CINXE.COM

<!doctype html><html lang="en"><head> <meta charset="utf-8"> <title>How Analytics can Impact Human Services in Australia</title> <link rel="shortcut icon" href="https://www.coriniumintelligence.com/hubfs/cropped-Corinium-site-icon-150x150.png"> <meta name="description" content="While early learning centres are not often seen as being at the forefront of technological innovation, Goodstart has harnessed the power of data to deliver new tools to ensure the safety of their chil"> <meta name="viewport" content="width=device-width, initial-scale=1"> <script src="/hs/hsstatic/jquery-libs/static-1.1/jquery/jquery-1.7.1.js"></script> <script>hsjQuery = window['jQuery'];</script> <meta property="og:description" content="While early learning centres are not often seen as being at the forefront of technological innovation, Goodstart has harnessed the power of data to deliver new tools to ensure the safety of their chil"> <meta property="og:title" content="How Analytics can Impact Human Services in Australia"> <meta name="twitter:description" content="While early learning centres are not often seen as being at the forefront of technological innovation, Goodstart has harnessed the power of data to deliver new tools to ensure the safety of their chil"> <meta name="twitter:title" content="How Analytics can Impact Human Services in Australia"> <style> a.cta_button{-moz-box-sizing:content-box !important;-webkit-box-sizing:content-box !important;box-sizing:content-box !important;vertical-align:middle}.hs-breadcrumb-menu{list-style-type:none;margin:0px 0px 0px 0px;padding:0px 0px 0px 0px}.hs-breadcrumb-menu-item{float:left;padding:10px 0px 10px 10px}.hs-breadcrumb-menu-divider:before{content:'›';padding-left:10px}.hs-featured-image-link{border:0}.hs-featured-image{float:right;margin:0 0 20px 20px;max-width:50%}@media (max-width: 568px){.hs-featured-image{float:none;margin:0;width:100%;max-width:100%}}.hs-screen-reader-text{clip:rect(1px, 1px, 1px, 1px);height:1px;overflow:hidden;position:absolute !important;width:1px} </style> <link rel="stylesheet" href="https://www.coriniumintelligence.com/hs-fs/hub/2631050/hub_generated/template_assets/79172571024/1670579359815/Corinium_-_Business_of_Data_website_and_Business_of_InfoSec/css/main.min.css"> <link rel="stylesheet" href="https://www.coriniumintelligence.com/hs-fs/hub/2631050/hub_generated/template_assets/79172480333/1690514567730/Corinium_-_Business_of_Data_website_and_Business_of_InfoSec/css/templates/blog.min.css"> <link rel="stylesheet" href="https://www.coriniumintelligence.com/hs-fs/hub/2631050/hub_generated/template_assets/79172201554/1670579015046/Corinium_-_Business_of_Data_website_and_Business_of_InfoSec/css/theme-overrides.min.css"> <link rel="stylesheet" href="https://www.coriniumintelligence.com/hs-fs/hub/2631050/hub_generated/module_assets/94304224404/1670862270148/module_94304224404_business_of_infosec_data_search_input.min.css"> <link rel="stylesheet" href="https://www.coriniumintelligence.com/hs-fs/hub/2631050/hub_generated/module_assets/1670933677571/module_79171731210_menu.css"> <style> #hs_cos_wrapper_navigation-primary .menu .menu__submenu {} @media (min-width:767px) { #hs_cos_wrapper_navigation-primary .menu__submenu--level-2>.menu__item:first-child:before {} } #hs_cos_wrapper_navigation-primary .menu__submenu .menu__link, #hs_cos_wrapper_navigation-primary .menu__submenu .menu__link:hover, #hs_cos_wrapper_navigation-primary .menu__submenu .menu__link:focus {} #hs_cos_wrapper_navigation-primary .menu__submenu .menu__child-toggle-icon, #hs_cos_wrapper_navigation-primary .menu__submenu .menu__child-toggle-icon:hover, #hs_cos_wrapper_navigation-primary .menu__submenu .menu__child-toggle-icon:focus {} </style> <link rel="stylesheet" href="/hs/hsstatic/AsyncSupport/static-1.122/sass/rss_post_listing.css"> <link rel="stylesheet" href="https://www.coriniumintelligence.com/hs-fs/hub/2631050/hub_generated/module_assets/79171709036/1658316406386/module_79171709036_social-follow.min.css"> <style> #hs_cos_wrapper_footer_dnd-module-12 .social-links {} #hs_cos_wrapper_footer_dnd-module-12 .social-links__link {} #hs_cos_wrapper_footer_dnd-module-12 .social-links__icon {} #hs_cos_wrapper_footer_dnd-module-12 .social-links__icon svg {} </style>  <style id="hs_editor_style" type="text/css"> .footer_dnd-row-0-force-full-width-section > .row-fluid { max-width: none !important; } .footer_dnd-module-4-flexbox-positioning { display: -ms-flexbox !important; -ms-flex-direction: column !important; -ms-flex-align: start !important; -ms-flex-pack: start; display: flex !important; flex-direction: column !important; align-items: flex-start !important; justify-content: flex-start; } .footer_dnd-module-4-flexbox-positioning > div { max-width: 100%; flex-shrink: 0 !important; } /* HubSpot Styles (default) */ .footer_dnd-row-0-padding { padding-top: 76px !important; padding-bottom: 76px !important; padding-left: 25px !important; padding-right: 25px !important; } /* HubSpot Styles (mobile) */ @media (max-width: 767px) { .footer_dnd-row-0-padding { padding-top: 50px !important; padding-bottom: 50px !important; padding-left: 15px !important; padding-right: 15px !important; } } </style> <script type="application/ld+json"> { "mainEntityOfPage" : { "@type" : "WebPage", "@id" : "https://www.coriniumintelligence.com/content/articles/how-analytics-can-impact-human-services-in-australia" }, "author" : { "name" : "Michael Jenkin", "url" : "https://www.coriniumintelligence.com/content/author/michaeljenkin", "@type" : "Person" }, "headline" : "How Analytics can Impact Human Services in Australia", "datePublished" : "2022-09-05T01:31:26.000Z", "dateModified" : "2022-11-24T16:33:14.908Z", "publisher" : { "name" : "Corinium Global Intelligence Limited", "logo" : { "url" : "https://cdn2.hubspot.net/hubfs/2631050/Corinium-logo_+tagline_horizontal_web-header.png", "@type" : "ImageObject" }, "@type" : "Organization" }, "@context" : "https://schema.org", "@type" : "BlogPosting", "image" : [ "https://2631050.fs1.hubspotusercontent-na1.net/hubfs/2631050/Imported_Blog_Media/bois_feature-pic-martin-knell2-2.jpg" ] } </script>  <script> var _hsp = window._hsp = window._hsp || []; _hsp.push(['addPrivacyConsentListener', function(consent) { if (consent.allowed || (consent.categories && consent.categories.analytics)) { (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-43309189-16','auto'); ga('send','pageview'); }}]); </script>   <script> var _hsp = window._hsp = window._hsp || []; window.dataLayer = window.dataLayer || []; function gtag(){dataLayer.push(arguments);} var useGoogleConsentModeV2 = true; var waitForUpdateMillis = 1000; if (!window._hsGoogleConsentRunOnce) { window._hsGoogleConsentRunOnce = true; gtag('consent', 'default', { 'ad_storage': 'denied', 'analytics_storage': 'denied', 'ad_user_data': 'denied', 'ad_personalization': 'denied', 'wait_for_update': waitForUpdateMillis }); if (useGoogleConsentModeV2) { _hsp.push(['useGoogleConsentModeV2']) } else { _hsp.push(['addPrivacyConsentListener', function(consent){ var hasAnalyticsConsent = consent && (consent.allowed || (consent.categories && consent.categories.analytics)); var hasAdsConsent = consent && (consent.allowed || (consent.categories && consent.categories.advertisement)); gtag('consent', 'update', { 'ad_storage': hasAdsConsent ? 'granted' : 'denied', 'analytics_storage': hasAnalyticsConsent ? 'granted' : 'denied', 'ad_user_data': hasAdsConsent ? 'granted' : 'denied', 'ad_personalization': hasAdsConsent ? 'granted' : 'denied' }); }]); } } gtag('js', new Date()); gtag('set', 'developer_id.dZTQ1Zm', true); gtag('config', 'G-NPDCG2JKZ7'); </script> <script async src="https://www.googletagmanager.com/gtag/js?id=G-NPDCG2JKZ7"></script>   <script> var _hsp = window._hsp = window._hsp || []; window.dataLayer = window.dataLayer || []; function gtag(){dataLayer.push(arguments);} var useGoogleConsentModeV2 = true; var waitForUpdateMillis = 1000; var hsLoadGtm = function loadGtm() { if(window._hsGtmLoadOnce) { return; } if (useGoogleConsentModeV2) { gtag('set','developer_id.dZTQ1Zm',true); gtag('consent', 'default', { 'ad_storage': 'denied', 'analytics_storage': 'denied', 'ad_user_data': 'denied', 'ad_personalization': 'denied', 'wait_for_update': waitForUpdateMillis }); _hsp.push(['useGoogleConsentModeV2']) } (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-KSTZ7QZ'); window._hsGtmLoadOnce = true; }; _hsp.push(['addPrivacyConsentListener', function(consent){ if(consent.allowed || (consent.categories && consent.categories.analytics)){ hsLoadGtm(); } }]); </script>   <link rel="stylesheet" href="https://use.typekit.net/fss1yfi.css"> <style type="text/css"> .blog-index__row-2 .blog-index__col:nth-child(4n) .blog-index__post-image-top, .blog-index__row-2 .blog-index__col:nth-child(4n+2) .blog-index__post-image-top{ border-radius:0px !important; width:88%!important; } .menu__item--depth-1{ padding: 0.1rem 12px!important; } .menu--desktop > ul > li.menu__item--has-submenu{ padding-right:1.6rem!important; } #hs_cos_wrapper_widget_1671026271777 .upcoming-events:after{ display:none; } #hs_cos_wrapper_dnd_area-module-2 .upcoming-events:after{ display:none!important; } .brand{ max-width:150px!important; } #desktop-and-tablet-sorter{ margin-bottom:0px!important; } .banner-home{ height:550px!important;} .item-overlay{ opacity:0!important; } .resources--outer--sorter select{ color:#000000!important; border:1px solid #000000!important; background-image: url(https://www.coriniumintelligence.com/hubfs/resources-arrow-black.png)!important; } .resources--outer--sorter--reset{ background-color:#ffffff!important; color:#000000!important; border:1px solid #000000!important; } .resources--outer--sorter--reset:hover{ border:1px solid #000000!important; } .resources a.btn{ background-color:#000000!important; } .resources a.btn:hover{ background-color:#2ba6cb!important; color:#ffffff!important; } .home-banner-content p{ margin:0px!important; margin-top:0px!important; margin-bottom:0px!important; } </style>  <script async src="https://www.googletagmanager.com/gtag/js?id=AW-809279605"></script> <script> window.dataLayer = window.dataLayer || []; function gtag(){dataLayer.push(arguments);} gtag(‘js’, new Date()); gtag(‘config’, ‘AW-809279605’); </script>   <script> !function(e,t,n,s,u,a){e.twq||(s=e.twq=function(){s.exe?s.exe.apply(s,arguments):s.queue.push(arguments); },s.version=‘1.1’,s.queue=[],u=t.createElement(n),u.async=!0,u.src=‘//static.ads-twitter.com/uwt.js’, a=t.getElementsByTagName(n)[0],a.parentNode.insertBefore(u,a))}(window,document,‘script’); // Insert Twitter Pixel ID and Standard Event data below twq('init' , 'nxcwq'); twq('track' , 'PageView'); </script>   <script type="text/javascript"> _linkedin_data_partner_id = "306561"; </script><script type="text/javascript"> (function(){var s = document.getElementsByTagName("script")[0]; var b = document.createElement("script"); b.type = "text/javascript";b.async = true; b.src = "https://snap.licdn.com/li.lms-analytics/insight.min.js"; s.parentNode.insertBefore(b, s);})(); </script> <noscript> <img height="1" width="1" style="display:none;" alt="" src="https://dc.ads.linkedin.com/collect/?pid=306561&amp;fmt=gif"> </noscript>   <script> !function(f,b,e,v,n,t,s) {if(f.fbq)return;n=f.fbq=function(){n.callMethod? n.callMethod.apply(n,arguments):n.queue.push(arguments)}; if(!f._fbq)f._fbq=n;n.push=n;n.loaded=!0;n.version='2.0'; n.queue=[];t=b.createElement(e);t.async=!0; t.src=v;s=b.getElementsByTagName(e)[0]; s.parentNode.insertBefore(t,s)}(window, document,'script', 'https://connect.facebook.net/en_US/fbevents.js'); fbq('init', '367542720414923'); fbq('track', 'PageView'); </script> <noscript><img height="1" width="1" style="display:none" alt="" src="https://www.facebook.com/tr?id=367542720414923&amp;ev=PageView&amp;noscript=1"></noscript>  <style> .ingo_login_widget_social_button_text { text-align: center !important; margin-left: 60px !important; } </style> <link rel="amphtml" href="https://www.coriniumintelligence.com/content/articles/how-analytics-can-impact-human-services-in-australia?hs_amp=true"> <meta property="og:image" content="https://www.coriniumintelligence.com/hubfs/Imported_Blog_Media/bois_feature-pic-martin-knell2-2.jpg"> <meta property="og:image:width" content="1920"> <meta property="og:image:height" content="1080"> <meta name="twitter:image" content="https://www.coriniumintelligence.com/hubfs/Imported_Blog_Media/bois_feature-pic-martin-knell2-2.jpg"> <meta property="og:url" content="https://www.coriniumintelligence.com/content/articles/how-analytics-can-impact-human-services-in-australia"> <meta name="twitter:card" content="summary_large_image"> <link rel="canonical" href="https://www.coriniumintelligence.com/content/articles/how-analytics-can-impact-human-services-in-australia"> <meta property="og:type" content="article"> <link rel="alternate" type="application/rss+xml" href="https://www.coriniumintelligence.com/content/rss.xml"> <meta name="twitter:domain" content="www.coriniumintelligence.com"> <script src="//platform.linkedin.com/in.js" type="text/javascript"> lang: en_US </script> <meta http-equiv="content-language" content="en"> <script src="https://kit.fontawesome.com/e2e67260c1.js" crossorigin="anonymous"></script> <link rel="stylesheet" href="https://use.typekit.net/fss1yfi.css"> <meta name="generator" content="HubSpot"></head> <body>  <noscript><iframe src="https://www.googletagmanager.com/ns.html?id=GTM-KSTZ7QZ" height="0" width="0" style="display:none;visibility:hidden"></iframe></noscript>  <div class="body-wrapper hs-content-id-92939072871 hs-blog-post hs-blog-id-90122491175"> <div data-global-resource-path="Corinium - Business of Data website and Business of InfoSec/templates/partials/header.html"><header class="header"> <a href="#main-content" class="header__skip">Skip to content</a> <div class="container-fluid content-wrapper"> <div class="row-fluid-wrapper"> <div class="row-fluid"> <div class="span12 widget-span widget-type-cell " style="" data-widget-type="cell" data-x="0" data-w="12"> </div> </div> </div> </div> <div class="header__container content-wrapper"> <div class="header__logo header__logo--main"> <div id="hs_cos_wrapper_site_logo" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module widget-type-logo" style="" data-hs-cos-general-type="widget" data-hs-cos-type="module"> <span id="hs_cos_wrapper_site_logo_hs_logo_widget" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_logo" style="" data-hs-cos-general-type="widget" data-hs-cos-type="logo"><a href="https://www.coriniumintelligence.com/" id="hs-link-site_logo_hs_logo_widget" style="border-width:0px;border:0px;"><img src="https://www.coriniumintelligence.com/hs-fs/hubfs/Corinium%20logo%20+%20branding/Corinium-logo_horizontal_reversed.png?width=646&height=196&name=Corinium-logo_horizontal_reversed.png" class="hs-image-widget " height="196" style="height: auto;width:646px;border-width:0px;border:0px;" width="646" alt="Corinium" title="Corinium" srcset="https://www.coriniumintelligence.com/hs-fs/hubfs/Corinium%20logo%20+%20branding/Corinium-logo_horizontal_reversed.png?width=323&height=98&name=Corinium-logo_horizontal_reversed.png 323w, https://www.coriniumintelligence.com/hs-fs/hubfs/Corinium%20logo%20+%20branding/Corinium-logo_horizontal_reversed.png?width=646&height=196&name=Corinium-logo_horizontal_reversed.png 646w, https://www.coriniumintelligence.com/hs-fs/hubfs/Corinium%20logo%20+%20branding/Corinium-logo_horizontal_reversed.png?width=969&height=294&name=Corinium-logo_horizontal_reversed.png 969w, https://www.coriniumintelligence.com/hs-fs/hubfs/Corinium%20logo%20+%20branding/Corinium-logo_horizontal_reversed.png?width=1292&height=392&name=Corinium-logo_horizontal_reversed.png 1292w, https://www.coriniumintelligence.com/hs-fs/hubfs/Corinium%20logo%20+%20branding/Corinium-logo_horizontal_reversed.png?width=1615&height=490&name=Corinium-logo_horizontal_reversed.png 1615w, https://www.coriniumintelligence.com/hs-fs/hubfs/Corinium%20logo%20+%20branding/Corinium-logo_horizontal_reversed.png?width=1938&height=588&name=Corinium-logo_horizontal_reversed.png 1938w" sizes="(max-width: 646px) 100vw, 646px"></a></span> </div> <div class="header__strapline"> <div id="hs_cos_wrapper_logo_strapline" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module widget-type-rich_text" style="" data-hs-cos-general-type="widget" data-hs-cos-type="module"><span id="hs_cos_wrapper_logo_strapline_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_rich_text" style="" data-hs-cos-general-type="widget" data-hs-cos-type="rich_text"></span></div> </div> </div> <div class="header__column"> <div class="header__row-2"> <div class="header--toggle header__navigation--toggle"></div> <div class="header__close--toggle"></div> <div class="header__navigation header--element"> <div id="hs_cos_wrapper_navigation-primary" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="" data-hs-cos-general-type="widget" data-hs-cos-type="module"> <nav class="menu menu--desktop" aria-label="Main menu"> <ul class="menu__wrapper no-list"> <li class="menu__item menu__item--depth-1 hs-skip-lang-url-rewrite"> <a class="menu__link " href="https://www.coriniumintelligence.com/content"><span class="menu__text">Home</span></a> </li> <li class="menu__item menu__item--depth-1 menu__item--has-submenu hs-skip-lang-url-rewrite"> <a class="menu__link menu__link--toggle " href="https://www.coriniumintelligence.com/aboutus" aria-haspopup="true" aria-expanded="false"><span class="menu__text">About</span></a> <button class="menu__child-toggle no-button" aria-expanded="false"> <span class="show-for-sr">Show submenu for About</span> <span class="menu__child-toggle-icon"></span> </button> <ul class="menu__submenu menu__submenu--level-2 no-list"> <li class="menu__item menu__item--depth-2 hs-skip-lang-url-rewrite"> <a class="menu__link " href="https://www.coriniumintelligence.com/content/services"><span class="menu__text">Services</span></a> </li> </ul> </li> <li class="menu__item menu__item--depth-1 hs-skip-lang-url-rewrite"> <a class="menu__link " href="https://www.coriniumintelligence.com/events-calendar"><span class="menu__text">Events</span></a> </li> <li class="menu__item menu__item--depth-1 hs-skip-lang-url-rewrite"> <a class="menu__link " href="https://www.coriniumintelligence.com/content/tag/data"><span class="menu__text">Data Insights</span></a> </li> <li class="menu__item menu__item--depth-1 hs-skip-lang-url-rewrite"> <a class="menu__link " href="https://www.coriniumintelligence.com/content/tag/infosec"><span class="menu__text">InfoSec Insights</span></a> </li> <li class="menu__item menu__item--depth-1 hs-skip-lang-url-rewrite"> <a class="menu__link " href="https://www.coriniumintelligence.com/content/subscribe"><span class="menu__text">Subscribe</span></a> </li> <li class="menu__item menu__item--depth-1 menu__item--has-submenu hs-skip-lang-url-rewrite"> <a class="menu__link menu__link--toggle" href="#" aria-haspopup="true" aria-expanded="false"><span class="menu__text">More</span></a> <button class="menu__child-toggle no-button" aria-expanded="false"> <span class="show-for-sr">Show submenu for More</span> <span class="menu__child-toggle-icon"></span> </button> <ul class="menu__submenu menu__submenu--level-2 no-list"> <li class="menu__item menu__item--depth-2 hs-skip-lang-url-rewrite"> <a class="menu__link " href="https://www.coriniumintelligence.com/content/tag/articles"><span class="menu__text">Articles</span></a> </li> <li class="menu__item menu__item--depth-2 hs-skip-lang-url-rewrite"> <a class="menu__link " href="https://www.coriniumintelligence.com/content/tag/videos"><span class="menu__text">Videos</span></a> </li> <li class="menu__item menu__item--depth-2 hs-skip-lang-url-rewrite"> <a class="menu__link " href="https://www.coriniumintelligence.com/content/tag/podcast"><span class="menu__text">Podcast</span></a> </li> <li class="menu__item menu__item--depth-2 hs-skip-lang-url-rewrite"> <a class="menu__link " href="https://www.coriniumintelligence.com/content/tag/reports"><span class="menu__text">Reports</span></a> </li> </ul> </li> </ul> </nav> <nav class="menu menu--mobile" aria-label="Main menu"> <ul class="menu__wrapper no-list"> <li class="menu__item menu__item--depth-1 hs-skip-lang-url-rewrite"> <a class="menu__link " href="https://www.coriniumintelligence.com/content"><span class="menu__text">Home</span></a> </li> <li class="menu__item menu__item--depth-1 menu__item--has-submenu hs-skip-lang-url-rewrite"> <a class="menu__link menu__link--toggle " href="https://www.coriniumintelligence.com/aboutus" aria-haspopup="true" aria-expanded="false"><span class="menu__text">About</span></a> <button class="menu__child-toggle no-button" aria-expanded="false"> <span class="show-for-sr">Show submenu for About</span> <span class="menu__child-toggle-icon"></span> </button> <ul class="menu__submenu menu__submenu--level-2 no-list"> <li class="menu__item menu__item--depth-2 hs-skip-lang-url-rewrite"> <a class="menu__link " href="https://www.coriniumintelligence.com/content/services"><span class="menu__text">Services</span></a> </li> </ul> </li> <li class="menu__item menu__item--depth-1 hs-skip-lang-url-rewrite"> <a class="menu__link " href="https://www.coriniumintelligence.com/events-calendar"><span class="menu__text">Events</span></a> </li> <li class="menu__item menu__item--depth-1 hs-skip-lang-url-rewrite"> <a class="menu__link " href="https://www.coriniumintelligence.com/content/tag/data"><span class="menu__text">Data Insights</span></a> </li> <li class="menu__item menu__item--depth-1 hs-skip-lang-url-rewrite"> <a class="menu__link " href="https://www.coriniumintelligence.com/content/tag/infosec"><span class="menu__text">InfoSec Insights</span></a> </li> <li class="menu__item menu__item--depth-1 hs-skip-lang-url-rewrite"> <a class="menu__link " href="https://www.coriniumintelligence.com/content/subscribe"><span class="menu__text">Subscribe</span></a> </li> <li class="menu__item menu__item--depth-1 menu__item--has-submenu hs-skip-lang-url-rewrite"> <a class="menu__link menu__link--toggle" href="#" aria-haspopup="true" aria-expanded="false"><span class="menu__text">More</span></a> <button class="menu__child-toggle no-button" aria-expanded="false"> <span class="show-for-sr">Show submenu for More</span> <span class="menu__child-toggle-icon"></span> </button> <ul class="menu__submenu menu__submenu--level-2 no-list"> <li class="menu__item menu__item--depth-2 hs-skip-lang-url-rewrite"> <a class="menu__link " href="https://www.coriniumintelligence.com/content/tag/articles"><span class="menu__text">Articles</span></a> </li> <li class="menu__item menu__item--depth-2 hs-skip-lang-url-rewrite"> <a class="menu__link " href="https://www.coriniumintelligence.com/content/tag/videos"><span class="menu__text">Videos</span></a> </li> <li class="menu__item menu__item--depth-2 hs-skip-lang-url-rewrite"> <a class="menu__link " href="https://www.coriniumintelligence.com/content/tag/podcast"><span class="menu__text">Podcast</span></a> </li> <li class="menu__item menu__item--depth-2 hs-skip-lang-url-rewrite"> <a class="menu__link " href="https://www.coriniumintelligence.com/content/tag/reports"><span class="menu__text">Reports</span></a> </li> </ul> </li> </ul> </nav></div> </div> </div> </div> </div> <div class="container-fluid content-wrapper"> <div class="row-fluid-wrapper"> <div class="row-fluid"> <div class="span12 widget-span widget-type-cell " style="" data-widget-type="cell" data-x="0" data-w="12"> <div class="row-fluid-wrapper row-depth-1 row-number-1 dnd-section"> <div class="row-fluid "> <div class="span12 widget-span widget-type-cell dnd-column" style="" data-widget-type="cell" data-x="0" data-w="12"> <div class="row-fluid-wrapper row-depth-1 row-number-2 dnd-row"> <div class="row-fluid "> <div class="span12 widget-span widget-type-custom_widget dnd-module" style="" data-widget-type="custom_widget" data-x="0" data-w="12"> <div id="hs_cos_wrapper_widget_1692974936695" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="" data-hs-cos-general-type="widget" data-hs-cos-type="module"> <script async src="https://www.googletagmanager.com/gtag/js?id=G-T2PDX1KZNC"></script> <script> window.dataLayer = window.dataLayer || []; function gtag(){dataLayer.push(arguments);} gtag('js', new Date()); gtag('config', 'G-T2PDX1KZNC'); </script></div> </div> </div> </div> </div> </div> </div> </div> </div> </div> </div> </header></div> <main id="main-content" class="body-container-wrapper"> <div id="site-search" class="site-search"> <div class="content-wrapper"> <div class="site-search__inner"> <h4 class="animated-underline in-view-port">Search:</h4> <div id="hs_cos_wrapper_business_of_infosec_data_search_input" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="" data-hs-cos-general-type="widget" data-hs-cos-type="module"> <div class="hs-search-field"> <div class="hs-search-field__bar"> <form data-hs-do-not-collect="true" action="/content/search-results"> <input type="text" class="hs-search-field__input" name="term" autocomplete="off" aria-label="Search" placeholder="Search"> <input type="hidden" name="pathPrefix" value="content"> <input type="hidden" name="type" value="SITE_PAGE"> <input type="hidden" name="type" value="BLOG_POST"> <input type="hidden" name="type" value="LISTING_PAGE"> </form> </div> <ul class="hs-search-field__suggestions"></ul> </div></div> </div> </div> </div> <div class="body-container body-container--blog-post"> <div class="content-wrapper"> <article class="blog-post"> <div class="blog-post__header"> <div class="blog-post__meta">  <time datetime="2022-09-05 01:31:26" class="blog-post__timestamp"> 5 Sep, 2022 </time> <div class="blog-post__tags"> <a class="blog-post__tag-link" href="https://www.coriniumintelligence.com/content/tag/articles" rel="tag">Articles</a> </div> </div> <h1><span id="hs_cos_wrapper_name" class="hs_cos_wrapper hs_cos_wrapper_meta_field hs_cos_wrapper_type_text" style="" data-hs-cos-general-type="meta_field" data-hs-cos-type="text">How Analytics can Impact Human Services in Australia</span></h1> </div> <div class="blog-post__image"> <img class="blog-index__post-image" src="https://www.coriniumintelligence.com/hubfs/Imported_Blog_Media/bois_feature-pic-martin-knell2-2.jpg" loading="lazy" alt=""> </div> <div class="blog-post__body"> <span id="hs_cos_wrapper_post_body" class="hs_cos_wrapper hs_cos_wrapper_meta_field hs_cos_wrapper_type_rich_text" style="" data-hs-cos-general-type="meta_field" data-hs-cos-type="rich_text"><p> </p> <h3>Goodstart’s Head of Data & Analytics, Martin Knell, shares insights on the opportunities of AI and machine learning for human services and the key takeaways he has learnt on the road to AI</h3> <p> </p> <p> </p> <p>Goodstart is Australia’s largest childcare and early learning provider, with 650 centres across the country welcoming more than 70,000 children. Although early learning centres are not usually regarded as being at the forefront of technological innovation, Goodstart has harnessed the power of data to deliver new tools to ensure the safety of their children.</p> <p> </p> <p> </p> <p>Ahead of his appearance at <a href="https://cdao-bris.coriniumintelligence.com/" target="_blank" rel="noreferrer noopener">CDAO Brisbane 2023</a>, we asked Knell to share more details about this project, what he has learnt – and of course, what he has planned next.</p> <p> </p> <p> </p> <h2>AI and ML for human services</h2> <p> </p> <p> </p> <p>Knell believes that machine learning, in particular, is ideally placed for human services, as it is better equipped to deal with collinearity than traditional statistics. Why is this important? Knell argues it is because AI and ML crack the “multivariate problem”.</p> <p> </p> <p> </p> <p>“Humans in general (and children in particular), are always influenced by about 1000 things, and you can't hold 999 parameters constant and change one like in a laboratory experiment,” he says. “That means we depend on analytics tools that can deal with collinearity and that can give us the importance of one driver once adjusted for all others.”</p> <p> </p> <p> </p> <div style="height:34px" aria-hidden="true" class="wp-block-spacer"></div> <p> </p> <p> </p> <figure class="wp-block-image size-large"> <a href="https://cdao-bris.coriniumintelligence.com/" target="_blank" rel="noopener"><img src="https://www.coriniumintelligence.com/hubfs/Imported_Blog_Media/CDAOBrisbanner-1024x427-2.jpg" alt="" class="wp-image-11658"></a> </figure> <p> </p> <p> </p> <div style="height:27px" aria-hidden="true" class="wp-block-spacer"></div> <p> </p> <p> </p> <h2>Integrating Data and Analytics into Business Strategy</h2> <p> </p> <p> </p> <p>When it comes to AI and analytics projects, Knell argues that to be successful, you need to integrate analytics with business strategy.</p> <p> </p> <p> </p> <p>“The idea that analytics teams sit somewhere on an underground floor beside a server room and come up with innovations that then the rest of the business becomes excited about rarely works.” he argues. </p> <p> </p> <p> </p> <p>Instead, Knell recommends sitting down with the board to discuss key strategic challenges and then evaluate for which of these analytics can help to improve decision-making.</p> <p> </p> <p> </p> <p>Through this process, Goodstart identified child safety as a key target, and then ran gradient boosting machines (GBM) over 300 input parameters to understand those drivers that are most predictive of the injury outcome. As a result, Goodstart were able to give every single centre a risk score and work with each centre to improve preventative measures.</p> <p> </p> <p> </p> <h2>From an Idea to Production</h2> <p> </p> <p> </p> <p>Statistics are not in favour of an AI project being successful and Knell admits that their first production model took a long time as the use case wasn’t prepared with production in mind.</p> <p> </p> <p> </p> <p>“To be successful it’s necessary to organise your code into modules along the analytics chain from data ingestion to data transformation, to then train the model, and then create the inference model,” he says.</p> <p> </p> <p> </p> <p>Additionally, he suggests focusing on the data cleaning and transformation steps, as these are easily overlooked with regard to automation when there is excitement about the project and the modelling stage.</p> <p> </p> <p> </p> <p>Finally, he believes that to succeed, you need a user interface that can be updated with new data feeds.</p> <p> </p> <p> </p> <p>“Importantly, these should present data and findings in a way that is digestible and interpretable for frontline users,” he says.</p> <p> </p> <p> </p> <p>“It would be easy for the outcome to have been a PowerPoint presentation with interesting insights that people would have gotten excited about for a while - but then ultimately it would have gone on to a virtual shelf collecting dust. It is super important to leave some sort of tool or production model behind to give an analytics project ongoing life.”</p> <p> </p> <p> </p> <hr class="wp-block-separator has-css-opacity">  <p> </p> <h3>Join Martin Knell and other data and analytics leaders at <a href="https://cdao-bris.coriniumintelligence.com/" target="_blank" rel="noreferrer noopener">CDAO Brisbane 2023</a>. Click <a href="https://cdao-bris.coriniumintelligence.com/">here to register!</a></h3> <p> </p></span> </div> </article> </div> <section class="blog-related-posts"> <div class="content-wrapper"> <h2>Related Posts</h2> <div class="blog-related-posts__list"> <article class="blog-related-posts__post" aria-label="Blog post summary: Delivering an Innovative Vision from the Top - Spotlight on Paul Twigg"> <a class="blog-related-posts__post-image-wrapper" href="https://www.coriniumintelligence.com/content/delivering-an-innovative-vision-from-the-top-spotlight-on-paul-twigg" aria-label="Read full post: Delivering an Innovative Vision from the Top - Spotlight on Paul Twigg"> <img class="blog-related-posts__image" src="https://www.coriniumintelligence.com/hs-fs/hubfs/Featured%20Images%20%2820%29.png?width=352&name=Featured%20Images%20%2820%29.png" loading="lazy" width="352" alt="" srcset="https://www.coriniumintelligence.com/hs-fs/hubfs/Featured%20Images%20%2820%29.png?width=176&name=Featured%20Images%20%2820%29.png 176w, https://www.coriniumintelligence.com/hs-fs/hubfs/Featured%20Images%20%2820%29.png?width=352&name=Featured%20Images%20%2820%29.png 352w, https://www.coriniumintelligence.com/hs-fs/hubfs/Featured%20Images%20%2820%29.png?width=528&name=Featured%20Images%20%2820%29.png 528w, https://www.coriniumintelligence.com/hs-fs/hubfs/Featured%20Images%20%2820%29.png?width=704&name=Featured%20Images%20%2820%29.png 704w, https://www.coriniumintelligence.com/hs-fs/hubfs/Featured%20Images%20%2820%29.png?width=880&name=Featured%20Images%20%2820%29.png 880w, https://www.coriniumintelligence.com/hs-fs/hubfs/Featured%20Images%20%2820%29.png?width=1056&name=Featured%20Images%20%2820%29.png 1056w" sizes="(max-width: 352px) 100vw, 352px"> </a> <div class="blog-related-posts__content"> <h3 class="blog-related-posts__title"> <a class="blog-related-posts__title-link" href="https://www.coriniumintelligence.com/content/delivering-an-innovative-vision-from-the-top-spotlight-on-paul-twigg">Delivering an Innovative Vision from the Top - Spotlight on Paul Twigg</a> </h3> <p> To deliver innovation and value, data leaders need to implement a cohesive vision from the top,... </p> </div> </article> <article class="blog-related-posts__post" aria-label="Blog post summary: Developing a Successful Charity Sector Data Strategy: Ross Simson"> <a class="blog-related-posts__post-image-wrapper" href="https://www.coriniumintelligence.com/content/podcasts/ross-simson-global-cdo-cdp" aria-label="Read full post: Developing a Successful Charity Sector Data Strategy: Ross Simson"> <img class="blog-related-posts__image" src="https://www.coriniumintelligence.com/hs-fs/hubfs/Imported_Blog_Media/Podcast-Article-Featured-Image-for-web-25-3.png?width=352&name=Podcast-Article-Featured-Image-for-web-25-3.png" loading="lazy" width="352" alt="" srcset="https://www.coriniumintelligence.com/hs-fs/hubfs/Imported_Blog_Media/Podcast-Article-Featured-Image-for-web-25-3.png?width=176&name=Podcast-Article-Featured-Image-for-web-25-3.png 176w, https://www.coriniumintelligence.com/hs-fs/hubfs/Imported_Blog_Media/Podcast-Article-Featured-Image-for-web-25-3.png?width=352&name=Podcast-Article-Featured-Image-for-web-25-3.png 352w, https://www.coriniumintelligence.com/hs-fs/hubfs/Imported_Blog_Media/Podcast-Article-Featured-Image-for-web-25-3.png?width=528&name=Podcast-Article-Featured-Image-for-web-25-3.png 528w, https://www.coriniumintelligence.com/hs-fs/hubfs/Imported_Blog_Media/Podcast-Article-Featured-Image-for-web-25-3.png?width=704&name=Podcast-Article-Featured-Image-for-web-25-3.png 704w, https://www.coriniumintelligence.com/hs-fs/hubfs/Imported_Blog_Media/Podcast-Article-Featured-Image-for-web-25-3.png?width=880&name=Podcast-Article-Featured-Image-for-web-25-3.png 880w, https://www.coriniumintelligence.com/hs-fs/hubfs/Imported_Blog_Media/Podcast-Article-Featured-Image-for-web-25-3.png?width=1056&name=Podcast-Article-Featured-Image-for-web-25-3.png 1056w" sizes="(max-width: 352px) 100vw, 352px"> </a> <div class="blog-related-posts__content"> <h3 class="blog-related-posts__title"> <a class="blog-related-posts__title-link" href="https://www.coriniumintelligence.com/content/podcasts/ross-simson-global-cdo-cdp">Developing a Successful Charity Sector Data Strategy: Ross Simson</a> </h3> <p> Ross Simson, Global Chief Data Officer at CDP, shares how he’s advancing the non-profit’s data... </p> </div> </article> <article class="blog-related-posts__post" aria-label="Blog post summary: Demystifing Data with Nova Entertainment’s Tim Armstrong"> <a class="blog-related-posts__post-image-wrapper" href="https://www.coriniumintelligence.com/content/demystifing-data-with-nova-entertainments-tim-armstrong" aria-label="Read full post: Demystifing Data with Nova Entertainment’s Tim Armstrong"> <img class="blog-related-posts__image" src="https://www.coriniumintelligence.com/hs-fs/hubfs/Business%20of%20data/images/Bod_TimArmstrong.jpg?width=352&name=Bod_TimArmstrong.jpg" loading="lazy" width="352" alt="" srcset="https://www.coriniumintelligence.com/hs-fs/hubfs/Business%20of%20data/images/Bod_TimArmstrong.jpg?width=176&name=Bod_TimArmstrong.jpg 176w, https://www.coriniumintelligence.com/hs-fs/hubfs/Business%20of%20data/images/Bod_TimArmstrong.jpg?width=352&name=Bod_TimArmstrong.jpg 352w, https://www.coriniumintelligence.com/hs-fs/hubfs/Business%20of%20data/images/Bod_TimArmstrong.jpg?width=528&name=Bod_TimArmstrong.jpg 528w, https://www.coriniumintelligence.com/hs-fs/hubfs/Business%20of%20data/images/Bod_TimArmstrong.jpg?width=704&name=Bod_TimArmstrong.jpg 704w, https://www.coriniumintelligence.com/hs-fs/hubfs/Business%20of%20data/images/Bod_TimArmstrong.jpg?width=880&name=Bod_TimArmstrong.jpg 880w, https://www.coriniumintelligence.com/hs-fs/hubfs/Business%20of%20data/images/Bod_TimArmstrong.jpg?width=1056&name=Bod_TimArmstrong.jpg 1056w" sizes="(max-width: 352px) 100vw, 352px"> </a> <div class="blog-related-posts__content"> <h3 class="blog-related-posts__title"> <a class="blog-related-posts__title-link" href="https://www.coriniumintelligence.com/content/demystifing-data-with-nova-entertainments-tim-armstrong">Demystifing Data with Nova Entertainment’s Tim Armstrong</a> </h3> <p> Taking advantage of data in a major Australian commercial radio operator Ahead of CDAO Sydney 2023,... </p> </div> </article> </div> </div> </section> </div> </main> <div data-global-resource-path="Corinium - Business of Data website and Business of InfoSec/templates/partials/footer.html"><footer class="footer"> <div class="container-fluid footer__container footer__container--dnd"> <div class="row-fluid-wrapper"> <div class="row-fluid"> <div class="span12 widget-span widget-type-cell " style="" data-widget-type="cell" data-x="0" data-w="12"> <div class="row-fluid-wrapper row-depth-1 row-number-1 dnd-section footer_dnd-row-0-force-full-width-section footer_dnd-row-0-padding"> <div class="row-fluid "> <div class="span12 widget-span widget-type-cell dnd-column" style="" data-widget-type="cell" data-x="0" data-w="12"> <div class="row-fluid-wrapper row-depth-1 row-number-2 dnd-row"> <div class="row-fluid "> <div class="span4 widget-span widget-type-cell dnd-column" style="" data-widget-type="cell" data-x="0" data-w="4"> <div class="row-fluid-wrapper row-depth-1 row-number-3 dnd-row"> <div class="row-fluid "> <div class="span12 widget-span widget-type-custom_widget footer_dnd-module-4-flexbox-positioning dnd-module" style="" data-widget-type="custom_widget" data-x="0" data-w="12"> <div id="hs_cos_wrapper_footer_dnd-module-4" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module widget-type-logo" style="" data-hs-cos-general-type="widget" data-hs-cos-type="module"> <span id="hs_cos_wrapper_footer_dnd-module-4_hs_logo_widget" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_logo" style="" data-hs-cos-general-type="widget" data-hs-cos-type="logo"><a href="//www.coriniumintelligence.com" id="hs-link-footer_dnd-module-4_hs_logo_widget" style="border-width:0px;border:0px;"><img src="https://www.coriniumintelligence.com/hs-fs/hubfs/Corinium%20logo%20+%20branding/Corinium-logo_horizontal_reversed.png?width=646&height=196&name=Corinium-logo_horizontal_reversed.png" class="hs-image-widget " height="196" style="height: auto;width:646px;border-width:0px;border:0px;" width="646" alt="Corinium-logo_horizontal_reversed" title="Corinium-logo_horizontal_reversed" srcset="https://www.coriniumintelligence.com/hs-fs/hubfs/Corinium%20logo%20+%20branding/Corinium-logo_horizontal_reversed.png?width=323&height=98&name=Corinium-logo_horizontal_reversed.png 323w, https://www.coriniumintelligence.com/hs-fs/hubfs/Corinium%20logo%20+%20branding/Corinium-logo_horizontal_reversed.png?width=646&height=196&name=Corinium-logo_horizontal_reversed.png 646w, https://www.coriniumintelligence.com/hs-fs/hubfs/Corinium%20logo%20+%20branding/Corinium-logo_horizontal_reversed.png?width=969&height=294&name=Corinium-logo_horizontal_reversed.png 969w, https://www.coriniumintelligence.com/hs-fs/hubfs/Corinium%20logo%20+%20branding/Corinium-logo_horizontal_reversed.png?width=1292&height=392&name=Corinium-logo_horizontal_reversed.png 1292w, https://www.coriniumintelligence.com/hs-fs/hubfs/Corinium%20logo%20+%20branding/Corinium-logo_horizontal_reversed.png?width=1615&height=490&name=Corinium-logo_horizontal_reversed.png 1615w, https://www.coriniumintelligence.com/hs-fs/hubfs/Corinium%20logo%20+%20branding/Corinium-logo_horizontal_reversed.png?width=1938&height=588&name=Corinium-logo_horizontal_reversed.png 1938w" sizes="(max-width: 646px) 100vw, 646px"></a></span> </div> </div> </div> </div> <div class="row-fluid-wrapper row-depth-1 row-number-4 dnd-row"> <div class="row-fluid "> <div class="span12 widget-span widget-type-custom_widget dnd-module" style="" data-widget-type="custom_widget" data-x="0" data-w="12"> <div id="hs_cos_wrapper_footer_dnd-module-5" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module widget-type-rich_text" style="" data-hs-cos-general-type="widget" data-hs-cos-type="module"><span id="hs_cos_wrapper_footer_dnd-module-5_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_rich_text" style="" data-hs-cos-general-type="widget" data-hs-cos-type="rich_text"><p>Corinium Global Intelligence<br>20-22 Wenlock Road, London, N1 7GU<br>0203 432 2335</p></span></div> </div> </div> </div> </div> <div class="span4 widget-span widget-type-cell dnd-column" style="" data-widget-type="cell" data-x="4" data-w="4"> <div class="row-fluid-wrapper row-depth-1 row-number-5 dnd-row"> <div class="row-fluid "> <div class="span12 widget-span widget-type-custom_widget dnd-module" style="" data-widget-type="custom_widget" data-x="0" data-w="12"> <div id="hs_cos_wrapper_footer_dnd-module-7" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module widget-type-header" style="" data-hs-cos-general-type="widget" data-hs-cos-type="module"> <span id="hs_cos_wrapper_footer_dnd-module-7_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_header" style="" data-hs-cos-general-type="widget" data-hs-cos-type="header"><h4><span style="text-transform:none;">Our Recent Posts</span></h4></span></div> </div> </div> </div> <div class="row-fluid-wrapper row-depth-1 row-number-6 dnd-row"> <div class="row-fluid "> <div class="span12 widget-span widget-type-custom_widget dnd-module" style="" data-widget-type="custom_widget" data-x="0" data-w="12"> <div id="hs_cos_wrapper_footer_dnd-module-8" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module widget-type-rss_listing" style="" data-hs-cos-general-type="widget" data-hs-cos-type="module"> <span id="hs_cos_wrapper_footer_dnd-module-8_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_rss_listing" style="" data-hs-cos-general-type="widget" data-hs-cos-type="rss_listing"> <h3></h3> <div class="hs-rss-module feedreader_box hs-hash-170364978"></div> </span></div> </div> </div> </div> <div class="row-fluid-wrapper row-depth-1 row-number-7 dnd-row"> <div class="row-fluid "> <div class="span12 widget-span widget-type-custom_widget dnd-module" style="" data-widget-type="custom_widget" data-x="0" data-w="12"> <div id="hs_cos_wrapper_footer_dnd-module-9" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module widget-type-simple_menu" style="" data-hs-cos-general-type="widget" data-hs-cos-type="module"><span id="hs_cos_wrapper_footer_dnd-module-9_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_simple_menu" style="" data-hs-cos-general-type="widget" data-hs-cos-type="simple_menu"><div id="hs_menu_wrapper_footer_dnd-module-9_" class="hs-menu-wrapper active-branch flyouts hs-menu-flow-vertical" role="navigation" data-sitemap-name="" data-menu-id="" aria-label="Navigation Menu"> <ul role="menu"> <li class="hs-menu-item hs-menu-depth-1" role="none"><a href="https://www.coriniumintelligence.com/aboutus" role="menuitem" target="_self">About Us</a></li> <li class="hs-menu-item hs-menu-depth-1" role="none"><a href="https://www.coriniumintelligence.com/content/subscribe" role="menuitem" target="_self">Subscribe</a></li> <li class="hs-menu-item hs-menu-depth-1" role="none"><a href="https://www.coriniumintelligence.com/privacy-policy" role="menuitem" target="_self">Privacy Policy</a></li> </ul> </div></span></div> </div> </div> </div> </div> <div class="span4 widget-span widget-type-cell dnd-column" style="" data-widget-type="cell" data-x="8" data-w="4"> <div class="row-fluid-wrapper row-depth-1 row-number-8 dnd-row"> <div class="row-fluid "> <div class="span12 widget-span widget-type-custom_widget dnd-module" style="" data-widget-type="custom_widget" data-x="0" data-w="12"> <div id="hs_cos_wrapper_footer_dnd-module-11" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module widget-type-header" style="" data-hs-cos-general-type="widget" data-hs-cos-type="module"> <span id="hs_cos_wrapper_footer_dnd-module-11_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_header" style="" data-hs-cos-general-type="widget" data-hs-cos-type="header"><h4>Follow Us</h4></span></div> </div> </div> </div> <div class="row-fluid-wrapper row-depth-1 row-number-9 dnd-row"> <div class="row-fluid "> <div class="span12 widget-span widget-type-custom_widget dnd-module" style="" data-widget-type="custom_widget" data-x="0" data-w="12"> <div id="hs_cos_wrapper_footer_dnd-module-12" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="" data-hs-cos-general-type="widget" data-hs-cos-type="module"> <div class="social-links"> <a class="social-links__link" href="https://www.linkedin.com/showcase/corinium-data-%26-analytics/?isFollowingPage=true" target="_blank" rel="noopener"> <span id="hs_cos_wrapper_footer_dnd-module-12_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_icon social-links__icon" style="" data-hs-cos-general-type="widget" data-hs-cos-type="icon"><svg version="1.0" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 448 512" aria-labelledby="linkedin1" role="img"><title id="linkedin1">Follow us on LinkedIn</title><g id="linkedin1_layer"><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3zM135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5zm282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9V416z" /></g></svg></span> </a> <a class="social-links__link" href="https://www.facebook.com/coriniumglobal/" target="_blank" rel="noopener"> <span id="hs_cos_wrapper_footer_dnd-module-12__2" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_icon social-links__icon" style="" data-hs-cos-general-type="widget" data-hs-cos-type="icon"><svg version="1.0" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 264 512" aria-labelledby="facebook-f2" role="img"><title id="facebook-f2">Follow us on Facebook</title><g id="facebook-f2_layer"><path d="M76.7 512V283H0v-91h76.7v-71.7C76.7 42.4 124.3 0 193.8 0c33.3 0 61.9 2.5 70.2 3.6V85h-48.2c-37.8 0-45.1 18-45.1 44.3V192H256l-11.7 91h-73.6v229" /></g></svg></span> </a> <a class="social-links__link" href="https://twitter.com/coriniumglobal" target="_blank" rel="noopener"> <span id="hs_cos_wrapper_footer_dnd-module-12__3" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_icon social-links__icon" style="" data-hs-cos-general-type="widget" data-hs-cos-type="icon"><svg version="1.0" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 512 512" aria-labelledby="twitter3" role="img"><title id="twitter3">Follow us on Twitter</title><g id="twitter3_layer"><path d="M459.37 151.716c.325 4.548.325 9.097.325 13.645 0 138.72-105.583 298.558-298.558 298.558-59.452 0-114.68-17.219-161.137-47.106 8.447.974 16.568 1.299 25.34 1.299 49.055 0 94.213-16.568 130.274-44.832-46.132-.975-84.792-31.188-98.112-72.772 6.498.974 12.995 1.624 19.818 1.624 9.421 0 18.843-1.3 27.614-3.573-48.081-9.747-84.143-51.98-84.143-102.985v-1.299c13.969 7.797 30.214 12.67 47.431 13.319-28.264-18.843-46.781-51.005-46.781-87.391 0-19.492 5.197-37.36 14.294-52.954 51.655 63.675 129.3 105.258 216.365 109.807-1.624-7.797-2.599-15.918-2.599-24.04 0-57.828 46.782-104.934 104.934-104.934 30.213 0 57.502 12.67 76.67 33.137 23.715-4.548 46.456-13.32 66.599-25.34-7.798 24.366-24.366 44.833-46.132 57.827 21.117-2.273 41.584-8.122 60.426-16.243-14.292 20.791-32.161 39.308-52.628 54.253z" /></g></svg></span> </a> <a class="social-links__link" href="https://www.youtube.com/channel/UCnuGiXMWAH5bhfXOfWkPIuw" target="_blank" rel="noopener"> <span id="hs_cos_wrapper_footer_dnd-module-12__4" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_icon social-links__icon" style="" data-hs-cos-general-type="widget" data-hs-cos-type="icon"><svg version="1.0" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 448 512" aria-labelledby="youtube-square4" role="img"><title id="youtube-square4">Follow us on YouTube</title><g id="youtube-square4_layer"><path d="M186.8 202.1l95.2 54.1-95.2 54.1V202.1zM448 80v352c0 26.5-21.5 48-48 48H48c-26.5 0-48-21.5-48-48V80c0-26.5 21.5-48 48-48h352c26.5 0 48 21.5 48 48zm-42 176.3s0-59.6-7.6-88.2c-4.2-15.8-16.5-28.2-32.2-32.4C337.9 128 224 128 224 128s-113.9 0-142.2 7.7c-15.7 4.2-28 16.6-32.2 32.4-7.6 28.5-7.6 88.2-7.6 88.2s0 59.6 7.6 88.2c4.2 15.8 16.5 27.7 32.2 31.9C110.1 384 224 384 224 384s113.9 0 142.2-7.7c15.7-4.2 28-16.1 32.2-31.9 7.6-28.5 7.6-88.1 7.6-88.1z" /></g></svg></span> </a> <a class="social-links__link" href="https://open.spotify.com/show/4op8cNfQRNrZMP5i79Aze9" target="_blank" rel="noopener"> <span id="hs_cos_wrapper_footer_dnd-module-12__5" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_icon social-links__icon" style="" data-hs-cos-general-type="widget" data-hs-cos-type="icon"><svg version="1.0" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 496 512" aria-labelledby="spotify5" role="img"><title id="spotify5">Follow us on Facebook</title><g id="spotify5_layer"><path d="M248 8C111.1 8 0 119.1 0 256s111.1 248 248 248 248-111.1 248-248S384.9 8 248 8zm100.7 364.9c-4.2 0-6.8-1.3-10.7-3.6-62.4-37.6-135-39.2-206.7-24.5-3.9 1-9 2.6-11.9 2.6-9.7 0-15.8-7.7-15.8-15.8 0-10.3 6.1-15.2 13.6-16.8 81.9-18.1 165.6-16.5 237 26.2 6.1 3.9 9.7 7.4 9.7 16.5s-7.1 15.4-15.2 15.4zm26.9-65.6c-5.2 0-8.7-2.3-12.3-4.2-62.5-37-155.7-51.9-238.6-29.4-4.8 1.3-7.4 2.6-11.9 2.6-10.7 0-19.4-8.7-19.4-19.4s5.2-17.8 15.5-20.7c27.8-7.8 56.2-13.6 97.8-13.6 64.9 0 127.6 16.1 177 45.5 8.1 4.8 11.3 11 11.3 19.7-.1 10.8-8.5 19.5-19.4 19.5zm31-76.2c-5.2 0-8.4-1.3-12.9-3.9-71.2-42.5-198.5-52.7-280.9-29.7-3.6 1-8.1 2.6-12.9 2.6-13.2 0-23.3-10.3-23.3-23.6 0-13.6 8.4-21.3 17.4-23.9 35.2-10.3 74.6-15.2 117.5-15.2 73 0 149.5 15.2 205.4 47.8 7.8 4.5 12.9 10.7 12.9 22.6 0 13.6-11 23.3-23.2 23.3z" /></g></svg></span> </a> <a class="social-links__link" href="https://podcasts.apple.com/gb/podcast/the-business-of-data-podcast/id1528796448" target="_blank" rel="noopener"> <span id="hs_cos_wrapper_footer_dnd-module-12__6" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_icon social-links__icon" style="" data-hs-cos-general-type="widget" data-hs-cos-type="icon"><svg version="1.0" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 448 512" aria-labelledby="apple6" role="img"><title id="apple6">Follow us on Facebook</title><g id="apple6_layer"><path d="M247.2 137.6c-6.2 1.9-15.3 3.5-27.9 4.6 1.1-56.7 29.9-96.6 88-110.1 9.3 41.6-26.1 94.1-60.1 105.5zm121.3 72.7c6.4-9.4 16.6-19.9 30.6-31.7-22.3-27.6-48.1-44.3-85.1-44.3-35.4 0-65.2 18.2-87 18.2-18.5 0-51.9-16.1-84.5-16.1-69.6 0-106.5 68.1-106.5 139C36 354.2 95.7 480 156.2 480c23.8 0 45.2-18 73.5-18 29.3 0 52.8 17.2 80.3 17.2 46 0 88.6-77.5 102-119.7-46.8-14.3-84.4-90.2-43.5-149.2z" /></g></svg></span> </a> </div></div> </div> </div> </div> </div> </div> </div> </div> </div> </div> </div> </div> </div> </div> </footer></div> </div>  <script defer src="/hs/hsstatic/content-cwv-embed/static-1.1293/embed.js"></script> <script> var hsVars = hsVars || {}; hsVars['language'] = 'en'; </script> <script src="/hs/hsstatic/cos-i18n/static-1.53/bundles/project.js"></script> <script src="https://www.coriniumintelligence.com/hs-fs/hub/2631050/hub_generated/module_assets/94304224404/1670862269245/module_94304224404_business_of_infosec_data_search_input.min.js"></script> <script src="https://www.coriniumintelligence.com/hs-fs/hub/2631050/hub_generated/template_assets/79171556787/1669740254200/Corinium_-_Business_of_Data_website_and_Business_of_InfoSec/js/main.min.js"></script> <script src="https://www.coriniumintelligence.com/hs-fs/hub/2631050/hub_generated/module_assets/79171731210/1670933677538/module_79171731210_menu.min.js"></script> <script src="/hs/hsstatic/AsyncSupport/static-1.122/js/rss_listing_asset.js"></script> <script> function hsOnReadyPopulateRssFeed_170364978() { var options = { 'id': "170364978", 'rss_hcms_url': "/_hcms/rss/feed?feedId=MjYzMTA1MDo5MDEyMjQ5MTE3NTow&limit=2&dateLanguage=ZW5fVVM%3D&dateFormat=TU1NTSBkLCB5eXl5&zone=RXVyb3BlL0xvbmRvbg%3D%3D&clickThrough=UmVhZCBtb3Jl&maxChars=200&property=link&property=title&property=date&property=published&hs-expires=1770595200&hs-version=2&hs-signature=AJ2IBuF9ylNViFHvpLbdh1OzQByKH93N_A", 'show_author': false, 'show_date': true, 'include_featured_image': false, 'show_detail' : false, 'attribution_text': "by ", 'publish_date_text': "", 'item_title_tag' : "span", 'click_through_text': "Read more", 'limit_to_chars': 200, }; window.hsPopulateRssFeed(options); } if (document.readyState === "complete" || (document.readyState !== "loading" && !document.documentElement.doScroll) ) { hsOnReadyPopulateRssFeed_170364978(); } else { document.addEventListener("DOMContentLoaded", hsOnReadyPopulateRssFeed_170364978); } </script>  <script type="text/javascript"> var _hsq = _hsq || []; _hsq.push(["setContentType", "blog-post"]); _hsq.push(["setCanonicalUrl", "https:\/\/www.coriniumintelligence.com\/content\/articles\/how-analytics-can-impact-human-services-in-australia"]); _hsq.push(["setPageId", "92939072871"]); _hsq.push(["setContentMetadata", { "contentPageId": 92939072871, "legacyPageId": "92939072871", "contentFolderId": null, "contentGroupId": 90122491175, "abTestId": null, "languageVariantId": 92939072871, "languageCode": "en", }]); </script> <script type="text/javascript" id="hs-script-loader" async defer src="/hs/scriptloader/2631050.js?businessUnitId=0"></script>  <script type="text/javascript"> var hsVars = { render_id: "231cce81-889d-4178-afe1-3aa3c167f206", ticks: 1739047575770, page_id: 92939072871, content_group_id: 90122491175, portal_id: 2631050, app_hs_base_url: "https://app.hubspot.com", cp_hs_base_url: "https://cp.hubspot.com", language: "en", analytics_page_type: "blog-post", scp_content_type: "", analytics_page_id: "92939072871", category_id: 3, folder_id: 0, is_hubspot_user: false } </script> <script defer src="/hs/hsstatic/HubspotToolsMenu/static-1.393/js/index.js"></script>  <script type="text/javascript"> _linkedin_partner_id = "182706"; window._linkedin_data_partner_ids = window._linkedin_data_partner_ids || []; window._linkedin_data_partner_ids.push(_linkedin_partner_id); </script><script type="text/javascript"> (function(){var s = document.getElementsByTagName("script")[0]; var b = document.createElement("script"); b.type = "text/javascript";b.async = true; b.src = "https://snap.licdn.com/li.lms-analytics/insight.min.js"; s.parentNode.insertBefore(b, s);})(); </script> <noscript> <img height="1" width="1" style="display:none;" alt="" src="https://px.ads.linkedin.com/collect/?pid=182706&fmt=gif"> </noscript>   <script type="text/javascript"> _linkedin_partner_id = "306561"; window._linkedin_data_partner_ids = window._linkedin_data_partner_ids || []; window._linkedin_data_partner_ids.push(_linkedin_partner_id); </script><script type="text/javascript"> (function(){var s = document.getElementsByTagName("script")[0]; var b = document.createElement("script"); b.type = "text/javascript";b.async = true; b.src = "https://snap.licdn.com/li.lms-analytics/insight.min.js"; s.parentNode.insertBefore(b, s);})(); </script> <noscript> <img height="1" width="1" style="display:none;" alt="" src="https://px.ads.linkedin.com/collect/?pid=306561&fmt=gif"> </noscript>   <script type="text/javascript"> _linkedin_partner_id = "60306"; window._linkedin_data_partner_ids = window._linkedin_data_partner_ids || []; window._linkedin_data_partner_ids.push(_linkedin_partner_id); </script><script type="text/javascript"> (function(){var s = document.getElementsByTagName("script")[0]; var b = document.createElement("script"); b.type = "text/javascript";b.async = true; b.src = "https://snap.licdn.com/li.lms-analytics/insight.min.js"; s.parentNode.insertBefore(b, s);})(); </script> <noscript> <img height="1" width="1" style="display:none;" alt="" src="https://px.ads.linkedin.com/collect/?pid=60306&fmt=gif"> </noscript>   <script type="text/javascript"> _linkedin_partner_id = "1749329"; window._linkedin_data_partner_ids = window._linkedin_data_partner_ids || []; window._linkedin_data_partner_ids.push(_linkedin_partner_id); </script><script type="text/javascript"> (function(){var s = document.getElementsByTagName("script")[0]; var b = document.createElement("script"); b.type = "text/javascript";b.async = true; b.src = "https://snap.licdn.com/li.lms-analytics/insight.min.js"; s.parentNode.insertBefore(b, s);})(); </script> <noscript> <img height="1" width="1" style="display:none;" alt="" src="https://px.ads.linkedin.com/collect/?pid=1749329&fmt=gif"> </noscript>   <script type="text/javascript"> _linkedin_partner_id = "5553244"; window._linkedin_data_partner_ids = window._linkedin_data_partner_ids || []; window._linkedin_data_partner_ids.push(_linkedin_partner_id); </script><script type="text/javascript"> (function(l) { if (!l){window.lintrk = function(a,b){window.lintrk.q.push([a,b])}; window.lintrk.q=[]} var s = document.getElementsByTagName("script")[0]; var b = document.createElement("script"); b.type = "text/javascript";b.async = true; b.src = https://snap.licdn.com/li.lms-analytics/insight.min.js; s.parentNode.insertBefore(b, s);})(window.lintrk); </script> <noscript> <img height="1" width="1" style="display:none;" alt="" src="https://px.ads.linkedin.com/collect/?pid=5553244&fmt=gif"> </noscript>   <script type="text/javascript"> _linkedin_partner_id = "5583316"; window._linkedin_data_partner_ids = window._linkedin_data_partner_ids || []; window._linkedin_data_partner_ids.push(_linkedin_partner_id); </script><script type="text/javascript"> (function(l) { if (!l){window.lintrk = function(a,b){window.lintrk.q.push([a,b])}; window.lintrk.q=[]} var s = document.getElementsByTagName("script")[0]; var b = document.createElement("script"); b.type = "text/javascript";b.async = true; b.src = https://snap.licdn.com/li.lms-analytics/insight.min.js; s.parentNode.insertBefore(b, s);})(window.lintrk); </script> <noscript> <img height="1" width="1" style="display:none;" alt="" src="https://px.ads.linkedin.com/collect/?pid=5583316&fmt=gif"> </noscript>  <div id="fb-root"></div> <script>(function(d, s, id) { var js, fjs = d.getElementsByTagName(s)[0]; if (d.getElementById(id)) return; js = d.createElement(s); js.id = id; js.src = "//connect.facebook.net/en_GB/sdk.js#xfbml=1&version=v3.0"; fjs.parentNode.insertBefore(js, fjs); }(document, 'script', 'facebook-jssdk'));</script> <script>!function(d,s,id){var js,fjs=d.getElementsByTagName(s)[0];if(!d.getElementById(id)){js=d.createElement(s);js.id=id;js.src="https://platform.twitter.com/widgets.js";fjs.parentNode.insertBefore(js,fjs);}}(document,"script","twitter-wjs");</script> </body></html>