DOS | SingStat Website

<!DOCTYPE html>   <html class="no-js" lang="en">  <head><meta charset="utf-8" /><meta http-equiv="X-UA-Compatible" content="IE=edge,chrome=1" /><title> DOS | SingStat Website - Find Data </title><meta name="viewport" content="width=device-width,initial-scale=1" /> <meta name="mobile-web-app-capable" content="yes" /> <meta name="apple-mobile-web-app-title" content="singstat.gov.sg"> <meta name="apple-mobile-web-app-status-bar-style" content="red"> <link rel="manifest" href="/manifest.json" /> <link rel="apple-touch-icon" href="/apple-touch-icon.png"><link rel="icon" type="image/x-icon" href="/favicon.ico" /><link rel="stylesheet" href="/assets/singstat/styles/main.css" /><link rel="preconnect" href="https://webchat.vica.gov.sg" /><link rel="preconnect" href="https://www.googletagmanager.com" /><link rel="preconnect" href="https://www.google-analytics.com" /><link rel="preconnect" href="https://assets.wogaa.sg" /><link rel="dns-prefetch" href="https://webchat.vica.gov.sg" /><link rel="dns-prefetch" href="https://www.googletagmanager.com" /><link rel="dns-prefetch" href="https://www.google-analytics.com" /><link rel="dns-prefetch" href="https://assets.wogaa.sg" /><script type="text/javascript" src="https://assets.wogaa.sg/scripts/wogaa.js"></script> <script> (function (i, s, o, g, r, a, m) { i['GoogleAnalyticsObject'] = r; i[r] = i[r] || function () { (i[r].q = i[r].q || []).push(arguments) }, i[r].l = 1 * new Date(); a = s.createElement(o), m = s.getElementsByTagName(o)[0]; a.async = 1; a.src = g; m.parentNode.insertBefore(a, m) })(window, document, 'script', '//www.google-analytics.com/analytics.js', 'ga'); ga('create', 'UA-38935355-1', 'auto'); ga('send', 'pageview'); </script>  <script>(function(w,d,s,l,i){w[l]=w[l]||[];w[l].push({'gtm.start': new Date().getTime(),event:'gtm.js'});var f=d.getElementsByTagName(s)[0], j=d.createElement(s),dl=l!='dataLayer'?'&l='+l:'';j.async=true;j.src= 'https://www.googletagmanager.com/gtm.js?id='+i+dl;f.parentNode.insertBefore(j,f); })(window,document,'script','dataLayer','GTM-KM7DT5F');</script> <style type="text/css"> #webchat-container a:-webkit-any-link{ color: -webkit-link; text-decoration: underline; } #webchat-container img[alt="Bot Launcher"] { width: 64px !important; height: 64px !important; } #webchat-container table:not(.plain) td { width: 100%; padding: 0px; } </style>  <script async src="https://www.googletagmanager.com/gtag/js?id=G-1MPBD4FM9Y"></script><script> window.dataLayer = window.dataLayer || []; function gtag() { dataLayer.push(arguments); } gtag('js', new Date()); if (typeof getCookie !== 'function') { function getCookie(name) { let cookies = document.cookie.split(';'); for (let cookie of cookies) { let [key, value] = cookie.trim().split('='); if (key === name) { return value; } } return null; } } let persona = getCookie('Persona') != null ? getCookie('Persona').toLowerCase() : 'N/A'; gtag('config', 'G-1MPBD4FM9Y', { 'persona_shared': persona });</script>  <script> (function(h,o,t,j,a,r){ h.hj=h.hj||function(){(h.hj.q = h.hj.q || []).push(arguments)}; h._hjSettings={hjid:5276394,hjsv:6}; a=o.getElementsByTagName('head')[0]; r=o.createElement('script'); r.async=1; r.src=t+h._hjSettings.hjid+j+h._hjSettings.hjsv; a.appendChild(r); })(window,document,'https://static.hotjar.com/c/hotjar-','.js?sv='); </script><meta name="description" content="Find Data Search for data by themes or A-Z" /> <meta name="twitter:description" content="Find Data Search for data by themes or A-Z" /> <meta name="twitter:card" content="Find Data Search for data by themes or A-Z" /> <meta name="twitter:site" content="Base" /> <meta property="og:title" content="Find Data" /> <meta property="twitter:title" content="Find Data" /> <meta property="og:description" content="Find Data Search for data by themes or A-Z" /> <meta property="og:url" content="http://www.singstat.gov.sg/find-data" /> <meta property="og:site_name" content="Base" /> <meta property="og:type" content="Website" /> <meta itemprop="name" content="Find Data" /> <meta itemprop="description" content="Find Data Search for data by themes or A-Z" /> </head> <body onload="lateLoadChatFile();">  <noscript><iframe src="https://www.googletagmanager.com/ns.html?id=GTM-KM7DT5F" height="0" width="0" style="display:none;visibility:hidden"></iframe></noscript>  <a href="#main" class="skip-link visuallyhidden">Skip to main</a> <form method="post" action="/find-data" id="form1"> <div class="aspNetHidden"> <input type="hidden" name="__VIEWSTATE" id="__VIEWSTATE" value="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" /> </div> <div class="aspNetHidden"> <input type="hidden" name="__VIEWSTATEGENERATOR" id="__VIEWSTATEGENERATOR" value="A7D5CD27" /> <input type="hidden" name="__VIEWSTATEENCRYPTED" id="__VIEWSTATEENCRYPTED" value="" /> </div> <header id="header" class="header"> <div class="sgds-masthead"> <div class="container"> <div class="sgds-masthead__wrapper"> <a href="https://www.gov.sg/" class="sgds-masthead__main"><span class="sgds-icon-crest"></span><span>A Singapore Government Agency Website</span></a> <span class="sgds-masthead__toggle"><span>How to identify</span></span> <div class="font-resizer"> <button data-size="normal" class="js-resizer is-active"> <span class="visuallyhidden">Normal Font Size</span> <i class="icon icon-text-resize"></i> </button> <button data-size="big" class="js-resizer"> <span class="visuallyhidden">Big Font Size</span> <i class="icon icon-text-resize"></i> </button> <button data-size="bigger" class="js-resizer"> <span class="visuallyhidden">Bigger Font Size</span> <i class="icon icon-text-resize"></i> </button> </div> </div> </div> </div>  <div class="sgds-masthead__content"> <div class="container"> <div class="banner-content"> <div class="banner-content__wrap"> <img src="/assets/singstat/masthead/img/government_building.svg" alt="Building" class="banner-icon"> <div class="banner-content-text-container"> <strong class="banner-content-title">Official website links end with .gov.sg</strong> <p> Government agencies communicate via <strong>.gov.sg</strong> websites<span class="d-block"> (e.g. go.gov.sg/open) . <a href="https://go.gov.sg/trusted-sites" target="_blank" rel="noreferrer" class="banner-content-text sgds-masthead-button-link sgds-masthead-button-text">Trusted websites <span class="icon-external-link"></span></a></span> </p> </div> </div> </div> <div class="banner-content"> <div class="banner-content__wrap"> <img src="/assets/singstat/masthead/img/lock.svg" alt="Lock" class="banner-icon"> <div class="banner-content-text-container"> <strong class="banner-content-title">Secure websites use HTTPS</strong> <p> Look for a <strong>lock</strong> (<img src="/assets/singstat/masthead/img/lock.svg" alt="Lock" class="inline-banner-icon">) or https:// as an added precaution. Share sensitive information only on official, secure websites. </p> </div> </div> </div> </div> </div>  <div class="header__container"> <div class="header__main no-desktop"> <div class="container"> <a href="/" class="logo"> <img src="/assets/singstat/images/design/Singstat-New-Logo_v7.png" alt="Department of Statistics Singapore"> </a> </div> </div> <div class="nav"> <div class="container container--for-btn"> <div id="ctl16_HtmlNotification" class="notification" style="display: none;"> <button type="button" class="btn-notification js-notification"> <span class="visuallyhidden">Open notification</span> <i class="icon icon-notification"></i> </button> </div> <button type="button" class="btn-toggle-search js-toggle-search toggle-search-desktop desktop-only"> <span class="visuallyhidden">Toggle Search Menu</span> <i class="icon-search-dss"></i> </button> </div> <div class="container container--for-nav"> <div class="no-desktop"> <button class="mobile-menu js-mobile-menu"> <span class="visuallyhidden">Toggle mobile menu</span> <span class="line"></span> <span class="line"></span> <span class="line"></span> <span class="line"></span> </button> </div> <div class="nav-container"> <div class="header__search-bar mobile-search"> <label for="siteSearchMobile" class="visuallyhidden">Search</label> <script async="" src="https://cse.google.com/cse.js?cx=006524738387304832746:dcudfh9pcou"></script> <div data-resultsurl="/search-result" class="gcse-searchbox-only"></div> <button type="button" class="btn-search gcse-submit-button"><span class="visuallyhidden">Submit search</span><i class="icon-search-dss"></i></button> </div> <div id="navigation_0_DivCode"> <div class="main-nav"> <ul class="lvl1 desktop-only"> <li> <a href="/" class="logo"> <img loading="lazy" src="/assets/singstat/images/design/dos_logo.jpg" alt="Department of Statistics Singapore"> </a> </li> <li> <a id="navigation_0_RptNavParentDesktop_HypNavParentDesktop_0" class="nav__item" href="/whats-new">What's New</a> <div id="navigation_0_RptNavParentDesktop_NavChildren_0" class="megamenu"> <div class="container"> <div class="row"> <div class="col-md-3"> <div class="matchHeight"> <div class="nav__desc"> <h3> <span id="navigation_0_RptNavParentDesktop_LblNavTitle_0">What's New</span> </h3> <p> <span id="navigation_0_RptNavParentDesktop_LblNavDesc_0">Obtain latest news and data; View dates of upcoming data releases; Sign up for alerts on key releases; Check out the newsletter.</span> </p> </div> </div> </div> <div class ="col-md-6"> <ul> <li id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_0_NavChildDesktop_0"> <a id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_0_HypNavChildDesktop_0" class="nav__item" href="/whats-new/advance-release-calendar">Advance Release Calendar</a> </li> <li id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_0_NavChildDesktop_1"> <a id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_0_HypNavChildDesktop_1" class="nav__item" href="/whats-new/latest-data">Latest Data</a> </li> <li id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_0_NavChildDesktop_2"> <a id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_0_HypNavChildDesktop_2" class="nav__item" href="/whats-new/latest-news">Latest News</a> </li> <li id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_0_NavChildDesktop_3"> <a id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_0_HypNavChildDesktop_3" class="nav__item" href="/whats-new/statistics-singapore-newsletter">Statistics Singapore Newsletter</a> </li> <li id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_0_NavChildDesktop_4"> <a id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_0_HypNavChildDesktop_4" class="nav__item" href="/whats-new/visualising-data">Visualising Data</a> </li> <li id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_0_NavChildDesktop_5"> <a id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_0_HypNavChildDesktop_5" class="nav__item" href="/whats-new/experimental-statistics">Experimental Statistics</a> </li> <li id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_0_NavChildDesktop_6"> <a id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_0_HypNavChildDesktop_6" class="nav__item" href="/whats-new/forum-letter-replies">Forum Letter Replies</a> </li> <li id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_0_NavChildDesktop_7"> <a id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_0_HypNavChildDesktop_7" class="nav__item" href="/whats-new/sign-up-for-alerts">Sign Up for Alerts</a> </li> </ul> </div> <div class="col-md-3"> <a id="navigation_0_RptNavParentDesktop_HypImageNavigation_0" class="quicklink" rel="noopener noreferrer" href="/whats-new/visualising-data" target="_self"> <div class="image-bg"> <img id="navigation_0_RptNavParentDesktop_ImgNavImage_0" loading="lazy" src="/-/media/images/promotional-banner/visualising_data3.ashx" alt="Latest News" /> <span class="text">Singstat TableBuilder</span> <span id="navigation_0_RptNavParentDesktop_LblImageText_0" class="text">Visualising Data</span> </div> </a> </div> </div> </div> </div> </li> <li> <a id="navigation_0_RptNavParentDesktop_HypNavParentDesktop_1" class="nav__item" href="/find-data">Find Data</a> <div id="navigation_0_RptNavParentDesktop_NavChildren_1" class="megamenu"> <div class="container"> <div class="row"> <div class="col-md-3"> <div class="matchHeight"> <div class="nav__desc"> <h3> <span id="navigation_0_RptNavParentDesktop_LblNavTitle_1">Find Data</span> </h3> <p> <span id="navigation_0_RptNavParentDesktop_LblNavDesc_1">Find Data Search for data by themes or A-Z</span> </p> </div> </div> </div> <div class ="col-md-6"> <ul> <li id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_1_NavChildDesktop_0"> <a id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_1_HypNavChildDesktop_0" class="nav__item" href="/find-data/search-by-theme">Search by Theme</a> </li> <li id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_1_NavChildDesktop_1"> <a id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_1_HypNavChildDesktop_1" class="nav__item" href="/find-data/search-by-a-z">Search by A-Z</a> </li> <li id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_1_NavChildDesktop_2"> <a id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_1_HypNavChildDesktop_2" class="nav__item" href="/find-data/frequently-asked-questions">Frequently Asked Questions</a> </li> <li id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_1_NavChildDesktop_3"> <a id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_1_HypNavChildDesktop_3" class="nav__item" rel="nofollow noopener noreferrer" href="https://tablebuilder.singstat.gov.sg/" target="_blank">SingStat Table Builder</a> </li> <li id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_1_NavChildDesktop_4"> <a id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_1_HypNavChildDesktop_4" class="nav__item" href="/find-data/multi-dimensional-data-cubes">Multi-Dimensional Data Cubes</a> </li> <li id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_1_NavChildDesktop_5"> <a id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_1_HypNavChildDesktop_5" class="nav__item" href="/data-for-businesses" target="_self">Data for Businesses</a> </li> <li id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_1_NavChildDesktop_6"> <a id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_1_HypNavChildDesktop_6" class="nav__item" href="/students-corner" target="_self">Students' Corner</a> </li> <li id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_1_NavChildDesktop_7"> <a id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_1_HypNavChildDesktop_7" class="nav__item" href="/publications/reference/ebook" target="_self">eBook of Statistics</a> </li> <li id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_1_NavChildDesktop_8"> <a id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_1_HypNavChildDesktop_8" class="nav__item" href="/publications/reference/singapore-in-figures" target="_self">Singapore in Figures</a> </li> <li id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_1_NavChildDesktop_9"> <a id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_1_HypNavChildDesktop_9" class="nav__item" href="/find-data/sdg">Sustainable Development Goals</a> </li> <li id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_1_NavChildDesktop_10"> <a id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_1_HypNavChildDesktop_10" class="nav__item" href="/find-data/international-statistics">International Statistics</a> </li> <li id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_1_NavChildDesktop_11"> <a id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_1_HypNavChildDesktop_11" class="nav__item" href="/find-data/concepts-methods-and-applications">Concepts, Methods and Applications</a> </li> <li id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_1_NavChildDesktop_12"> <a id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_1_HypNavChildDesktop_12" class="nav__item" href="/find-data/glossaries">Glossaries</a> </li> <li id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_1_NavChildDesktop_13"> <a id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_1_HypNavChildDesktop_13" class="nav__item" href="/find-data/quizzes">Quizzes</a> </li> </ul> </div> <div class="col-md-3"> <a id="navigation_0_RptNavParentDesktop_HypImageNavigation_1" class="quicklink" rel="noopener noreferrer" href="/publications/reference/ebook" target="_self"> <div class="image-bg"> <img id="navigation_0_RptNavParentDesktop_ImgNavImage_1" loading="lazy" src="/-/media/images/home-publication/ebook.ashx" alt="Yearbook of Statistics Singapore 2018" /> <span class="text">Singstat TableBuilder</span> <span id="navigation_0_RptNavParentDesktop_LblImageText_1" class="text">eBook of Statistics</span> </div> </a> </div> </div> </div> </div> </li> <li> <a id="navigation_0_RptNavParentDesktop_HypNavParentDesktop_2" class="nav__item" href="/publications">Publications</a> </li> <li> <a id="navigation_0_RptNavParentDesktop_HypNavParentDesktop_3" class="nav__item" href="/our-services-tools-surveys">Our Services, Tools & Surveys</a> <div id="navigation_0_RptNavParentDesktop_NavChildren_3" class="megamenu"> <div class="container"> <div class="row"> <div class="col-md-3"> <div class="matchHeight"> <div class="nav__desc"> <h3> <span id="navigation_0_RptNavParentDesktop_LblNavTitle_3">Our Services, Tools & Surveys</span> </h3> <p> <span id="navigation_0_RptNavParentDesktop_LblNavDesc_3">View our suite of services and tools.</span> </p> </div> </div> </div> <div class ="col-md-6"> <ul> <li id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_3_NavChildDesktop_0"> <a id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_3_HypNavChildDesktop_0" class="nav__item" rel="nofollow noopener noreferrer" href="http://tablebuilder.singstat.gov.sg" target="_blank">SingStat Table Builder</a> </li> <li id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_3_NavChildDesktop_1"> <a id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_3_HypNavChildDesktop_1" class="nav__item" href="/our-services-tools-surveys/singstat-mobile-app">SingStat Mobile App</a> </li> <li id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_3_NavChildDesktop_2"> <a id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_3_HypNavChildDesktop_2" class="nav__item" href="/our-services-tools-surveys/statistical-enquiries">Statistical Enquiries</a> </li> <li id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_3_NavChildDesktop_3"> <a id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_3_HypNavChildDesktop_3" class="nav__item" rel="nofollow noopener noreferrer" href="https://www.singstat.gov.sg/data-for-businesses#biztools" target="_self">Benchmark My Business Performance</a> </li> <li id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_3_NavChildDesktop_4"> <a id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_3_HypNavChildDesktop_4" class="nav__item" href="/standards/standards-and-classifications/ssoc/ssoc-search" target="_self">SSOC Search</a> </li> <li id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_3_NavChildDesktop_5"> <a id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_3_HypNavChildDesktop_5" class="nav__item" rel="nofollow noopener noreferrer" href="https://www.onemap.sg/main/v2/" target="_blank">Population Query</a> </li> <li id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_3_NavChildDesktop_6"> <a id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_3_HypNavChildDesktop_6" class="nav__item" href="/our-services-tools-surveys/introducing-the-singstat-data-services">SingStat Data Services</a> </li> <li id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_3_NavChildDesktop_7"> <a id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_3_HypNavChildDesktop_7" class="nav__item" href="/whats-new/sign-up-for-alerts" target="_self">Sign Up for Alerts</a> </li> <li id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_3_NavChildDesktop_8"> <a id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_3_HypNavChildDesktop_8" class="nav__item" href="/our-services-tools-surveys/amap">Anonymised Microdata Access Programme (AMAP)</a> </li> <li id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_3_NavChildDesktop_9"> <a id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_3_HypNavChildDesktop_9" class="nav__item" href="/hes/hes-2223" target="_self">Household Expenditure Survey</a> </li> <li id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_3_NavChildDesktop_10"> <a id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_3_HypNavChildDesktop_10" class="nav__item" rel="nofollow noopener noreferrer" href="https://www.biz-esurvey.singstat.gov.sg/IBSS/login.do?reqCode=goLogin" target="_blank">Business Survey</a> </li> <li id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_3_NavChildDesktop_11"> <a id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_3_HypNavChildDesktop_11" class="nav__item" rel="nofollow noopener noreferrer" href="https://ppi-esurvey.singstat.gov.sg/pi/login" target="_blank">Price Survey</a> </li> <li id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_3_NavChildDesktop_12"> <a id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_3_HypNavChildDesktop_12" class="nav__item" href="/our-services-tools-surveys/public-sector-surveys">Public Sector Surveys</a> </li> <li id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_3_NavChildDesktop_13"> <a id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_3_HypNavChildDesktop_13" class="nav__item" href="/our-services-tools-surveys/sampling-service-for-household-surveys">Sampling Service for Household Surveys</a> </li> <li id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_3_NavChildDesktop_14"> <a id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_3_HypNavChildDesktop_14" class="nav__item" href="/census-of-population" target="_self">Census of Population</a> </li> <li id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_3_NavChildDesktop_15"> <a id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_3_HypNavChildDesktop_15" class="nav__item" href="/our-services-tools-surveys/online-payment">Online Payment</a> </li> </ul> </div> <div class="col-md-3"> <a id="navigation_0_RptNavParentDesktop_HypImageNavigation_3" class="quicklink" rel="noopener noreferrer" href="/our-services-tools-surveys/introducing-the-singstat-data-services" target="_self"> <div class="image-bg"> <img id="navigation_0_RptNavParentDesktop_ImgNavImage_3" loading="lazy" src="/-/media/images/our-services-and-tools/data-services.ashx" alt="SingStat Data Services" /> <span class="text">Singstat TableBuilder</span> <span id="navigation_0_RptNavParentDesktop_LblImageText_3" class="text">Introducing the SingStat Data Services</span> </div> </a> </div> </div> </div> </div> </li> <li> <a id="navigation_0_RptNavParentDesktop_HypNavParentDesktop_4" class="nav__item" href="/standards">Standards</a> <div id="navigation_0_RptNavParentDesktop_NavChildren_4" class="megamenu"> <div class="container"> <div class="row"> <div class="col-md-3"> <div class="matchHeight"> <div class="nav__desc"> <h3> <span id="navigation_0_RptNavParentDesktop_LblNavTitle_4">Standards</span> </h3> <p> <span id="navigation_0_RptNavParentDesktop_LblNavDesc_4">Learn more about the statistical standards and classifications adopted by Singapore Department of Statistics, as well as other international classifications.</span> </p> </div> </div> </div> <div class ="col-md-6"> <ul> <li id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_4_NavChildDesktop_0"> <a id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_4_HypNavChildDesktop_0" class="nav__item" href="/standards/data-dissemination-standard">Data Dissemination Standard</a> </li> <li id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_4_NavChildDesktop_1"> <a id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_4_HypNavChildDesktop_1" class="nav__item" href="/standards/standards-and-classifications">Standards and Classifications</a> </li> <li id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_4_NavChildDesktop_2"> <a id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_4_HypNavChildDesktop_2" class="nav__item" href="/standards/international-classifications">International Classifications</a> </li> </ul> </div> <div class="col-md-3"> <a id="navigation_0_RptNavParentDesktop_HypImageNavigation_4" class="quicklink" rel="noopener noreferrer" href="/standards/data-dissemination-standard/national-summary-page" target="_self"> <div class="image-bg"> <img id="navigation_0_RptNavParentDesktop_ImgNavImage_4" loading="lazy" src="/-/media/images/standards/istock-653288446.ashx" alt="STCCE" /> <span class="text">Singstat TableBuilder</span> <span id="navigation_0_RptNavParentDesktop_LblImageText_4" class="text">National Summary Page</span> </div> </a> </div> </div> </div> </div> </li> <li> <a id="navigation_0_RptNavParentDesktop_HypNavParentDesktop_5" class="nav__item" href="/who-we-are">Who We Are</a> <div id="navigation_0_RptNavParentDesktop_NavChildren_5" class="megamenu"> <div class="container"> <div class="row"> <div class="col-md-3"> <div class="matchHeight"> <div class="nav__desc"> <h3> <span id="navigation_0_RptNavParentDesktop_LblNavTitle_5">Who We Are</span> </h3> <p> <span id="navigation_0_RptNavParentDesktop_LblNavDesc_5"></span> </p> </div> </div> </div> <div class ="col-md-6"> <ul> <li id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_5_NavChildDesktop_0"> <a id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_5_HypNavChildDesktop_0" class="nav__item" href="/who-we-are/vision-and-mission">Vision and Mission</a> </li> <li id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_5_NavChildDesktop_1"> <a id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_5_HypNavChildDesktop_1" class="nav__item" href="/who-we-are/guiding-principles">Guiding Principles</a> </li> <li id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_5_NavChildDesktop_2"> <a id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_5_HypNavChildDesktop_2" class="nav__item" href="/who-we-are/singapore-statistical-system">Singapore Statistical System</a> </li> <li id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_5_NavChildDesktop_3"> <a id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_5_HypNavChildDesktop_3" class="nav__item" href="/who-we-are/statistics-act">Statistics Act</a> </li> <li id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_5_NavChildDesktop_4"> <a id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_5_HypNavChildDesktop_4" class="nav__item" href="/who-we-are/data-stewardship-and-governance">DOS's Approach to Data Stewardship and Governance</a> </li> <li id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_5_NavChildDesktop_5"> <a id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_5_HypNavChildDesktop_5" class="nav__item" href="/who-we-are/what-we-do">What We Do</a> </li> <li id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_5_NavChildDesktop_6"> <a id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_5_HypNavChildDesktop_6" class="nav__item" href="/who-we-are/history">History</a> </li> <li id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_5_NavChildDesktop_7"> <a id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_5_HypNavChildDesktop_7" class="nav__item" href="/who-we-are/logo">Logo</a> </li> </ul> </div> <div class="col-md-3"> <a id="navigation_0_RptNavParentDesktop_HypImageNavigation_5" class="quicklink" rel="noopener noreferrer" href="/who-we-are/vision-and-mission" target="_self"> <div class="image-bg"> <img id="navigation_0_RptNavParentDesktop_ImgNavImage_5" loading="lazy" src="/-/media/images/about-us/mission-vission.ashx" alt="Our Vision Our Mission" /> <span class="text">Singstat TableBuilder</span> <span id="navigation_0_RptNavParentDesktop_LblImageText_5" class="text">Vision and Mission</span> </div> </a> </div> </div> </div> </div> </li> <li> <a id="navigation_0_RptNavParentDesktop_HypNavParentDesktop_6" class="nav__item" href="/careers">Careers</a> <div id="navigation_0_RptNavParentDesktop_NavChildren_6" class="megamenu"> <div class="container"> <div class="row"> <div class="col-md-3"> <div class="matchHeight"> <div class="nav__desc"> <h3> <span id="navigation_0_RptNavParentDesktop_LblNavTitle_6">Careers</span> </h3> <p> <span id="navigation_0_RptNavParentDesktop_LblNavDesc_6"></span> </p> </div> </div> </div> <div class ="col-md-6"> <ul> <li id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_6_NavChildDesktop_0"> <a id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_6_HypNavChildDesktop_0" class="nav__item" href="/careers/build-your-career-at-dos">Build Your Career @ DOS</a> </li> <li id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_6_NavChildDesktop_1"> <a id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_6_HypNavChildDesktop_1" class="nav__item" href="/careers/life-at-dos">Life @ DOS</a> </li> <li id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_6_NavChildDesktop_2"> <a id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_6_HypNavChildDesktop_2" class="nav__item" href="/careers/career-opportunities">Career Opportunity</a> </li> <li id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_6_NavChildDesktop_3"> <a id="navigation_0_RptNavParentDesktop_RptNavChildDesktop_6_HypNavChildDesktop_3" class="nav__item" href="/careers/internship-opportunities">Internship @ DOS</a> </li> </ul> </div> <div class="col-md-3"> <a id="navigation_0_RptNavParentDesktop_HypImageNavigation_6" class="quicklink" rel="noopener noreferrer" href="/careers/career-opportunities" target="_self"> <div class="image-bg"> <img id="navigation_0_RptNavParentDesktop_ImgNavImage_6" loading="lazy" src="/-/media/images/career/careers-main-banner.ashx" alt="careers" /> <span class="text">Singstat TableBuilder</span> <span id="navigation_0_RptNavParentDesktop_LblImageText_6" class="text">Career Opportunities</span> </div> </a> </div> </div> </div> </div> </li> </ul> <ul class="lvl1 no-desktop"> <li id="navigation_0_RptNavParentNoDesktop_NavParentNoDesktop_0" class="is-parent"> <a id="navigation_0_RptNavParentNoDesktop_HypNavParentNoDesktop_0" class="nav__item" href="/whats-new">What's New</a> <ul class="lvl2"> <li id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_0_NavChildNoDesktop_0"> <a id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_0_HypNavChildNoDesktop_0" class="nav__item" href="/whats-new/advance-release-calendar">Advance Release Calendar</a> </li> <li id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_0_NavChildNoDesktop_1"> <a id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_0_HypNavChildNoDesktop_1" class="nav__item" href="/whats-new/latest-data">Latest Data</a> </li> <li id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_0_NavChildNoDesktop_2"> <a id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_0_HypNavChildNoDesktop_2" class="nav__item" href="/whats-new/latest-news">Latest News</a> </li> <li id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_0_NavChildNoDesktop_3"> <a id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_0_HypNavChildNoDesktop_3" class="nav__item" href="/whats-new/statistics-singapore-newsletter">Statistics Singapore Newsletter</a> </li> <li id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_0_NavChildNoDesktop_4"> <a id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_0_HypNavChildNoDesktop_4" class="nav__item" href="/whats-new/visualising-data">Visualising Data</a> </li> <li id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_0_NavChildNoDesktop_5"> <a id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_0_HypNavChildNoDesktop_5" class="nav__item" href="/whats-new/experimental-statistics">Experimental Statistics</a> </li> <li id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_0_NavChildNoDesktop_6"> <a id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_0_HypNavChildNoDesktop_6" class="nav__item" href="/whats-new/forum-letter-replies">Forum Letter Replies</a> </li> <li id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_0_NavChildNoDesktop_7"> <a id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_0_HypNavChildNoDesktop_7" class="nav__item" href="/whats-new/sign-up-for-alerts">Sign Up for Alerts</a> </li> </ul> </li> <li id="navigation_0_RptNavParentNoDesktop_NavParentNoDesktop_1" class="is-parent is-current"> <a id="navigation_0_RptNavParentNoDesktop_HypNavParentNoDesktop_1" class="nav__item" href="/find-data">Find Data</a> <ul class="lvl2"> <li id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_1_NavChildNoDesktop_0"> <a id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_1_HypNavChildNoDesktop_0" class="nav__item" href="/find-data/search-by-theme">Search by Theme</a> </li> <li id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_1_NavChildNoDesktop_1"> <a id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_1_HypNavChildNoDesktop_1" class="nav__item" href="/find-data/search-by-a-z">Search by A-Z</a> </li> <li id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_1_NavChildNoDesktop_2"> <a id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_1_HypNavChildNoDesktop_2" class="nav__item" href="/find-data/frequently-asked-questions">Frequently Asked Questions</a> </li> <li id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_1_NavChildNoDesktop_3"> <a id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_1_HypNavChildNoDesktop_3" class="nav__item" rel="nofollow noopener noreferrer" href="https://tablebuilder.singstat.gov.sg/" target="_blank">SingStat Table Builder</a> </li> <li id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_1_NavChildNoDesktop_4"> <a id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_1_HypNavChildNoDesktop_4" class="nav__item" href="/find-data/multi-dimensional-data-cubes">Multi-Dimensional Data Cubes</a> </li> <li id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_1_NavChildNoDesktop_5"> <a id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_1_HypNavChildNoDesktop_5" class="nav__item" href="/data-for-businesses" target="_self">Data for Businesses</a> </li> <li id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_1_NavChildNoDesktop_6"> <a id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_1_HypNavChildNoDesktop_6" class="nav__item" href="/students-corner" target="_self">Students' Corner</a> </li> <li id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_1_NavChildNoDesktop_7"> <a id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_1_HypNavChildNoDesktop_7" class="nav__item" href="/publications/reference/ebook" target="_self">eBook of Statistics</a> </li> <li id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_1_NavChildNoDesktop_8"> <a id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_1_HypNavChildNoDesktop_8" class="nav__item" href="/publications/reference/singapore-in-figures" target="_self">Singapore in Figures</a> </li> <li id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_1_NavChildNoDesktop_9"> <a id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_1_HypNavChildNoDesktop_9" class="nav__item" href="/find-data/sdg">Sustainable Development Goals</a> </li> <li id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_1_NavChildNoDesktop_10"> <a id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_1_HypNavChildNoDesktop_10" class="nav__item" href="/find-data/international-statistics">International Statistics</a> </li> <li id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_1_NavChildNoDesktop_11"> <a id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_1_HypNavChildNoDesktop_11" class="nav__item" href="/find-data/concepts-methods-and-applications">Concepts, Methods and Applications</a> </li> <li id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_1_NavChildNoDesktop_12"> <a id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_1_HypNavChildNoDesktop_12" class="nav__item" href="/find-data/glossaries">Glossaries</a> </li> <li id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_1_NavChildNoDesktop_13"> <a id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_1_HypNavChildNoDesktop_13" class="nav__item" href="/find-data/quizzes">Quizzes</a> </li> </ul> </li> <li id="navigation_0_RptNavParentNoDesktop_NavParentNoDesktop_2"> <a id="navigation_0_RptNavParentNoDesktop_HypNavParentNoDesktop_2" class="nav__item" href="/publications">Publications</a> <ul class="lvl2"> </ul> </li> <li id="navigation_0_RptNavParentNoDesktop_NavParentNoDesktop_3" class="is-parent"> <a id="navigation_0_RptNavParentNoDesktop_HypNavParentNoDesktop_3" class="nav__item" href="/our-services-tools-surveys">Our Services, Tools & Surveys</a> <ul class="lvl2"> <li id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_3_NavChildNoDesktop_0"> <a id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_3_HypNavChildNoDesktop_0" class="nav__item" rel="nofollow noopener noreferrer" href="http://tablebuilder.singstat.gov.sg" target="_blank">SingStat Table Builder</a> </li> <li id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_3_NavChildNoDesktop_1"> <a id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_3_HypNavChildNoDesktop_1" class="nav__item" href="/our-services-tools-surveys/singstat-mobile-app">SingStat Mobile App</a> </li> <li id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_3_NavChildNoDesktop_2"> <a id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_3_HypNavChildNoDesktop_2" class="nav__item" href="/our-services-tools-surveys/statistical-enquiries">Statistical Enquiries</a> </li> <li id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_3_NavChildNoDesktop_3"> <a id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_3_HypNavChildNoDesktop_3" class="nav__item" rel="nofollow noopener noreferrer" href="https://www.singstat.gov.sg/data-for-businesses#biztools" target="_self">Benchmark My Business Performance</a> </li> <li id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_3_NavChildNoDesktop_4"> <a id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_3_HypNavChildNoDesktop_4" class="nav__item" href="/standards/standards-and-classifications/ssoc/ssoc-search" target="_self">SSOC Search</a> </li> <li id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_3_NavChildNoDesktop_5"> <a id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_3_HypNavChildNoDesktop_5" class="nav__item" rel="nofollow noopener noreferrer" href="https://www.onemap.sg/main/v2/" target="_blank">Population Query</a> </li> <li id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_3_NavChildNoDesktop_6"> <a id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_3_HypNavChildNoDesktop_6" class="nav__item" href="/our-services-tools-surveys/introducing-the-singstat-data-services">SingStat Data Services</a> </li> <li id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_3_NavChildNoDesktop_7"> <a id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_3_HypNavChildNoDesktop_7" class="nav__item" href="/whats-new/sign-up-for-alerts" target="_self">Sign Up for Alerts</a> </li> <li id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_3_NavChildNoDesktop_8"> <a id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_3_HypNavChildNoDesktop_8" class="nav__item" href="/our-services-tools-surveys/amap">Anonymised Microdata Access Programme (AMAP)</a> </li> <li id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_3_NavChildNoDesktop_9"> <a id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_3_HypNavChildNoDesktop_9" class="nav__item" href="/hes/hes-2223" target="_self">Household Expenditure Survey</a> </li> <li id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_3_NavChildNoDesktop_10"> <a id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_3_HypNavChildNoDesktop_10" class="nav__item" rel="nofollow noopener noreferrer" href="https://www.biz-esurvey.singstat.gov.sg/IBSS/login.do?reqCode=goLogin" target="_blank">Business Survey</a> </li> <li id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_3_NavChildNoDesktop_11"> <a id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_3_HypNavChildNoDesktop_11" class="nav__item" rel="nofollow noopener noreferrer" href="https://ppi-esurvey.singstat.gov.sg/pi/login" target="_blank">Price Survey</a> </li> <li id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_3_NavChildNoDesktop_12"> <a id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_3_HypNavChildNoDesktop_12" class="nav__item" href="/our-services-tools-surveys/public-sector-surveys">Public Sector Surveys</a> </li> <li id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_3_NavChildNoDesktop_13"> <a id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_3_HypNavChildNoDesktop_13" class="nav__item" href="/our-services-tools-surveys/sampling-service-for-household-surveys">Sampling Service for Household Surveys</a> </li> <li id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_3_NavChildNoDesktop_14"> <a id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_3_HypNavChildNoDesktop_14" class="nav__item" href="/census-of-population" target="_self">Census of Population</a> </li> <li id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_3_NavChildNoDesktop_15"> <a id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_3_HypNavChildNoDesktop_15" class="nav__item" href="/our-services-tools-surveys/online-payment">Online Payment</a> </li> </ul> </li> <li id="navigation_0_RptNavParentNoDesktop_NavParentNoDesktop_4" class="is-parent"> <a id="navigation_0_RptNavParentNoDesktop_HypNavParentNoDesktop_4" class="nav__item" href="/standards">Standards</a> <ul class="lvl2"> <li id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_4_NavChildNoDesktop_0"> <a id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_4_HypNavChildNoDesktop_0" class="nav__item" href="/standards/data-dissemination-standard">Data Dissemination Standard</a> </li> <li id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_4_NavChildNoDesktop_1"> <a id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_4_HypNavChildNoDesktop_1" class="nav__item" href="/standards/standards-and-classifications">Standards and Classifications</a> </li> <li id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_4_NavChildNoDesktop_2"> <a id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_4_HypNavChildNoDesktop_2" class="nav__item" href="/standards/international-classifications">International Classifications</a> </li> </ul> </li> <li id="navigation_0_RptNavParentNoDesktop_NavParentNoDesktop_5" class="is-parent"> <a id="navigation_0_RptNavParentNoDesktop_HypNavParentNoDesktop_5" class="nav__item" href="/who-we-are">Who We Are</a> <ul class="lvl2"> <li id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_5_NavChildNoDesktop_0"> <a id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_5_HypNavChildNoDesktop_0" class="nav__item" href="/who-we-are/vision-and-mission">Vision and Mission</a> </li> <li id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_5_NavChildNoDesktop_1"> <a id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_5_HypNavChildNoDesktop_1" class="nav__item" href="/who-we-are/guiding-principles">Guiding Principles</a> </li> <li id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_5_NavChildNoDesktop_2"> <a id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_5_HypNavChildNoDesktop_2" class="nav__item" href="/who-we-are/singapore-statistical-system">Singapore Statistical System</a> </li> <li id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_5_NavChildNoDesktop_3"> <a id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_5_HypNavChildNoDesktop_3" class="nav__item" href="/who-we-are/statistics-act">Statistics Act</a> </li> <li id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_5_NavChildNoDesktop_4"> <a id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_5_HypNavChildNoDesktop_4" class="nav__item" href="/who-we-are/data-stewardship-and-governance">DOS's Approach to Data Stewardship and Governance</a> </li> <li id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_5_NavChildNoDesktop_5"> <a id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_5_HypNavChildNoDesktop_5" class="nav__item" href="/who-we-are/what-we-do">What We Do</a> </li> <li id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_5_NavChildNoDesktop_6"> <a id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_5_HypNavChildNoDesktop_6" class="nav__item" href="/who-we-are/history">History</a> </li> <li id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_5_NavChildNoDesktop_7"> <a id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_5_HypNavChildNoDesktop_7" class="nav__item" href="/who-we-are/logo">Logo</a> </li> </ul> </li> <li id="navigation_0_RptNavParentNoDesktop_NavParentNoDesktop_6" class="is-parent"> <a id="navigation_0_RptNavParentNoDesktop_HypNavParentNoDesktop_6" class="nav__item" href="/careers">Careers</a> <ul class="lvl2"> <li id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_6_NavChildNoDesktop_0"> <a id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_6_HypNavChildNoDesktop_0" class="nav__item" href="/careers/build-your-career-at-dos">Build Your Career @ DOS</a> </li> <li id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_6_NavChildNoDesktop_1"> <a id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_6_HypNavChildNoDesktop_1" class="nav__item" href="/careers/life-at-dos">Life @ DOS</a> </li> <li id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_6_NavChildNoDesktop_2"> <a id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_6_HypNavChildNoDesktop_2" class="nav__item" href="/careers/career-opportunities">Career Opportunity</a> </li> <li id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_6_NavChildNoDesktop_3"> <a id="navigation_0_RptNavParentNoDesktop_RptNavChildNoDesktop_6_HypNavChildNoDesktop_3" class="nav__item" href="/careers/internship-opportunities">Internship @ DOS</a> </li> </ul> </li> </ul> </div> </div> </div> </div>   <div class="header__search-bar desktop-search desktop-only"> <div class="container"> <i class="icon-search-dss"></i> <label for="siteSearchDesktop" class="visuallyhidden">Search</label> <script async="" src="https://cse.google.com/cse.js?cx=006524738387304832746:dcudfh9pcou"></script> <div data-resultsurl="/search-result" class="gcse-searchbox-only"></div> <a class="btn btn--orange gcse-submit-button" href="#" target="_self"><span><span>Search</span></span> </a> </div> </div> </div> </div> </header> <main id="main" class="main"> <div class="breadcrumbs has-banner"> <div class="container"> <div id="breadcrumbs_0_DivCode"> <ol itemscope itemtype="https://schema.org/BreadcrumbList" class="breadcrumbs__list"> <li itemprop="itemListElement" itemscope itemtype="https://schema.org/ListItem" class="breadcrumbs__item"><a href="/" itemprop="item" class="breadcrumbs__link"><span itemprop="name" class="vh">Home</span><i class="icon icon-home"></i></a> </li> <li itemprop='itemListElement' itemscope itemtype="https://schema.org/ListItem" class="breadcrumbs__item"> <a id="breadcrumbs_0_RptBreadcrumbs_HypBreadcrumbs_0" class="breadcrumbs__link is-active" itemprop="item" href="/find-data"> <span itemprop="name"> Find Data </span> </a> </li> </ol> </div> </div> </div> <div class="banner"> <div class="image-bg"> <img id="banner_0_ImgBanner" loading="lazy" src="/-/media/images/find-data/fun-2721225_640.ashx" alt="Find Data" /></div> <div class="container"> <div class="content"> <h1 class="page-title">Find Data</h1> <p>Search for data by themes or A-Z; Obtain time series and cross sectional tables from the SingStat Table Builder; Find out more about statistical concepts; Take the Quizzes.</p> </div> </div> </div> <div class="main-content primary-listing"> <div class="container"> <div id="main_0_DivCode"> <br /> </div> <div id="main_2_DivCode"> <div class="main-content primary-listing"> <div class="container"> <div class="image-text-card"> <div class="container"> <div class="row"> <div class="image-text-card__list"> <div class="col-md-4 col-sm-4 col-xs-12"> <a id="main_2_RptSubPagesCard_HypCard_0" class="image-text-card__item has-match-height" href="/find-data/search-by-theme"> <div class="image"><img id="main_2_RptSubPagesCard_ImgCard_0" loading="lazy" src="/-/media/images/find-data/fun-2721225_640.ashx" alt="Search by Theme" /></div> <div class="content"> <h2 class="title"> Search by Theme </h2> <p class="text"> Choose any of the following themes to access the relevant statistics, press releases, publications and references. </p> </div> <div class="btn-container"> <div class="btn btn--orange"><span> <span id="main_2_RptSubPagesCard_LblActionButton_0">Search</span> </span></div> </div> </a> </div> <div class="col-md-4 col-sm-4 col-xs-12"> <a id="main_2_RptSubPagesCard_HypCard_1" class="image-text-card__item has-match-height" href="/find-data/search-by-a-z"> <div class="image"><img id="main_2_RptSubPagesCard_ImgCard_1" loading="lazy" src="/-/media/images/find-data/international-stats/istock-464487062.ashx" alt="Search by A-Z" /></div> <div class="content"> <h2 class="title"> Search by A-Z </h2> <p class="text"> Perform a search using an alphabetical index. </p> </div> <div class="btn-container"> <div class="btn btn--orange"><span> <span id="main_2_RptSubPagesCard_LblActionButton_1">Search</span> </span></div> </div> </a> </div> <div class="col-md-4 col-sm-4 col-xs-12"> <a id="main_2_RptSubPagesCard_HypCard_2" class="image-text-card__item has-match-height" href="/find-data/frequently-asked-questions"> <div class="image"><img id="main_2_RptSubPagesCard_ImgCard_2" loading="lazy" src="/-/media/images/faq/faq.ashx" alt="Frequently Asked Questions" /></div> <div class="content"> <h2 class="title"> Frequently Asked Questions </h2> <p class="text"> Explore our FAQ page to get answers on commonly asked questions on various statistical topics. </p> </div> <div class="btn-container"> <div class="btn btn--orange"><span> <span id="main_2_RptSubPagesCard_LblActionButton_2">Find Out More</span> </span></div> </div> </a> </div> <div class="col-md-4 col-sm-4 col-xs-12"> <a id="main_2_RptSubPagesCard_HypCard_3" class="image-text-card__item has-match-height" rel="nofollow noopener noreferrer" href="https://tablebuilder.singstat.gov.sg/" target="_blank"> <div class="image"><img id="main_2_RptSubPagesCard_ImgCard_3" loading="lazy" src="/-/media/images/find-data/singstattablebuilder.ashx" alt="SingStat Table Builder" /></div> <div class="content"> <h2 class="title"> SingStat Table Builder </h2> <p class="text"> Free access to over 2,400 customisable datasets from 70 public sector agencies with over 150,000 data series on economic and socio-demographic domains. </p> </div> <div class="btn-container"> <div class="btn btn--orange"><span> <span id="main_2_RptSubPagesCard_LblActionButton_3">Access</span> </span></div> </div> </a> </div> <div class="col-md-4 col-sm-4 col-xs-12"> <a id="main_2_RptSubPagesCard_HypCard_4" class="image-text-card__item has-match-height" href="/find-data/multi-dimensional-data-cubes"> <div class="image"><img id="main_2_RptSubPagesCard_ImgCard_4" loading="lazy" src="/-/media/images/find-data/data-cube.ashx" alt="Multi-Dimensional Data Cubes" /></div> <div class="content"> <h2 class="title"> Multi-Dimensional Data Cubes </h2> <p class="text"> Explore data trends and undertake in-depth analyses with multi-dimensional data cubes and interactive dashboards. </p> </div> <div class="btn-container"> <div class="btn btn--orange"><span> <span id="main_2_RptSubPagesCard_LblActionButton_4">Find Out More</span> </span></div> </div> </a> </div> <div class="col-md-4 col-sm-4 col-xs-12"> <a id="main_2_RptSubPagesCard_HypCard_5" class="image-text-card__item has-match-height" href="/data-for-businesses" target="_self"> <div class="image"><img id="main_2_RptSubPagesCard_ImgCard_5" loading="lazy" src="/-/media/images/banner/business.ashx" alt="Data for Businesses" /></div> <div class="content"> <h2 class="title"> Data for Businesses </h2> <p class="text"> Empowering you to make data-driven business decisions with insights on your customers, industry, and business performance. </p> </div> <div class="btn-container"> <div class="btn btn--orange"><span> <span id="main_2_RptSubPagesCard_LblActionButton_5">Find Out More</span> </span></div> </div> </a> </div> <div class="col-md-4 col-sm-4 col-xs-12"> <a id="main_2_RptSubPagesCard_HypCard_6" class="image-text-card__item has-match-height" href="/students-corner" target="_self"> <div class="image"><img id="main_2_RptSubPagesCard_ImgCard_6" loading="lazy" src="/-/media/images/students-corner/studentscornerbanner.ashx" alt="Students' Corner" /></div> <div class="content"> <h2 class="title"> Students' Corner </h2> <p class="text"> Easily access statistical resources for students and educators, organised by subjects. </p> </div> <div class="btn-container"> <div class="btn btn--orange"><span> <span id="main_2_RptSubPagesCard_LblActionButton_6">Find Out More</span> </span></div> </div> </a> </div> <div class="col-md-4 col-sm-4 col-xs-12"> <a id="main_2_RptSubPagesCard_HypCard_7" class="image-text-card__item has-match-height" href="/publications/reference/ebook" target="_self"> <div class="image"><img id="main_2_RptSubPagesCard_ImgCard_7" loading="lazy" src="/-/media/images/home-publication/ebook.ashx" alt="eBook of Statistics" /></div> <div class="content"> <h2 class="title"> eBook of Statistics </h2> <p class="text"> The eBook of Statistics features important statistical series on Singapore's economy and socio-demography. </p> </div> <div class="btn-container"> <div class="btn btn--orange"><span> <span id="main_2_RptSubPagesCard_LblActionButton_7">Find Out More</span> </span></div> </div> </a> </div> <div class="col-md-4 col-sm-4 col-xs-12"> <a id="main_2_RptSubPagesCard_HypCard_8" class="image-text-card__item has-match-height" href="/publications/reference/singapore-in-figures" target="_self"> <div class="image"><img id="main_2_RptSubPagesCard_ImgCard_8" loading="lazy" src="/-/media/images/publications/reference/sif.ashx" alt="Singapore in Figures" /></div> <div class="content"> <h2 class="title"> Singapore in Figures </h2> <p class="text"> This interactive electronic publication allows you to explore key Singapore economic and socio-demographic trends. </p> </div> <div class="btn-container"> <div class="btn btn--orange"><span> <span id="main_2_RptSubPagesCard_LblActionButton_8">Find Out More</span> </span></div> </div> </a> </div> <div class="col-md-4 col-sm-4 col-xs-12"> <a id="main_2_RptSubPagesCard_HypCard_9" class="image-text-card__item has-match-height" href="/find-data/sdg"> <div class="image"><img id="main_2_RptSubPagesCard_ImgCard_9" loading="lazy" src="/-/media/images/find-data/sdg/e_sdg_logo_no-un-emblem_square_rgb.ashx" alt="Sustainable Development Goals (SDGs)" /></div> <div class="content"> <h2 class="title"> Sustainable Development Goals (SDGs) </h2> <p class="text"> View Singapore's statistics on the SDG indicators. </p> </div> <div class="btn-container"> <div class="btn btn--orange"><span> <span id="main_2_RptSubPagesCard_LblActionButton_9">Find Out More</span> </span></div> </div> </a> </div> <div class="col-md-4 col-sm-4 col-xs-12"> <a id="main_2_RptSubPagesCard_HypCard_10" class="image-text-card__item has-match-height" href="/find-data/international-statistics"> <div class="image"><img id="main_2_RptSubPagesCard_ImgCard_10" loading="lazy" src="/-/media/images/find-data/international-stats/international-statistics.ashx" alt="International Statistics" /></div> <div class="content"> <h2 class="title"> International Statistics </h2> <p class="text"> Access international databases, websites of international bodies and national statistical offices. </p> </div> <div class="btn-container"> <div class="btn btn--orange"><span> <span id="main_2_RptSubPagesCard_LblActionButton_10">View More</span> </span></div> </div> </a> </div> <div class="col-md-4 col-sm-4 col-xs-12"> <a id="main_2_RptSubPagesCard_HypCard_11" class="image-text-card__item has-match-height" href="/find-data/concepts-methods-and-applications"> <div class="image"><img id="main_2_RptSubPagesCard_ImgCard_11" loading="lazy" src="/-/media/images/find-data/istock-687447022.ashx" alt="Concepts, Methods and Applications" /></div> <div class="content"> <h2 class="title"> Concepts, Methods and Applications </h2> <p class="text"> Discover more about data collection, statistical concepts, methodologies and technical applications in statistical work. </p> </div> <div class="btn-container"> <div class="btn btn--orange"><span> <span id="main_2_RptSubPagesCard_LblActionButton_11">Find Out More</span> </span></div> </div> </a> </div> <div class="col-md-4 col-sm-4 col-xs-12"> <a id="main_2_RptSubPagesCard_HypCard_12" class="image-text-card__item has-match-height" href="/find-data/glossaries"> <div class="image"><img id="main_2_RptSubPagesCard_ImgCard_12" loading="lazy" src="/-/media/images/find-data/istock-645168382.ashx" alt="Glossaries" /></div> <div class="content"> <h2 class="title"> Glossaries </h2> <p class="text"> Find out about statistical definitions and coverage. </p> </div> <div class="btn-container"> <div class="btn btn--orange"><span> <span id="main_2_RptSubPagesCard_LblActionButton_12">View More</span> </span></div> </div> </a> </div> <div class="col-md-4 col-sm-4 col-xs-12"> <a id="main_2_RptSubPagesCard_HypCard_13" class="image-text-card__item has-match-height" href="/find-data/quizzes"> <div class="image"><img id="main_2_RptSubPagesCard_ImgCard_13" loading="lazy" src="/-/media/images/find-data/istock-693857936.ashx" alt="Quizzes" /></div> <div class="content"> <h2 class="title"> Quizzes </h2> <p class="text"> Take a quiz and test your statistical knowledge. </p> </div> <div class="btn-container"> <div class="btn btn--orange"><span> <span id="main_2_RptSubPagesCard_LblActionButton_13">View more</span> </span></div> </div> </a> </div> </div> </div> </div> </div> </div> </div> </div> </div> </div> <div class="backtotop__container"> <div class="backtotop__screen"> <button type="button" class="js-backtotop btn-backtotop"><i class="icon icon-arrow-top"></i><span class="vh">Back to top</span></button> </div> </div> </main> <footer id="footer" class="footer"> <div class="footer__main"> <div class="container"> <div id="footernavigation_0_DivCode" class="container"> <ul> <li class="footer__nav-item"> <a id="footernavigation_0_RptNavParent_HypNavParent_0" class="nav__item" href="/whats-new">What's New</a> <ul> <li> <a id="footernavigation_0_RptNavParent_RptNavChildren_0_HplNavChild_0" class="nav__item" href="/whats-new/advance-release-calendar">Advance Release Calendar</a> </li> <li> <a id="footernavigation_0_RptNavParent_RptNavChildren_0_HplNavChild_1" class="nav__item" href="/whats-new/latest-data">Latest Data</a> </li> <li> <a id="footernavigation_0_RptNavParent_RptNavChildren_0_HplNavChild_2" class="nav__item" href="/whats-new/latest-news">Latest News</a> </li> <li> <a id="footernavigation_0_RptNavParent_RptNavChildren_0_HplNavChild_3" class="nav__item" href="/whats-new/statistics-singapore-newsletter">Statistics Singapore Newsletter</a> </li> <li> <a id="footernavigation_0_RptNavParent_RptNavChildren_0_HplNavChild_4" class="nav__item" href="/whats-new/visualising-data">Visualising Data</a> </li> <li> <a id="footernavigation_0_RptNavParent_RptNavChildren_0_HplNavChild_5" class="nav__item" href="/whats-new/experimental-statistics">Experimental Statistics</a> </li> <li> <a id="footernavigation_0_RptNavParent_RptNavChildren_0_HplNavChild_6" class="nav__item" href="/whats-new/forum-letter-replies">Forum Letter Replies</a> </li> <li> <a id="footernavigation_0_RptNavParent_RptNavChildren_0_HplNavChild_7" class="nav__item" href="/whats-new/sign-up-for-alerts">Sign Up for Alerts</a> </li> </ul> </li> <li class="footer__nav-item"> <a id="footernavigation_0_RptNavParent_HypNavParent_1" class="nav__item" href="/find-data">Find Data</a> <ul> <li> <a id="footernavigation_0_RptNavParent_RptNavChildren_1_HplNavChild_0" class="nav__item" href="/find-data/search-by-theme">Search by Theme</a> </li> <li> <a id="footernavigation_0_RptNavParent_RptNavChildren_1_HplNavChild_1" class="nav__item" href="/find-data/search-by-a-z">Search by A-Z</a> </li> <li> <a id="footernavigation_0_RptNavParent_RptNavChildren_1_HplNavChild_2" class="nav__item" href="/find-data/frequently-asked-questions">Frequently Asked Questions</a> </li> <li> <a id="footernavigation_0_RptNavParent_RptNavChildren_1_HplNavChild_3" class="nav__item" href="/find-data/singstat-table-builder">SingStat Table Builder</a> </li> <li> <a id="footernavigation_0_RptNavParent_RptNavChildren_1_HplNavChild_4" class="nav__item" href="/find-data/multi-dimensional-data-cubes">Multi-Dimensional Data Cubes</a> </li> <li> <a id="footernavigation_0_RptNavParent_RptNavChildren_1_HplNavChild_5" class="nav__item" href="/find-data/data-for-businesses">Data for Businesses</a> </li> <li> <a id="footernavigation_0_RptNavParent_RptNavChildren_1_HplNavChild_6" class="nav__item" href="/find-data/students-corner">Students' Corner</a> </li> <li> <a id="footernavigation_0_RptNavParent_RptNavChildren_1_HplNavChild_7" class="nav__item" href="/find-data/ebook-of-statistics">eBook of Statistics</a> </li> <li> <a id="footernavigation_0_RptNavParent_RptNavChildren_1_HplNavChild_8" class="nav__item" href="/find-data/singapore-in-figures">Singapore in Figures</a> </li> <li> <a id="footernavigation_0_RptNavParent_RptNavChildren_1_HplNavChild_9" class="nav__item" href="/find-data/sdg">Sustainable Development Goals</a> </li> <li> <a id="footernavigation_0_RptNavParent_RptNavChildren_1_HplNavChild_10" class="nav__item" href="/find-data/international-statistics">International Statistics</a> </li> <li> <a id="footernavigation_0_RptNavParent_RptNavChildren_1_HplNavChild_11" class="nav__item" href="/find-data/concepts-methods-and-applications">Concepts, Methods and Applications</a> </li> <li> <a id="footernavigation_0_RptNavParent_RptNavChildren_1_HplNavChild_12" class="nav__item" href="/find-data/glossaries">Glossaries</a> </li> <li> <a id="footernavigation_0_RptNavParent_RptNavChildren_1_HplNavChild_13" class="nav__item" href="/find-data/quizzes">Quizzes</a> </li> </ul> </li> <li class="footer__nav-item"> <a id="footernavigation_0_RptNavParent_HypNavParent_2" class="nav__item" href="/publications">Publications</a> <ul> <li> <a id="footernavigation_0_RptNavParent_RptNavChildren_2_HplNavChild_0" class="nav__item" href="/publications/economy">Economy and Prices</a> </li> <li> <a id="footernavigation_0_RptNavParent_RptNavChildren_2_HplNavChild_1" class="nav__item" href="/publications/industry">Industry</a> </li> <li> <a id="footernavigation_0_RptNavParent_RptNavChildren_2_HplNavChild_2" class="nav__item" href="/publications/trade-and-investment">Trade and Investment</a> </li> <li> <a id="footernavigation_0_RptNavParent_RptNavChildren_2_HplNavChild_3" class="nav__item" href="/publications/population">Population</a> </li> <li> <a id="footernavigation_0_RptNavParent_RptNavChildren_2_HplNavChild_4" class="nav__item" href="/publications/households">Households</a> </li> <li> <a id="footernavigation_0_RptNavParent_RptNavChildren_2_HplNavChild_5" class="nav__item" href="/publications/society">Society</a> </li> <li> <a id="footernavigation_0_RptNavParent_RptNavChildren_2_HplNavChild_6" class="nav__item" href="/publications/reference">Reference</a> </li> </ul> </li> <li class="footer__nav-item"> <a id="footernavigation_0_RptNavParent_HypNavParent_3" class="nav__item" href="/our-services-tools-surveys">Our Services, Tools & Surveys</a> <ul> <li> <a id="footernavigation_0_RptNavParent_RptNavChildren_3_HplNavChild_0" class="nav__item" href="/our-services-tools-surveys/singstat-tablebuilder">SingStat Table Builder</a> </li> <li> <a id="footernavigation_0_RptNavParent_RptNavChildren_3_HplNavChild_1" class="nav__item" href="/our-services-tools-surveys/singstat-mobile-app">SingStat Mobile App</a> </li> <li> <a id="footernavigation_0_RptNavParent_RptNavChildren_3_HplNavChild_2" class="nav__item" href="/our-services-tools-surveys/statistical-enquiries">Statistical Enquiries</a> </li> <li> <a id="footernavigation_0_RptNavParent_RptNavChildren_3_HplNavChild_3" class="nav__item" href="/our-services-tools-surveys/benchmark-my-business-performance">Benchmark My Business Performance</a> </li> <li> <a id="footernavigation_0_RptNavParent_RptNavChildren_3_HplNavChild_4" class="nav__item" href="/our-services-tools-surveys/ssoc-search">SSOC Search</a> </li> <li> <a id="footernavigation_0_RptNavParent_RptNavChildren_3_HplNavChild_5" class="nav__item" href="/our-services-tools-surveys/population-query">Population Query</a> </li> <li> <a id="footernavigation_0_RptNavParent_RptNavChildren_3_HplNavChild_6" class="nav__item" href="/our-services-tools-surveys/introducing-the-singstat-data-services">SingStat Data Services</a> </li> <li> <a id="footernavigation_0_RptNavParent_RptNavChildren_3_HplNavChild_7" class="nav__item" href="/our-services-tools-surveys/sign-up-for-alerts">Sign Up for Alerts</a> </li> <li> <a id="footernavigation_0_RptNavParent_RptNavChildren_3_HplNavChild_8" class="nav__item" href="/our-services-tools-surveys/amap">Anonymised Microdata Access Programme (AMAP)</a> </li> <li> <a id="footernavigation_0_RptNavParent_RptNavChildren_3_HplNavChild_9" class="nav__item" href="/our-services-tools-surveys/household-expenditure-survey-202223">Household Expenditure Survey</a> </li> <li> <a id="footernavigation_0_RptNavParent_RptNavChildren_3_HplNavChild_10" class="nav__item" href="/our-services-tools-surveys/business-survey">Business Survey</a> </li> <li> <a id="footernavigation_0_RptNavParent_RptNavChildren_3_HplNavChild_11" class="nav__item" href="/our-services-tools-surveys/price-survey">Price Survey</a> </li> <li> <a id="footernavigation_0_RptNavParent_RptNavChildren_3_HplNavChild_12" class="nav__item" href="/our-services-tools-surveys/public-sector-surveys">Public Sector Surveys</a> </li> <li> <a id="footernavigation_0_RptNavParent_RptNavChildren_3_HplNavChild_13" class="nav__item" href="/our-services-tools-surveys/sampling-service-for-household-surveys">Sampling Service for Household Surveys</a> </li> <li> <a id="footernavigation_0_RptNavParent_RptNavChildren_3_HplNavChild_14" class="nav__item" href="/our-services-tools-surveys/census-of-population-2020">Census of Population</a> </li> <li> <a id="footernavigation_0_RptNavParent_RptNavChildren_3_HplNavChild_15" class="nav__item" href="/our-services-tools-surveys/online-payment">Online Payment</a> </li> </ul> </li> <li class="footer__nav-item"> <a id="footernavigation_0_RptNavParent_HypNavParent_4" class="nav__item" href="/standards">Standards</a> <ul> <li> <a id="footernavigation_0_RptNavParent_RptNavChildren_4_HplNavChild_0" class="nav__item" href="/standards/data-dissemination-standard">Data Dissemination Standard</a> </li> <li> <a id="footernavigation_0_RptNavParent_RptNavChildren_4_HplNavChild_1" class="nav__item" href="/standards/standards-and-classifications">Standards and Classifications</a> </li> <li> <a id="footernavigation_0_RptNavParent_RptNavChildren_4_HplNavChild_2" class="nav__item" href="/standards/international-classifications">International Classifications</a> </li> </ul> </li> <li class="footer__nav-item"> <a id="footernavigation_0_RptNavParent_HypNavParent_5" class="nav__item" href="/who-we-are">Who We Are</a> <ul> <li> <a id="footernavigation_0_RptNavParent_RptNavChildren_5_HplNavChild_0" class="nav__item" href="/who-we-are/vision-and-mission">Vision and Mission</a> </li> <li> <a id="footernavigation_0_RptNavParent_RptNavChildren_5_HplNavChild_1" class="nav__item" href="/who-we-are/guiding-principles">Guiding Principles</a> </li> <li> <a id="footernavigation_0_RptNavParent_RptNavChildren_5_HplNavChild_2" class="nav__item" href="/who-we-are/singapore-statistical-system">Singapore Statistical System</a> </li> <li> <a id="footernavigation_0_RptNavParent_RptNavChildren_5_HplNavChild_3" class="nav__item" href="/who-we-are/statistics-act">Statistics Act</a> </li> <li> <a id="footernavigation_0_RptNavParent_RptNavChildren_5_HplNavChild_4" class="nav__item" href="/who-we-are/data-stewardship-and-governance">DOS's Approach to Data Stewardship and Governance</a> </li> <li> <a id="footernavigation_0_RptNavParent_RptNavChildren_5_HplNavChild_5" class="nav__item" href="/who-we-are/what-we-do">What We Do</a> </li> <li> <a id="footernavigation_0_RptNavParent_RptNavChildren_5_HplNavChild_6" class="nav__item" href="/who-we-are/history">History</a> </li> <li> <a id="footernavigation_0_RptNavParent_RptNavChildren_5_HplNavChild_7" class="nav__item" href="/who-we-are/logo">Logo</a> </li> </ul> </li> <li class="footer__nav-item"> <a id="footernavigation_0_RptNavParent_HypNavParent_6" class="nav__item" href="/careers">Careers</a> <ul> <li> <a id="footernavigation_0_RptNavParent_RptNavChildren_6_HplNavChild_0" class="nav__item" href="/careers/build-your-career-at-dos">Build Your Career @ DOS</a> </li> <li> <a id="footernavigation_0_RptNavParent_RptNavChildren_6_HplNavChild_1" class="nav__item" href="/careers/life-at-dos">Life @ DOS</a> </li> <li> <a id="footernavigation_0_RptNavParent_RptNavChildren_6_HplNavChild_2" class="nav__item" href="/careers/career-opportunities">Career Opportunity</a> </li> <li> <a id="footernavigation_0_RptNavParent_RptNavChildren_6_HplNavChild_3" class="nav__item" href="/careers/internship-opportunities">Internship @ DOS</a> </li> </ul> </li> </ul> </div> </div> </div> <div class="footer__middle"> <div class="container"> <div class="footer__middle__wrapper"> <div class="adobe-download"> <a href="http://get.adobe.com/uk/reader/" target="_blank" rel="noopener" aria-label="label-adobe"> <img alt="visualising data" src="/-/media/images/adobe-download/adobe_reader.ashx"></a> <a href="https://products.office.com/en-sg/office-online/documents-spreadsheets-presentations-office-online" target="_blank" rel="noopener" aria-label="label-office"><img alt="excel" src="/-/media/images/adobe-download/excel_viewer.ashx?h=33&w=112" style="width: 112px; height: 33px;"></a> </div> <div class="social-footer"> <div class="social-footer__link"> <ul> <li><a href="/contact-us" aria-label="Contact Us">Contact Us</a></li> <li><a rel="noopener noreferrer" href="https://form.gov.sg/636851c4e097ce00112046e5" aria-label="Feedback" target="_blank">Feedback</a></li> <li><a href="/find-data/frequently-asked-questions" aria-label="FAQ">FAQ</a></li> </ul> </div> <div class="social-footer__media"> <ul> <li style="padding: 0;"><a rel="noopener noreferrer" href="https://t.me/SingStat" target="_blank" aria-label="fb-label" style="width: 48px;height: 48px;text-align: center;display: inline-block;"><em class="icon icon-telegram"></em></a></li> <li style="padding: 0;"><a rel="noopener noreferrer" href="https://www.instagram.com/singstat_dos/" target="_blank" aria-label="fb-label" style="width: 48px;height: 48px;text-align: center;display: inline-block;"><em class="icon icon-instagram" style="font-size:14px !important;"></em></a> </li> <li style="padding: 0;"><a rel="noopener noreferrer" href="https://www.youtube.com/user/SingStatvideo" target="_blank" aria-label="fb-label" style="width: 48px;height: 48px;text-align: center;display: inline-block;"><em class="icon icon-youtube"></em></a></li> <li style="padding: 0;"><a rel="noopener noreferrer" href="https://www.linkedin.com/company/sg-department-of-statistics/" target="_blank" aria-label="fb-label" style="width: 48px;height: 48px;text-align: center;display: inline-block;"><em class="icon icon-linkedin"></em></a></li> </ul> </div> </div> </div> <div class="footer__middle__wrapper"> <div class="social-footer"> <div class="social-footer__media"> Best viewed using Google Chrome 131, Microsoft Edge 131, Mozilla Firefox 132 and Safari 18 </div> </div> </div> </div> </div> <div class="footer__bottom"> <div class="container"> <div class="row"> <div class="col-12"> <div class="footer__links"> <a href="https://www.tech.gov.sg/report_vulnerability" target="_blank" rel="noopener" aria-label="Report Vulnerabilities">Report Vulnerabilities <em class="icon icon-external-link"></em> </a> <a href="/privacy-statement">Privacy Statement</a> <a href="/terms-of-use">Terms of Use</a> <a href="/sitemap">Sitemap</a> </div> </div> <div class="col-12"> <div id="lastupdate_0_DivCode"> <p class="last-update"> <span>© 2025 Government of Singapore</span> <span>Last Updated: 19 Jul 2022</span> </p> </div> </div> </div> </div> </div> </footer> <div class="global-share-widget"> <div class="helpdesk disabled"></div> </div> </form> <div id="webchat" app-id="dos-ask-singstat" app-name="Ask SingStat" app-color="#0C2D80" app-icon="https://www.singstat.gov.sg/-/media/images/VICA/avatar" app-base-font-size="16" app-auto-launch="false" app-foreground-color1="white" app-background-color2="white" app-foreground-color-2="#2e2e2e" app-canvas-background-color="#F2F2F2" app-button-border-color="#E0E0E0" app-quick-reply-button-background-color="#fafdfd" app-font-family="Lato" app-bot-response-trigger-event="true" app-enable-auto-complete="true" app-auto-complete-background-color="#D1D4DC" app-auto-complete-divider-color="#002395" app-auto-complete-hover-color="#C1C8D7" app-enable-recommendations="true" app-recommendations-background-color="#D1D4DC" app-recommendations-hover-color="#C1C8D7" app-position-right="34" app-position-bottom="80"> </div> <script src="/assets/singstat/scripts/main.js"></script> <script src="/assets/singstat/custom/scripts/trackdownload.js"></script> <div id="bottomscript_0_DivScript"> <script src="/assets/singstat/scripts/searchscript.js" type="text/javascript" defer></script> </div> <script>function lateLoadChatFile() { setTimeout(() => { const bodyTag = document.getElementsByTagName("body")[0]; // Create link element to import chat.css file and append it on the body element let linkTag = document.createElement("link"); linkTag.href = "https://webchat.vica.gov.sg/static/css/chat.css"; linkTag.type = "text/css"; linkTag.rel = "stylesheet"; linkTag.referrerPolicy = "origin"; bodyTag.appendChild(linkTag); // Create script element to import chat.js file and append it on the body element let scriptTag = document.createElement("script"); scriptTag.src = "https://webchat.vica.gov.sg/static/js/chat.js"; scriptTag.type = "text/javascript"; scriptTag.referrerPolicy = "origin"; scriptTag.defer = true; bodyTag.appendChild(scriptTag); }, 2000); } lateLoadChatFile();</script> </body> </html>

CINXE.COM

DOS | SingStat Website - Find Data