{"id":38781,"date":"2022-09-22T08:41:51","date_gmt":"2022-09-22T00:41:51","guid":{"rendered":"https:\/\/www.science.nus.edu.sg\/?page_id=38781"},"modified":"2022-12-01T15:37:18","modified_gmt":"2022-12-01T07:37:18","slug":"statistics-and-data-science","status":"publish","type":"page","link":"https:\/\/www.science.nus.edu.sg\/annual-report-2022\/statistics-and-data-science\/","title":{"rendered":"Statistics and Data Science"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"38781\" class=\"elementor elementor-38781\" data-elementor-post-type=\"page\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-821afcc elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"821afcc\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-2a8ae66\" data-id=\"2a8ae66\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-055a1f5 elementor-section-full_width elementor-section-height-min-height elementor-hidden-desktop elementor-hidden-tablet elementor-section-height-default\" data-id=\"055a1f5\" data-element_type=\"section\" data-settings=\"{&quot;sticky&quot;:&quot;top&quot;,&quot;sticky_on&quot;:[&quot;mobile&quot;],&quot;sticky_effects_offset_mobile&quot;:30,&quot;sticky_offset&quot;:0,&quot;sticky_effects_offset&quot;:0}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-a931070\" data-id=\"a931070\" data-element_type=\"column\" data-settings=\"{&quot;animation_mobile&quot;:&quot;fadeIn&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-ff43c4a logo elementor-widget elementor-widget-image\" data-id=\"ff43c4a\" data-element_type=\"widget\" data-settings=\"{&quot;_animation_mobile&quot;:&quot;fadeIn&quot;}\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/www.science.nus.edu.sg\/annual-report-2022\/\">\n\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1\" height=\"1\" src=\"https:\/\/www.science.nus.edu.sg\/wp-content\/uploads\/2022\/09\/logo2022-1.svg\" class=\"attachment-large size-large wp-image-38624\" alt=\"\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-70f9984\" data-id=\"70f9984\" data-element_type=\"column\" data-settings=\"{&quot;animation_mobile&quot;:&quot;fadeIn&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-d73758b elementor-invisible elementor-widget elementor-widget-premium-addon-button\" data-id=\"d73758b\" data-element_type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;,&quot;_animation_delay&quot;:500,&quot;_animation_mobile&quot;:&quot;none&quot;}\" data-widget_type=\"premium-addon-button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\n\n\t\t<a class=\"premium-button premium-button-none premium-btn-lg premium-button-none\" href=\"#elementor-action%3Aaction%3Dpopup%3Aopen%26settings%3DeyJpZCI6IjQzNzc2IiwidG9nZ2xlIjpmYWxzZX0%3D\">\n\t\t\t<div class=\"premium-button-text-icon-wrapper\">\n\t\t\t\t\n\t\t\t\t\t<!-- Before Icon -->\n\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t<span >\n\t\t\t\t\t\tMenu\t\t\t\t\t<\/span>\n\t\t\t\t\n\t\t\t\t<!-- After Icon -->\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<i class=\"premium-svg-nodraw premium-drawable-icon fas fa-bars\" aria-hidden=\"true\"><\/i>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\n\t\t\t\n\t\t\t\n\t\t<\/a>\n\n\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-272a162 elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"272a162\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-90bc369 elementor-hidden-mobile elementor-invisible\" data-id=\"90bc369\" data-element_type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;animation&quot;:&quot;slideInLeft&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-2b11dc0 elementor-section-height-full elementor-section-boxed elementor-section-height-default\" data-id=\"2b11dc0\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-fe0f5a5\" data-id=\"fe0f5a5\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-34364ee elementor-widget elementor-widget-image\" data-id=\"34364ee\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/www.science.nus.edu.sg\/annual-report-2022\/\">\n\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1\" height=\"1\" src=\"https:\/\/www.science.nus.edu.sg\/wp-content\/uploads\/2022\/09\/logo2022-1.svg\" class=\"attachment-large size-large wp-image-38624\" alt=\"\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ba1624b elementor-widget elementor-widget-heading\" data-id=\"ba1624b\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Department<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-478dcfc elementor-widget elementor-widget-heading\" data-id=\"478dcfc\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">Statistics and Data Science<\/h1>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b6e8280 elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"b6e8280\" data-element_type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<ul class=\"elementor-icon-list-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"#\">\n\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\"><span class=\"tophead\">Chapters<\/span><\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"#shapingfuturetalent\">\n\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\"><span class=\"innerHead\">Shaping Future Talent<\/span><\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"#shapingfuturesolutions\">\n\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\"><span class=\"innerHead\">Shaping Future Solutions<\/span><\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"#shapingfuturesociety\">\n\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\"><span class=\"innerHead\">Shaping Future Society<\/span><\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-e2c487e animated-slow elementor-invisible\" data-id=\"e2c487e\" data-element_type=\"column\" data-settings=\"{&quot;animation&quot;:&quot;fadeIn&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-2c85a78 elementor-hidden-mobile elementor-invisible elementor-widget elementor-widget-premium-addon-button\" data-id=\"2c85a78\" data-element_type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;,&quot;_animation_delay&quot;:500}\" data-widget_type=\"premium-addon-button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\n\n\t\t<a class=\"premium-button premium-button-none premium-btn-lg premium-button-none\" href=\"#elementor-action%3Aaction%3Dpopup%3Aopen%26settings%3DeyJpZCI6IjQzNzc2IiwidG9nZ2xlIjpmYWxzZX0%3D\">\n\t\t\t<div class=\"premium-button-text-icon-wrapper\">\n\t\t\t\t\n\t\t\t\t\t<!-- Before Icon -->\n\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t<span >\n\t\t\t\t\t\tMenu\t\t\t\t\t<\/span>\n\t\t\t\t\n\t\t\t\t<!-- After Icon -->\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<i class=\"premium-svg-nodraw premium-drawable-icon fas fa-bars\" aria-hidden=\"true\"><\/i>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\n\t\t\t\n\t\t\t\n\t\t<\/a>\n\n\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-107f991 elementor-widget elementor-widget-heading\" data-id=\"107f991\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">Statistics and Data Science<\/h1>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8e07301 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"8e07301\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f30a5d8 elementor-widget elementor-widget-image\" data-id=\"f30a5d8\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"640\" height=\"437\" src=\"https:\/\/www.science.nus.edu.sg\/wp-content\/uploads\/2022\/11\/DSDS-HeroImage-1024x699.jpg\" class=\"attachment-large size-large wp-image-43530\" alt=\"\" srcset=\"https:\/\/www.science.nus.edu.sg\/wp-content\/uploads\/2022\/11\/DSDS-HeroImage-1024x699.jpg 1024w, https:\/\/www.science.nus.edu.sg\/wp-content\/uploads\/2022\/11\/DSDS-HeroImage-300x205.jpg 300w, https:\/\/www.science.nus.edu.sg\/wp-content\/uploads\/2022\/11\/DSDS-HeroImage-768x524.jpg 768w, https:\/\/www.science.nus.edu.sg\/wp-content\/uploads\/2022\/11\/DSDS-HeroImage-1536x1048.jpg 1536w, https:\/\/www.science.nus.edu.sg\/wp-content\/uploads\/2022\/11\/DSDS-HeroImage-2048x1398.jpg 2048w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-1f6074b elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"1f6074b\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-643d672\" data-id=\"643d672\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-df57501 elementor-widget elementor-widget-image\" data-id=\"df57501\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"640\" height=\"803\" src=\"https:\/\/www.science.nus.edu.sg\/wp-content\/uploads\/2022\/11\/adrian_roellin-816x1024.jpg\" class=\"attachment-large size-large wp-image-41677\" alt=\"\" srcset=\"https:\/\/www.science.nus.edu.sg\/wp-content\/uploads\/2022\/11\/adrian_roellin-816x1024.jpg 816w, https:\/\/www.science.nus.edu.sg\/wp-content\/uploads\/2022\/11\/adrian_roellin-239x300.jpg 239w, https:\/\/www.science.nus.edu.sg\/wp-content\/uploads\/2022\/11\/adrian_roellin-768x964.jpg 768w, https:\/\/www.science.nus.edu.sg\/wp-content\/uploads\/2022\/11\/adrian_roellin.jpg 962w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a6a250c elementor-widget elementor-widget-heading\" data-id=\"a6a250c\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">Prof Adrian ROELLIN<\/h1>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6243429 elementor-widget elementor-widget-heading\" data-id=\"6243429\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">Head of Department<\/h1>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-8121ce9\" data-id=\"8121ce9\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-ed303e6 elementor-blockquote--skin-clean elementor-blockquote--button-color-official elementor-widget elementor-widget-blockquote\" data-id=\"ed303e6\" data-element_type=\"widget\" data-widget_type=\"blockquote.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<blockquote class=\"elementor-blockquote\">\n\t\t\t<p class=\"elementor-blockquote__content\">\n\t\t\t\t\"The way businesses and government agencies make decisions is undergoing deep changes. At the heart of these changes lies data. We train statisticians and data scientists and equip them with the knowledge to make data-centric decision processes efficient and reliable.\" \t\t\t<\/p>\n\t\t\t\t\t<\/blockquote>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<div class=\"elementor-element elementor-element-a27c06d elementor-widget elementor-widget-heading\" data-id=\"a27c06d\" data-element_type=\"widget\" id=\"shapingfuturetalent\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Shaping Future Talent<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-69993ce elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"69993ce\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-2f86a9c\" data-id=\"2f86a9c\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-e9ddfe2 elementor-widget elementor-widget-text-editor\" data-id=\"e9ddfe2\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>The Department of Statistics and Data Science saw a steep increase in student numbers for our <b>Data Science and Analytics Major<\/b> under the College of Humanities and Sciences (CHS). More than 370 students in the inaugural CHS cohort declared data science as their major, almost double the student enrolment from the previous year.<\/p>\n<p>In addition, we have hundreds of students from other majors who are interested in data science and statistics as second majors and minors.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-523e3f5\" data-id=\"523e3f5\" data-element_type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-e765d95 elementor-widget elementor-widget-video\" data-id=\"e765d95\" data-element_type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/www.youtube.com\\\/watch?v=esE2GDrhmYg&amp;ab_channel=NUSFacultyofScience&quot;,&quot;start&quot;:5,&quot;autoplay&quot;:&quot;yes&quot;,&quot;mute&quot;:&quot;yes&quot;,&quot;video_type&quot;:&quot;youtube&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-wrapper elementor-open-inline\">\n\t\t\t<div class=\"elementor-video\"><\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8069f50 elementor-widget elementor-widget-heading\" data-id=\"8069f50\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Recognising teaching excellence <\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d153391 elementor-widget elementor-widget-text-editor\" data-id=\"d153391\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><b>Dr Vikneswaran S\/O GOPAL<\/b> received the NUS Annual Teaching Excellence Award (2022). He tries to convey the usefulness and practicality of statistics and computing during classes and create an environment where students can learn with joy.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-3742c5a elementor-section-full_width elementor-section-height-min-height elementor-section-height-default\" data-id=\"3742c5a\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-b5e2361\" data-id=\"b5e2361\" data-element_type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-7599605 elementor-widget elementor-widget-image\" data-id=\"7599605\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"427\" src=\"https:\/\/www.science.nus.edu.sg\/wp-content\/uploads\/2022\/11\/iStock-868363098-1024x683.jpg\" class=\"attachment-large size-large wp-image-41682\" alt=\"\" srcset=\"https:\/\/www.science.nus.edu.sg\/wp-content\/uploads\/2022\/11\/iStock-868363098-1024x683.jpg 1024w, https:\/\/www.science.nus.edu.sg\/wp-content\/uploads\/2022\/11\/iStock-868363098-300x200.jpg 300w, https:\/\/www.science.nus.edu.sg\/wp-content\/uploads\/2022\/11\/iStock-868363098-768x512.jpg 768w, https:\/\/www.science.nus.edu.sg\/wp-content\/uploads\/2022\/11\/iStock-868363098-1536x1024.jpg 1536w, https:\/\/www.science.nus.edu.sg\/wp-content\/uploads\/2022\/11\/iStock-868363098-2048x1365.jpg 2048w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-849ed40 elementor-widget elementor-widget-text-editor\" data-id=\"849ed40\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>In the past year, we also welcomed our first intake of close to 50 undergraduate students into the new <b>Data Science and Economics Cross-Disciplinary Programme.<\/b> The speciality of this programme is that students are trained to integrate knowledge from the two disciplines. They also experience what it means to apply data science methods to analyse and build predictive models using real-world data from various sectors to understand economic growth, Housing and Development Board (HDB) prices and trends in the finance industry.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-d3fe3d6\" data-id=\"d3fe3d6\" data-element_type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-e5c0614 elementor-widget elementor-widget-image\" data-id=\"e5c0614\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"350\" src=\"https:\/\/www.science.nus.edu.sg\/wp-content\/uploads\/2022\/11\/DSDS-employment-1024x560.png\" class=\"attachment-large size-large wp-image-42758\" alt=\"\" srcset=\"https:\/\/www.science.nus.edu.sg\/wp-content\/uploads\/2022\/11\/DSDS-employment-1024x560.png 1024w, https:\/\/www.science.nus.edu.sg\/wp-content\/uploads\/2022\/11\/DSDS-employment-300x164.png 300w, https:\/\/www.science.nus.edu.sg\/wp-content\/uploads\/2022\/11\/DSDS-employment-768x420.png 768w, https:\/\/www.science.nus.edu.sg\/wp-content\/uploads\/2022\/11\/DSDS-employment-1536x840.png 1536w, https:\/\/www.science.nus.edu.sg\/wp-content\/uploads\/2022\/11\/DSDS-employment-2048x1120.png 2048w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c9969bf elementor-widget elementor-widget-text-editor\" data-id=\"c9969bf\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>The yearly Graduate Employment Survey shows that our students find jobs quickly and enjoy high starting salaries, reflecting the quality of our students, the repute of our programme and the strong demand for data scientists in the market. \u00a0<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<div class=\"elementor-element elementor-element-60abf5c elementor-widget elementor-widget-text-editor\" data-id=\"60abf5c\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>In our first year of offering <b>Continuing Education and Training<\/b> short courses under SkillsFuture Singapore, we upskilled over 2,000 learners, comprising members of the public as well as employees of around 20 organisations across different industries including finance, healthcare and logistics. Our most popular short courses &#8211; \u2018Data Analytics Begins With Me\u2019 and \u2018Data Visualization Begins With Me\u2019 &#8211; introduce learners to the world of data science and train them in basic analytics and visualistion tools.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-f74c3dd elementor-section-height-min-height elementor-section-full_width elementor-section-height-default\" data-id=\"f74c3dd\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-54fb52f\" data-id=\"54fb52f\" data-element_type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;slideshow&quot;,&quot;background_slideshow_gallery&quot;:[{&quot;id&quot;:39439,&quot;url&quot;:&quot;https:\\\/\\\/www.science.nus.edu.sg\\\/wp-content\\\/uploads\\\/2022\\\/09\\\/CET-Shortcourse-scaled.jpg&quot;},{&quot;id&quot;:39440,&quot;url&quot;:&quot;https:\\\/\\\/www.science.nus.edu.sg\\\/wp-content\\\/uploads\\\/2022\\\/09\\\/CET-Shortcourse-2.jpg&quot;}],&quot;background_slideshow_loop&quot;:&quot;yes&quot;,&quot;background_slideshow_slide_duration&quot;:5000,&quot;background_slideshow_slide_transition&quot;:&quot;fade&quot;,&quot;background_slideshow_transition_duration&quot;:500}\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-1cdff2b elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"1cdff2b\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-56e01be\" data-id=\"56e01be\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-a3ee13b elementor-align-left hover-link boxstory elementor-widget__width-auto elementor-widget elementor-widget-button\" data-id=\"a3ee13b\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-md\" href=\"#elementor-action%3Aaction%3Dpopup%3Aopen%26settings%3DeyJpZCI6IjQwOTc0IiwidG9nZ2xlIjpmYWxzZX0%3D\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-icon\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-external-link-alt\"><\/i>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">R FOR Pharmacokinetic modelling<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bfb8b63 elementor-widget elementor-widget-text-editor\" data-id=\"bfb8b63\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>We launched other follow-up courses, following the success of these entry-level courses. For example, in our new course \u2018Data Analytics Continues With Me\u2019, participants learn about machine learning models, principal component analysis and textual analysis, so as to better understand industry trends and translate data into actionable business insights.\u00a0<span style=\"text-decoration: line-through;\"><\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<div class=\"elementor-element elementor-element-a6b1b03 elementor-widget elementor-widget-heading\" data-id=\"a6b1b03\" data-element_type=\"widget\" id=\"shapingfuturesolutions\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Shaping Future Solutions<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-edc328b elementor-widget elementor-widget-text-editor\" data-id=\"edc328b\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>Our department is one of the most highly regarded in the world for statistics and data science research and education, and our students and faculty have continued their strong record of achievement this year.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-398ac94 elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"398ac94\" data-element_type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-49b76c6\" data-id=\"49b76c6\" data-element_type=\"column\" id=\"crypticspecies\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-c407216 elementor-widget elementor-widget-image\" data-id=\"c407216\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"396\" src=\"https:\/\/www.science.nus.edu.sg\/wp-content\/uploads\/2022\/11\/Data-analysis-under-memory-constraints-1024x633.jpg\" class=\"attachment-large size-large wp-image-43531\" alt=\"\" srcset=\"https:\/\/www.science.nus.edu.sg\/wp-content\/uploads\/2022\/11\/Data-analysis-under-memory-constraints-1024x633.jpg 1024w, https:\/\/www.science.nus.edu.sg\/wp-content\/uploads\/2022\/11\/Data-analysis-under-memory-constraints-300x185.jpg 300w, https:\/\/www.science.nus.edu.sg\/wp-content\/uploads\/2022\/11\/Data-analysis-under-memory-constraints-768x475.jpg 768w, https:\/\/www.science.nus.edu.sg\/wp-content\/uploads\/2022\/11\/Data-analysis-under-memory-constraints-1536x950.jpg 1536w, https:\/\/www.science.nus.edu.sg\/wp-content\/uploads\/2022\/11\/Data-analysis-under-memory-constraints-2048x1266.jpg 2048w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-abad48b elementor-widget elementor-widget-heading\" data-id=\"abad48b\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Data analysis under memory constraints<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bbbd1ce elementor-widget elementor-widget-text-editor\" data-id=\"bbbd1ce\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>For nonparametric regression in situations where high volumes of data constantly flow from a client to a server, data has to be processed instantaneously and purged once processed due to limited computer memory and storage. <b>Asst Prof LIN Zhenhua<\/b> addresses this challenge by developing an efficient algorithm to analyse streams of Big Data as well as a novel framework to study the interplay between memory consumption and statistical efficiency. His studies show that the proposed algorithm achieves the best learning results under memory constraints. This work is pending publication in the <i>Journal of the American Statistical Association.<\/i><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-18a0d62\" data-id=\"18a0d62\" data-element_type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-70c157c elementor-widget elementor-widget-image\" data-id=\"70c157c\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"448\" src=\"https:\/\/www.science.nus.edu.sg\/wp-content\/uploads\/2022\/11\/Reconciling-design-and-model-based-causal-inferences-1024x717.jpg\" class=\"attachment-large size-large wp-image-43532\" alt=\"\" srcset=\"https:\/\/www.science.nus.edu.sg\/wp-content\/uploads\/2022\/11\/Reconciling-design-and-model-based-causal-inferences-1024x717.jpg 1024w, https:\/\/www.science.nus.edu.sg\/wp-content\/uploads\/2022\/11\/Reconciling-design-and-model-based-causal-inferences-300x210.jpg 300w, https:\/\/www.science.nus.edu.sg\/wp-content\/uploads\/2022\/11\/Reconciling-design-and-model-based-causal-inferences-768x538.jpg 768w, https:\/\/www.science.nus.edu.sg\/wp-content\/uploads\/2022\/11\/Reconciling-design-and-model-based-causal-inferences-1536x1075.jpg 1536w, https:\/\/www.science.nus.edu.sg\/wp-content\/uploads\/2022\/11\/Reconciling-design-and-model-based-causal-inferences-2048x1434.jpg 2048w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9493b3f elementor-widget elementor-widget-heading\" data-id=\"9493b3f\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Reconciling design- and model-based causal inferences<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-663d070 elementor-widget elementor-widget-text-editor\" data-id=\"663d070\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>The split-plot design is an increasingly popular experimental setup used in research and industry in cases where multiple interventions are administered simultaneously but where it is not feasible or cost-effective to fully randomise the interventions among experimental units. The existing theory is mostly based on parametrised models, with stringent assumptions on the observed data. In practice, these assumptions are typically hard to verify, possibly invalidating the statistical analysis. In contrast, design-based inference is solely based on the randomness stemming from the fully known treatment assignment mechanism. <b>Asst Prof ZHAO Anqi<\/b> and her collaborators developed a design-based theory for causal inference from split-plot designs and reconciled it with existing results under the model-based framework. This provides the theoretical foundations for a more robust inference and provides extra protection against model misspecification. This work was published in the <i>Annals of Statistics <\/i>(April 2021).<b><i> <\/i><\/b><b><i><\/i><\/b><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<div class=\"elementor-element elementor-element-a11cffd elementor-align-left hover-link boxstory elementor-widget__width-auto elementor-widget elementor-widget-button\" data-id=\"a11cffd\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-md\" href=\"#elementor-action%3Aaction%3Dpopup%3Aopen%26settings%3DeyJpZCI6IjM5MTE1IiwidG9nZ2xlIjpmYWxzZX0%3D\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-icon\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-external-link-alt\"><\/i>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Serving up sustainable food from food waste<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-4173b01 elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"4173b01\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-49e65b8\" data-id=\"49e65b8\" data-element_type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-f3da407 elementor-widget elementor-widget-heading\" data-id=\"f3da407\" data-element_type=\"widget\" id=\"shapingfuturesociety\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Shaping Future Society<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-3c5b3ae elementor-section-full_width elementor-reverse-mobile elementor-section-height-default elementor-section-height-default\" data-id=\"3c5b3ae\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-inner-column elementor-element elementor-element-d32dc10\" data-id=\"d32dc10\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-04ff578 elementor-widget elementor-widget-text-editor\" data-id=\"04ff578\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>Two of our alumnae were named in the list of Singapore 100 Women in Tech (2021), awarded by the Singapore Computer Society, in recognition of their contributions to technology in Singapore. They are <b>Dr Geraldine WONG<\/b>, Chief Data Officer<b> <\/b>at GXS<b> <\/b>and <b>Dr ZHAO Jingyuan<\/b>, Group Chief Data Officer at Great Eastern. Both of them hold concurrent appointments as Adjunct Associate Professors at the department.\u00a0<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f2a0543 elementor-align-left hover-link boxstory elementor-widget__width-auto elementor-widget elementor-widget-button\" data-id=\"f2a0543\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-md\" href=\"#elementor-action%3Aaction%3Dpopup%3Aopen%26settings%3DeyJpZCI6IjM5NDMzIiwidG9nZ2xlIjpmYWxzZX0%3D\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-icon\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-external-link-alt\"><\/i>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Transforming through technology <\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9bdeada elementor-align-left hover-link boxstory elementor-widget__width-auto elementor-widget elementor-widget-button\" data-id=\"9bdeada\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-md\" href=\"#elementor-action%3Aaction%3Dpopup%3Aopen%26settings%3DeyJpZCI6IjM5NDM2IiwidG9nZ2xlIjpmYWxzZX0%3D\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-icon\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-external-link-alt\"><\/i>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Serving up healthier food using technology <\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-inner-column elementor-element elementor-element-3b0e85a\" data-id=\"3b0e85a\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-dd10e81 elementor-widget elementor-widget-image\" data-id=\"dd10e81\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"798\" src=\"https:\/\/www.science.nus.edu.sg\/wp-content\/uploads\/2022\/11\/Geraldine-821x1024.jpg\" class=\"attachment-large size-large wp-image-41693\" alt=\"\" srcset=\"https:\/\/www.science.nus.edu.sg\/wp-content\/uploads\/2022\/11\/Geraldine-821x1024.jpg 821w, https:\/\/www.science.nus.edu.sg\/wp-content\/uploads\/2022\/11\/Geraldine-241x300.jpg 241w, https:\/\/www.science.nus.edu.sg\/wp-content\/uploads\/2022\/11\/Geraldine-768x958.jpg 768w, https:\/\/www.science.nus.edu.sg\/wp-content\/uploads\/2022\/11\/Geraldine-1232x1536.jpg 1232w, https:\/\/www.science.nus.edu.sg\/wp-content\/uploads\/2022\/11\/Geraldine-1643x2048.jpg 1643w, https:\/\/www.science.nus.edu.sg\/wp-content\/uploads\/2022\/11\/Geraldine.jpg 2046w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Dr Wong<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-inner-column elementor-element elementor-element-cd9f990\" data-id=\"cd9f990\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-f140533 elementor-widget elementor-widget-image\" data-id=\"f140533\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"960\" src=\"https:\/\/www.science.nus.edu.sg\/wp-content\/uploads\/2022\/10\/Dr-Zhao-Jingyuan2.jpg\" class=\"attachment-large size-large wp-image-40889\" alt=\"\" srcset=\"https:\/\/www.science.nus.edu.sg\/wp-content\/uploads\/2022\/10\/Dr-Zhao-Jingyuan2.jpg 667w, https:\/\/www.science.nus.edu.sg\/wp-content\/uploads\/2022\/10\/Dr-Zhao-Jingyuan2-200x300.jpg 200w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Dr Zhao<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-92dd0f1 elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"92dd0f1\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-61b02e4\" data-id=\"61b02e4\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-1ceca82 elementor-widget elementor-widget-text-editor\" data-id=\"1ceca82\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>Our students also actively contribute to various causes.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1a4749d elementor-align-left hover-link boxstory elementor-widget__width-auto elementor-widget elementor-widget-button\" data-id=\"1a4749d\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-md\" href=\"#elementor-action%3Aaction%3Dpopup%3Aopen%26settings%3DeyJpZCI6IjM5MTE4IiwidG9nZ2xlIjpmYWxzZX0%3D\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-icon\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-external-link-alt\"><\/i>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Promoting digital inclusivity in the elderly<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8ab3cfc elementor-align-left hover-link boxstory elementor-widget__width-auto elementor-widget elementor-widget-button\" data-id=\"8ab3cfc\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-md\" href=\"#elementor-action%3Aaction%3Dpopup%3Aopen%26settings%3DeyJpZCI6IjM5MTIxIiwidG9nZ2xlIjpmYWxzZX0%3D\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-icon\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-external-link-alt\"><\/i>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Bringing sports to the disabled <\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-7838cd3 elementor-hidden-mobile\" data-id=\"7838cd3\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-5804120 elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"5804120\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-35cd02d\" data-id=\"35cd02d\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-f21199c footer-link left hover-link elementor-widget__width-auto premium-title-icon-row premium-title-flex-start premium-title-color elementor-widget elementor-widget-premium-addon-title\" data-id=\"f21199c\" data-element_type=\"widget\" data-widget_type=\"premium-addon-title.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\n\t\t<div class=\"premium-title-container style3\">\n\t\t\t<h2 class=\"premium-title-header premium-title-style3\">\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" height=\"426.66667pt\" viewBox=\"0 0 426.66667 426.66667\" width=\"426.66667pt\"><path d=\"m213.332031 0c-117.820312 0-213.332031 95.511719-213.332031 213.332031 0 117.820313 95.511719 213.335938 213.332031 213.335938 117.820313 0 213.335938-95.515625 213.335938-213.335938-.132813-117.765625-95.566407-213.199219-213.335938-213.332031zm0 405.332031c-106.039062 0-192-85.960937-192-192 0-106.039062 85.960938-192 192-192 106.039063 0 192 85.960938 192 192-.121093 105.988281-86.011719 191.878907-192 192zm0 0\"><\/path><path d=\"m188.355469 130.636719c-4.4375-3.878907-11.175781-3.425781-15.054688 1.007812-3.875 4.4375-3.421875 11.175781 1.011719 15.054688l76.15625 66.632812-76.160156 66.636719c-4.4375 3.878906-4.886719 10.617188-1.011719 15.050781 3.878906 4.4375 10.617187 4.890625 15.054687 1.011719l85.332032-74.667969c2.316406-2.023437 3.644531-4.953125 3.644531-8.03125s-1.328125-6.003906-3.644531-8.03125zm0 0\"><\/path><\/svg>\n\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"premium-title-text\" >\n\t\t\t\t\tPhysics\t\t\t\t<\/span>\n\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/www.science.nus.edu.sg\/annual-report-2022\/physics\/\"><\/a>\n\t\t\t\t\t\t\t<\/h2>\n\t\t<\/div>\n\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-54fa447\" data-id=\"54fa447\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-760bb44 premium-title-icon-row-reverse footer-link hover-link elementor-widget__width-auto premium-title-flex-start premium-title-color elementor-widget elementor-widget-premium-addon-title\" data-id=\"760bb44\" data-element_type=\"widget\" data-widget_type=\"premium-addon-title.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\n\t\t<div class=\"premium-title-container style3\">\n\t\t\t<h2 class=\"premium-title-header premium-title-style3\">\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" height=\"426.66667pt\" viewBox=\"0 0 426.66667 426.66667\" width=\"426.66667pt\"><path d=\"m213.332031 0c-117.820312 0-213.332031 95.511719-213.332031 213.332031 0 117.820313 95.511719 213.335938 213.332031 213.335938 117.820313 0 213.335938-95.515625 213.335938-213.335938-.132813-117.765625-95.566407-213.199219-213.335938-213.332031zm0 405.332031c-106.039062 0-192-85.960937-192-192 0-106.039062 85.960938-192 192-192 106.039063 0 192 85.960938 192 192-.121093 105.988281-86.011719 191.878907-192 192zm0 0\"><\/path><path d=\"m188.355469 130.636719c-4.4375-3.878907-11.175781-3.425781-15.054688 1.007812-3.875 4.4375-3.421875 11.175781 1.011719 15.054688l76.15625 66.632812-76.160156 66.636719c-4.4375 3.878906-4.886719 10.617188-1.011719 15.050781 3.878906 4.4375 10.617187 4.890625 15.054687 1.011719l85.332032-74.667969c2.316406-2.023437 3.644531-4.953125 3.644531-8.03125s-1.328125-6.003906-3.644531-8.03125zm0 0\"><\/path><\/svg>\n\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"premium-title-text\" >\n\t\t\t\t\tLee Kong Chian Natural History Museum\t\t\t\t<\/span>\n\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/www.science.nus.edu.sg\/annual-report-2022\/lee-kong-chian-natural-history\/\"><\/a>\n\t\t\t\t\t\t\t<\/h2>\n\t\t<\/div>\n\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<div class=\"elementor-element elementor-element-30e4f25 elementor-mobile-align-center elementor-fixed elementor-hidden-desktop elementor-hidden-tablet elementor-widget elementor-widget-button\" data-id=\"30e4f25\" data-element_type=\"widget\" data-settings=\"{&quot;_animation_mobile&quot;:&quot;slideInUp&quot;,&quot;_position&quot;:&quot;fixed&quot;}\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"#elementor-action%3Aaction%3Dpopup%3Aopen%26settings%3DeyJpZCI6IjQzMjgxIiwidG9nZ2xlIjpmYWxzZX0%3D\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Navigate chapters<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Menu Department Statistics and Data Science Chapters Shaping Future Talent Shaping Future Solutions Shaping Future Society Menu Statistics and Data&#8230;<\/p>\n","protected":false},"author":4,"featured_media":0,"parent":38615,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"elementor_canvas","meta":{"_acf_changed":false,"footnotes":""},"class_list":["post-38781","page","type-page","status-publish","hentry"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v23.6 (Yoast SEO v23.6) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Annual Report 2022 - Statistics and Data 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