>Topics<\/strong><\/td>\n<td valign=\"top\" width=\"314\"><strong>&#8230; 2014<\/strong><\/td>\n<td valign=\"top\" width=\"438\"><strong>2015 \u2013 2020<\/strong><\/td>\n<\/tr>\n<tr>\n<td valign=\"top\" width=\"192\"><strong>Development of univariate &amp; multivariate control chart (variable &amp; attribute)<\/strong><\/td>\n<td valign=\"top\" width=\"314\">\n<ul>\n<li>SDCM based control chart<\/li>\n<li>Log linier based control chart<\/li>\n<li>Univariate non-parametric control chart<\/li>\n<li>Multinomial, poisson &amp; mahalanobis distance based attribute multivariate control chart<\/li>\n<\/ul>\n<\/td>\n<td valign=\"top\" width=\"438\">\n<ul>\n<li>Performance evaluation &amp; application of SDCM based control chart<\/li>\n<li>Performance evaluation &amp; application of log-linier based control chart<\/li>\n<li>Chi-squared distance attribute multivariate control chart<\/li>\n<\/ul>\n<\/td>\n<\/tr>\n<tr>\n<td valign=\"top\" width=\"192\"><strong>Univariat &amp; multivariate control chart for non-random observation.<\/strong><\/td>\n<td valign=\"top\" width=\"314\">\n<ul>\n<li>EWMA &amp; MEWMA for non-random obs<\/li>\n<li>EWMA &amp; MEWMA for VAR(p) &amp; VARMA(p) patterned observations<\/li>\n<\/ul>\n<\/td>\n<td valign=\"top\" width=\"438\">\n<ul>\n<li>Performance evaluation &amp; application of EWMA &amp; MEWMA for non-random observations<\/li>\n<li>Performance evaluation &amp; application of EWMA &amp; MEWMA for VAR(p) &amp; VARMA(p) patterned observations<\/li>\n<\/ul>\n<\/td>\n<\/tr>\n<tr>\n<td valign=\"top\" width=\"192\"><strong>Quality by Design<\/strong><\/td>\n<td colspan=\"2\" valign=\"top\" width=\"752\">\n<ul>\n<li>Lost Function &amp; Signal to Noise Ratios (Robust Design)<\/li>\n<\/ul>\n<\/td>\n<\/tr>\n<tr>\n<td valign=\"top\" width=\"192\"><strong>Multirespon Optimization (continue respon data)<\/strong><\/td>\n<td valign=\"top\" width=\"314\">\n<ul>\n<li>Desirability function<\/li>\n<li>Fuzzy logic<\/li>\n<li>Neural Network<\/li>\n<\/ul>\n<\/td>\n<td valign=\"top\" width=\"438\">\n<ul>\n<li>Hybrid Method<\/li>\n<li>Application &amp; comparison<\/li>\n<\/ul>\n<\/td>\n<\/tr>\n<tr>\n<td valign=\"top\" width=\"192\"><strong>Multirespon Optimization (discrete respon data)<\/strong><\/td>\n<td valign=\"top\" width=\"314\">\n<ul>\n<li>Taguchi by Desirability function<\/li>\n<li>Taguchi by Fuzzy logic<\/li>\n<li>Taguchi by Neural Network<\/li>\n<\/ul>\n<\/td>\n<td valign=\"top\" width=\"438\">\n<ul>\n<li>Taguchi by Hybrid method<\/li>\n<li>Application &amp; comparison<\/li>\n<\/ul>\n<\/td>\n<\/tr>\n<tr>\n<td valign=\"top\" width=\"192\"><strong>Dynamic Multirespon Optimization<\/strong><\/td>\n<td valign=\"top\" width=\"314\">\n<ul>\n<li>Dynamic Multirespon Optimization<\/li>\n<\/ul>\n<\/td>\n<td valign=\"top\" width=\"438\">\n<ul>\n<li>Dynamic Multirespon Optimization window operating<\/li>\n<\/ul>\n<\/td>\n<\/tr>\n<tr>\n<td valign=\"top\" width=\"192\"><strong>Quasi Optimization for Renewal Process<\/strong><\/td>\n<td valign=\"top\" width=\"314\">\n<ul>\n<li>Semi-markov process<\/li>\n<li>Quasi renewal process<\/li>\n<\/ul>\n<\/td>\n<td valign=\"top\" width=\"438\">\n<ul>\n<li>Semi-markov process preventive maintenance<\/li>\n<li>Quasi Renewal process preventive maintenance<\/li>\n<\/ul>\n<\/td>\n<\/tr>\n<tr>\n<td valign=\"top\" width=\"192\"><strong>Copula Function<\/strong><\/td>\n<td colspan=\"2\" valign=\"top\" width=\"752\">\n<ul>\n<li><strong>Developing copula function<\/strong><\/li>\n<\/ul>\n<\/td>\n<\/tr>\n<tr>\n<td valign=\"top\" width=\"192\"><strong>Ruin Theory<\/strong><\/td>\n<td colspan=\"2\" valign=\"top\" width=\"752\">\n<ul>\n<li>Renewal process, diffusion process &amp; semi-markov process<\/li>\n<\/ul>\n<\/td>\n<\/tr>\n<tr>\n<td valign=\"top\" width=\"192\"><strong>Analytical Hierarchy Process (AHP)<\/strong><\/td>\n<td colspan=\"2\" valign=\"top\" width=\"752\">\n<ul>\n<li>Logistic Least square &amp; robust regression<\/li>\n<\/ul>\n<\/td>\n<\/tr>\n<tr>\n<td valign=\"top\" width=\"192\"><strong>Market Mapping Analysis<\/strong><\/td>\n<td colspan=\"2\" valign=\"top\" width=\"752\">\n<ul>\n<li>Market Potensial Research, Marketing Information System, Market Chain &amp; Decission Support System<\/li>\n<\/ul>\n<\/td>\n<\/tr>\n<tr>\n<td valign=\"top\" width=\"192\"><strong>Non-Destructive Evaluation<\/strong><\/td>\n<td valign=\"top\" width=\"314\"><\/td>\n<td valign=\"top\" width=\"438\">\n<ul>\n<li>Crack Signal Signature<\/li>\n<li>Noise Behavior (Spatial &amp; Temporal Structure)<\/li>\n<li>Local Signal Model, Dimension reduction<\/li>\n<li>Robust Fitting &amp; Simple Studentized<\/li>\n<\/ul>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>[\/vc_column_text][vc_empty_space][dot_custom_title position_text=&#8221;center&#8221; font_style=&#8221;AvenirNextLTPro-DemiCn&#8221; title=&#8221;Publikasi&#8221;][\/dot_custom_title][vc_cta h2=&#8221;&#8221; h4=&#8221;Temukan &amp; Jelajahi Publikasi Terbaru Laboratorium Analitika Data Bisnis dan Industri.&#8221; txt_align=&#8221;center&#8221; add_button=&#8221;bottom&#8221; btn_title=&#8221;Klik disini&#8221; btn_color=&#8221;turquoise&#8221; btn_align=&#8221;center&#8221; btn_link=&#8221;url:https%3A%2F%2Fscholar.its.ac.id%2Fen%2Forganisations%2Flaboratory-of-business-and-industrial-statistics%2Fpublications%2F|title:Publikasi%20Lab.%20ADBI|target:%20_blank|&#8221;]Temukan topik riset dan jurnal ilmiah terbaru dari Laboratorium Analitika Data Bisnis dan Industri secara <i data-path-to-node=\"13,1,0\" data-index-in-node=\"125\">real-time\u00a0<\/i>melalui portal publikasi ITS dibawah ini.[\/vc_cta][vc_empty_space][dot_custom_title position_text=&#8221;center&#8221; font_style=&#8221;AvenirNextLTPro-DemiCn&#8221; title=&#8221;Pengabdian Kepada Masyarakat&#8221;][\/dot_custom_title][vc_row_inner][vc_column_inner width=&#8221;1\/4&#8243;][\/vc_column_inner][vc_column_inner width=&#8221;1\/2&#8243;][vc_video link=&#8221;https:\/\/www.youtube.com\/watch?v=lGyGLyGyUXU&#8221; align=&#8221;center&#8221;][\/vc_column_inner][vc_column_inner width=&#8221;1\/4&#8243;][\/vc_column_inner][\/vc_row_inner][vc_row_inner][vc_column_inner width=&#8221;1\/4&#8243;][\/vc_column_inner][vc_column_inner width=&#8221;1\/2&#8243;][vc_gallery interval=&#8221;3&#8243; images=&#8221;18499&#8243; img_size=&#8221;medium&#8221;][\/vc_column_inner][vc_column_inner width=&#8221;1\/4&#8243;][\/vc_column_inner][\/vc_row_inner][\/vc_column][\/vc_row][\/vc_section]<\/p>\n","protected":false},"excerpt":{"rendered":"<p>[vc_section css=&#8221;.vc_custom_1504163696481{margin-top: 50px !important;}&#8221;][vc_row][vc_column width=&#8221;1\/4&#8243;][dot_custom_title position_text=&#8221;left&#8221; font_style=&#8221;AvenirNextLTPro-DemiCn&#8221; title=&#8221;Laboratorium&#8221;][\/dot_custom_title][dot_sidebar_menu select_menu=&#8221;sidebar-laboratorium&#8221;][\/vc_column][vc_column width=&#8221;3\/4&#8243;][dot_custom_title position_text=&#8221;center&#8221; font_style=&#8221;AvenirNextLTPro-DemiCn&#8221; title=&#8221;Analitika Data Bisnis dan Industri&#8221;][\/dot_custom_title][vc_column_text] Kepala Laboratorium:\u00a0 Dr. Muhammad Ahsan, S.Si. &nbsp; Anggota: Prof. Dr. M. Mashuri, MT. Dr. Wibawati, S.Si., M.Si. Diaz Fitra Aksioma, S.Si., M.Si. Novri Suhermi, S.Si., M.Si. Rahmatin Nur Amalia, S.Stat., M.Si. &nbsp; Vision: Our vision by the end [&hellip;]<\/p>\n","protected":false},"author":131,"featured_media":0,"parent":933,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"templates\/page-its.php","meta":{"_joinchat":[],"footnotes":""},"class_list":["post-2159","page","type-page","status-publish","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.1.1 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>ANALITIKA DATA BISNIS DAN INDUSTRI - Departemen Statistika<\/title>\n<meta name=\"description\" content=\"Pages Departemen Statistika FSAD ITS\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.its.ac.id\/statistika\/fasilitas\/laboratorium\/analitika-data-bisnis-dan-industri\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"ANALITIKA DATA BISNIS DAN INDUSTRI - 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