{"id":114072,"date":"2017-07-10T19:31:00","date_gmt":"2017-07-11T00:31:00","guid":{"rendered":"https:\/\/www.dacgroup.com\/data-driven-attribution-care\/"},"modified":"2024-12-23T00:35:42","modified_gmt":"2024-12-23T05:35:42","slug":"data-driven-attribution-care","status":"publish","type":"post","link":"https:\/\/www.dacgroup.com\/en-gb\/insights\/blog\/analytics\/data-driven-attribution-care\/","title":{"rendered":"What is Data-Driven Attribution and Why Should You Care?"},"content":{"rendered":"<p>\u201cWe\u2019ve solved attribution using\u00a0machine learning &#8211; all you need to do\u00a0is click a button and using our proprietary algorithms, we will\u00a0automatically allocate your media budget at the point of maximum efficiency.\u201d<\/p>\n<p>This is effectively Google\u2019s pitch for data-driven attribution.<\/p>\n<p>Advertising being a somewhat murky business, however, this\u00a0has been met with some skepticism. But in view, almost all brands spending on Adwords should at the very least review the analysis.<\/p>\n<p><strong>What\u2019s the history? \u00a0 <\/strong><\/p>\n<p>Data-driven attribution is not a new offering\u00a0from Google, in fact is has been kicking around since 2013 in one form or another, yet you can sense a recently renewed\u00a0confidence in the product from the Googlers\u2019 closest to it.<\/p>\n<p>It is now available to everyone in Adwords as a reporting feature (i.e. just look at the data) and as a model to optimise to (slightly scarier).<\/p>\n<p><strong> What is wrong\u00a0with the traditional models? \u00a0 <\/strong><\/p>\n<p><em>Last Click \u2013<\/em> this model is incredibly limited. It works in some very specific cases like flash sales but otherwise credits the &#8216;finisher&#8217; 100%. It can be manipulated easily through unscrupulous retargeting activity. \u00a0 It&#8217;s essentially like giving Carlos Alberto all the credit for the greatest team goal of all time:\u00a0http:\/\/www.telegraph.co.uk\/football\/2016\/10\/25\/the-35-separate-moments-that-make-carlos-albertos-goal-for-brazi\/,\u00a0while in fact, there were 35 component parts &#8211; take 1-2 of them away and there&#8217;s no goal.<\/p>\n<p><em>First Click<\/em> \u2013 this model reverses all of the above &#8211; while the conversion\/goal may not have happened without the first touch-point\/tackle, it&#8217;s pretty unlikely this first touch solely led to the goal.<\/p>\n<p><em>Position based<\/em> (i.e. first and last upweighted) \u2013 this model ignores the all important nudges along the way.<\/p>\n<p><em>Linear<\/em>\n<section id=\"hub-newsletter-signup\" data-role=\"forward-email-subscription-container\" class=\"full-width w-100 d-flex justify-content-center align-items-center bg-c7f2b3\">\n    \n    <div class=\"max-w-1400 w-100 form\">\n        <div class=\"text-content-container\">\n            <h2>\n                Stay Forward            <\/h2>\n            <p class=\"subtitle\">\n                Get exclusive insights into digital <br class=\"d-none d-lg-block\">media's top-trending topics delivered<br class=\"d-none d-lg-block\"> directly to your inbox.            <\/p>\n        <\/div>\n\n        <div data-role=\"form-group\">\n            <div class=\"d-flex flex-column w-100\">\n                <form data-forward-email-form class='custom-hubspot-form' id='hubspot_form_6aa50427e2f63'>\n    <div class='d-flex input'>\n        <input type='email' class='form-control me-2 input' placeholder='Email address' aria-label='Email' name='email' required>\n        <button type='submit' class='btn_primary-filled_white'>Submit\n<\/button>\n    <\/div>\n    <input type='text' name='dac_hp' value='' tabindex='-1' autocomplete='off' aria-hidden='true' style='position:absolute;left:-9999px;height:0;width:0;border:0;padding:0;overflow:hidden'>\n    \n    <p class='hubspot-status'><\/p>\n<\/form>\n<script>\njQuery(document).ready(function($) {\n    var loadedAt = Date.now();\n    var form = $('#hubspot_form_6aa50427e2f63');\n    form.on('submit', function(event) {\n        event.preventDefault();\n\n        \/\/ Get email input value\n        var emailInput = form.find('input[name=\"email\"]');\n        var email = emailInput.val().trim();\n\n        \/\/ Get the status element for this form\n        var statusElement = form.siblings('.forward-email-status-container');\n\n        \/\/ Submit through the site's form proxy (form IDs stay server-side)\n        fetch('https:\/\/www.dacgroup.com\/en-gb\/wp-json\/api\/v1\/forms\/submit', {\n            method: 'POST',\n            headers: {\n                'Content-Type': 'application\/json'\n            },\n            body: JSON.stringify({\n                form: 'newsletter',\n                source: 'block-hub-newsletter',\n                lang: 'en-gb',\n                email: email,\n                hp: form.find('input[name=\"dac_hp\"]').val(),\n                turnstileToken: form.find('[name=\"cf-turnstile-response\"]').val() || '',\n                elapsed: Date.now() - loadedAt,\n                pageUri: window.location.href,\n                pageName: document.title\n            })\n        })\n        .then(response => response.json().catch(function() { return {}; }).then(result => {\n            if (response.ok && result.success) {\n                if(statusElement) {\n                    statusElement.text('Thanks for Subscribing!');\n                    statusElement.css('color', 'green');\n                }\n\n                var userInfo = JSON.parse(localStorage.getItem('userInfo'));\n                if (userInfo) {\n                    userInfo.event = 'Form_submit';\n                    userInfo.email = email;\n                    userInfo.form_name = 'Newsletter';\n                    window.dataLayer = window.dataLayer || [];\n                    window.dataLayer.push(userInfo);\n                }\n\n                emailInput.val(''); \/\/ Clear the email field\n                window.dispatchEvent(new CustomEvent('newsletter-submit'));\n            } else {\n                if(statusElement) {\n                    statusElement.text((result.data && result.data.message) || \"There was an error submitting the form.\");\n                    statusElement.css({\n                        'color': 'red',\n                        'padding-top': '10px'\n                    });\n                }\n            }\n        }))\n        .catch(error => {\n            console.error('Error:', error);\n            statusElement.text(\"There was an error submitting the form.\");\n            statusElement.css({\n                'color': 'red',\n                'padding-top': '10px'\n            });\n        });\n    });\n});\n<\/script>                <span class=\"forward-email-status-container\"><\/span>\n            <\/div>\n\n            <button id=\"forward-form-submission\" class=\"subscribe-btn\" type=\"button\" onclick=\"triggerButton(this)\">\n                <span class=\"d-inline-block\">\n                    SUBSCRIBE                <\/span>\n                <span class=\"d-inline-block bell-container\">\n                    <svg width=\"28\" height=\"28\" viewBox=\"0 0 24 24\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n                        <path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M3.5458 14.4774L4.50055 13.234C4.50657 11.8629 4.56791 9.80824 5.17539 8.00401C5.52706 6.95953 6.09459 5.89126 7.03537 5.08C7.70533 4.50227 8.51103 4.10149 9.44696 3.90922C9.50872 3.69984 9.5922 3.49047 9.70471 3.28979C9.91134 2.92122 10.2194 2.57523 10.654 2.33189C11.0827 2.09183 11.5478 2 12 2C12.4355 2 12.8969 2.08208 13.3272 2.31763C13.7695 2.55969 14.0812 2.91045 14.2866 3.28943C14.3999 3.49849 14.4813 3.71787 14.5396 3.93682C15.5444 4.18145 16.3788 4.69659 17.0444 5.38131C17.9498 6.3126 18.4937 7.50224 18.8321 8.60503C19.3645 10.3395 19.4725 12.1499 19.4944 13.1421C19.9371 13.6338 20.3502 14.1627 20.6914 14.626C21.9447 16.3277 20.6148 18.5001 18.7001 18.5001L5.52863 18.5C3.45543 18.5 2.28314 16.1217 3.5458 14.4774Z\" stroke=\"#171616\" \/>\n                        <path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M9.0857 19.3749C9.431 19.1461 9.89639 19.2405 10.1252 19.5858C10.874 20.7159 12.7481 21.0858 13.9 19.5501C14.1485 19.2187 14.6186 19.1516 14.95 19.4001C15.2813 19.6486 15.3485 20.1187 15.1 20.4501C13.2518 22.9143 10.126 22.3027 8.87475 20.4143C8.64596 20.069 8.74041 19.6037 9.0857 19.3749Z\" fill=\"#171616\" \/>\n                    <\/svg>\n                <\/span>\n            <\/button>\n        <\/div>\n    <\/div>\n\n    \n    <script>\n        function triggerButton(button) {\n\n            var container = button.closest('[data-role=\"forward-email-subscription-container\"]');\n            var form = container.querySelector('[data-forward-email-form]');\n\n            if (form) {\n                jQuery(form).find(\"button[type='submit']\").trigger('click');\n            }\n        }\n    <\/script>\n\n<\/section>\n\n \u2013 This model is my current favourite as everyone involved gets equal credit and you can use other means to determine the channel&#8217;s influence, not just the single variable of time.<\/p>\n<p>Data-Driven, in theory, should be the best.<\/p>\n<p><strong>Is Data-Driven better?<\/strong><\/p>\n<p>With data-driven attribution, the algorithm analyses, predicts and acts in real time based on prior data-points and then learns and refines as it goes. The AI examines conversion paths and looks for paths where conversion is higher.<\/p>\n<p>If it sees a common touch point in these higher converting paths it automatically attributes a higher share of the conversion. This is how it prioritises and bids.<\/p>\n<p>It seems like a no-brainer, right?<\/p>\n<p><strong>The problem?<\/strong><\/p>\n<p>It\u2019s Google\u2019s algorithm and people don\u2019t trust media owners to tell them where to invest their budget. It\u2019s a clear moral hazard.<\/p>\n<p>But sometimes it gets to the point where the performance uplift is so great that it\u2019s a competitive disadvantage not to use it. While we\u2019re not there yet, it could very well happen a lot sooner than you think.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u201cWe\u2019ve solved attribution using\u00a0machine learning &#8211; all you need to do\u00a0is click a button and using our proprietary algorithms, we will\u00a0automatically allocate your media budget at the point of maximum efficiency.\u201d This is effectively Google\u2019s pitch for data-driven attribution. Advertising being a somewhat murky business, however, this\u00a0has been met with some skepticism. But in view, [&hellip;]<\/p>\n","protected":false},"author":73,"featured_media":114073,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"content-type":"","reading_level":"Technical","reading_level_confidence":0.72,"reading_level_needs_review":"0","in_short_ai_headline":"","in_short_ai_body":"","in_short_status":"","footnotes":""},"categories":[2861],"tags":[],"class_list":["post-114072","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-analytics"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v23.7 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>What is Data-Driven Attribution and Why Should You Care? | DAC<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.dacgroup.com\/en-gb\/insights\/blog\/analytics\/data-driven-attribution-care\/\" \/>\n<meta property=\"og:locale\" content=\"en_GB\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"What is Data-Driven Attribution and Why Should You Care? | DAC\" \/>\n<meta property=\"og:description\" content=\"\u201cWe\u2019ve solved attribution using\u00a0machine learning &#8211; all you need to do\u00a0is click a button and using our proprietary algorithms, we will\u00a0automatically allocate your media budget at the point of maximum efficiency.\u201d This is effectively Google\u2019s pitch for data-driven attribution. 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