{"id":114708,"date":"2017-07-12T18:26:00","date_gmt":"2017-07-12T23:26:00","guid":{"rendered":"https:\/\/www.dacgroup.com\/bid-optimisation-future-machine-learning\/"},"modified":"2024-12-23T00:36:54","modified_gmt":"2024-12-23T05:36:54","slug":"bid-optimisation-future-machine-learning","status":"publish","type":"post","link":"https:\/\/www.dacgroup.com\/en-gb\/insights\/blog\/paid-media\/bid-optimisation-future-machine-learning\/","title":{"rendered":"Bid Optimisation: The Future is here and it\u2019s in Machine Learning"},"content":{"rendered":"<p>A proficient bid optimisation strategy is key to the success of any Paid Media Campaign.<\/p>\n<p>The bids you place directly affect performance, deciding where your ads show, how visible they are, and ultimately the budgets allocated to each product or service.<\/p>\n<p>There are now many \u201cautomated\u201d tools and services on the market aimed at scaling this process, utilising data from multiple \u201csignals\u201d at a rate far greater than humanly possible.<\/p>\n<p>Intelligent automation is paramount to DAC UK, forming the \u201ccore\u201d of our <a href=\"\/en-gb\/services\/paid-media\/\">Paid Media<\/a> mission statement.<\/p>\n<p><strong>Our Mission Statement<\/strong><\/p>\n<p><em>Campaigns are managed with intelligent automation, diligent alerting systems &amp; insightful machine learning techniques.<\/em><\/p>\n<p><em>Leaving analysts time focused on creative research &amp; high- level testing.<\/em><\/p>\n<p>We have kept a close eye on the field\u2019s development, so, for your entertainment, here is DAC London\u2019s two cents.<\/p>\n<p>Back in 2014, Google realised \u201cSibyl\u201d, their first major system for large scale machine learning automated billing, left a lot to be desired.<\/p>\n<p>Teething problems, together with the inability to effectively manage lower volume search terms, lead many account managers to leave automated billing out of their bid optimisation strategies.<\/p>\n<p>Flash forward to 2017, and multiple search management platforms have realised their own bid optimisations processes, utilising an ever-growing list of \u201ccontextual signals\u201d.<\/p>\n<p>AdWords free option alone now includes over 10 contextual signals (Figure 1.1) optimising to 6 different KPIs (Figure 1.2).<\/p>\n<p>This has resulted in stark improvements in performance, with retail clients practicing AdWords Bid strategies seeing 10% KPI improvements from 2016 to 2017 alone.<\/p>\n<p>It no longer appears to be a question of if you should be using Bid Strategies, but which and how.<\/p>\n<p>Figure 1.1<\/p>\n<section 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_69d0582dd6e65'>\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    <p class='hubspot-status'><\/p>\n<\/form>\n<script>\njQuery(document).ready(function($) {\n    var form = $('#hubspot_form_69d0582dd6e65');\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        \/\/ Required HubSpot fields\n        var portalId = '5408011';\n        var formId = 'cafa8eb8-dd43-46cc-bec7-9f87e85b1bdb';\n\n        \/\/ Prepare the data payload\n        var data = {\n            fields: [\n                {\n                    name: 'email',\n                    value: email\n                }\n            ],\n            context: {\n                pageUri: window.location.href,\n                pageName: document.title\n            },\n            submittedAt: new Date().getTime()\n        };\n\n        \/\/ Get the status element for this form\n        var statusElement = form.siblings('.forward-email-status-container');\n\n        \/\/ Send the data to HubSpot\n        fetch('https:\/\/api.hsforms.com\/submissions\/v3\/integration\/submit\/5408011\/cafa8eb8-dd43-46cc-bec7-9f87e85b1bdb', {\n            method: 'POST',\n            headers: {\n                'Content-Type': 'application\/json'\n            },\n            body: JSON.stringify(data)\n        })\n        .then(response => {\n            if (response.ok) {\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                return response.json().then(error => {\n                    if(statusElement) {\n                        statusElement.text('Error: ' + error.message);\n                        statusElement.css({\n                            'color': 'red',\n                            'padding-top': '10px'\n                        });\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    window.addEventListener('message', function(event) {\n        const isFormCallback = event.data.type === 'hsFormCallback';\n        const isFormSubmitted = event.data.eventName === 'onFormSubmitted';\n        const iscurrentForm = !!event?.data?.id ? 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If this decision is made, implementing the most intelligent systems available should be seriously considered.<\/p>\n<p>This will most likely involve implementing a 3<sup>rd<\/sup> party system, and balancing the increased performance delivered against the increased cost.<\/p>\n<p>One 3<sup>rd<\/sup> party system used heavily at DAC\u00a0 is DoubleClick Search. This has many advantages over AdWords free offering. Management platforms allow cross platform data utilisation, and this is where DoubleClick searches Bid Management offering excels.<\/p>\n<p>The ability to optimise to conversions across multiple data sources and attribution models delivers maximum impact to your account.<\/p>\n<p>You can find an example system provided by DoubleClick search below in Figure 1.3<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-11084\" src=\"\/wpe-content\/uploads\/sites\/5\/2017\/07\/3.png\" alt=\"\" width=\"638\" height=\"393\" \/><\/p>\n<p>The bid strategy market continues to evolve and everyone at DAC UK is waiting eagerly for inevitable next \u201cgame changing\u201d beta.<\/p>\n<p>Want to no more or discuss your new paid media strategy, <a href=\"\/en-gb\/contact\/\">please get in touch<\/a>.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>A proficient bid optimisation strategy is key to the success of any Paid Media Campaign. The bids you place directly affect performance, deciding where your ads show, how visible they are, and ultimately the budgets allocated to each product or service. There are now many \u201cautomated\u201d tools and services on the market aimed at scaling [&hellip;]<\/p>\n","protected":false},"author":100,"featured_media":114710,"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","footnotes":""},"categories":[2890],"tags":[],"class_list":["post-114708","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-paid-media"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v23.7 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Bid Optimisation: The Future is here and it\u2019s in Machine Learning | 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\/paid-media\/bid-optimisation-future-machine-learning\/\" \/>\n<meta property=\"og:locale\" content=\"en_GB\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Bid Optimisation: The Future is here and it\u2019s in Machine Learning | DAC\" \/>\n<meta property=\"og:description\" content=\"A proficient bid optimisation strategy is key to the success of any Paid Media Campaign. The bids you place directly affect performance, deciding where your ads show, how visible they are, and ultimately the budgets allocated to each product or service. There are now many \u201cautomated\u201d tools and services on the market aimed at scaling [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.dacgroup.com\/en-gb\/insights\/blog\/paid-media\/bid-optimisation-future-machine-learning\/\" \/>\n<meta property=\"og:site_name\" content=\"DAC\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/DACGroup\" \/>\n<meta property=\"article:published_time\" content=\"2017-07-12T23:26:00+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-12-23T05:36:54+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.dacgroup.com\/wp-content\/uploads\/2024\/12\/The-Future-is-here-and-its-in-Machine-Learning.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"860\" \/>\n\t<meta property=\"og:image:height\" content=\"347\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"sbrennan\" \/>\n<meta name=\"twitter:card\" 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