{"id":463,"date":"2024-03-15T13:48:32","date_gmt":"2024-03-15T12:48:32","guid":{"rendered":"https:\/\/stage.usercentrics.com\/?post_type=knowledge&#038;p=33227"},"modified":"2025-06-24T10:43:33","modified_gmt":"2025-06-24T08:43:33","slug":"conversion-modeling-privacy","status":"publish","type":"knowledge","link":"https:\/\/usercentrics.com\/us\/knowledge-hub\/conversion-modeling-privacy\/","title":{"rendered":"Mastering conversion modeling: Tracking user data in a cookie-free era"},"content":{"rendered":"<p>For years, multi-touch attribution tools and <a href=\"https:\/\/usercentrics.com\/knowledge-hub\/zero-first-and-third-party-data\/\">third-party cookies<\/a> have been the go-to solution for tracking customers&#8217; paths to conversion. However, as we wave goodbye to third-party cookies, understanding your customers&#8217; complete conversion journey will become increasingly challenging.<\/p>\n<p>With the decline of third-party cookies, advertisers face a challenge in tracking user pathways on their websites. This loss of tracking capability means brands can no longer directly connect users&#8217; ad interactions to conversions, whether those people are repeat visitors or come from paid or organic traffic sources.<\/p>\n<p>This gap in measurement calls for new solutions, such as conversion modeling, to help marketers adapt and regain insight into their customers&#8217; behavior.<\/p>\n\n\n<h2 class=\"wp-block-heading\" id=\"h-what-is-conversion-modeling\">What is conversion modeling?<\/h2>\n\n\n<p>In short, conversion modeling is a framework to analyze the effectiveness of marketing campaigns.<\/p>\n<p>This approach replaces outdated multi-touch attribution models that are no longer suitable for today\u2019s complex customer journeys and <a href=\"https:\/\/usercentrics.com\/knowledge-hub\/cookies-gdpr-checklist-dos-donts\/\">cookie-tracking<\/a> limitations. Instead, using machine learning, companies can evaluate the incremental impact of each visit based on website visitor behavior data, even if a final conversion can not be observed. Thus empowering advertisers to optimize campaigns for desired outcomes such as increased sales, registrations, or subscriptions.<\/p>\n<p>Multiple tools on the market offer conversion modeling but the most popular are <a href=\"https:\/\/usercentrics.com\/knowledge-hub\/google-analytics-and-gdpr-compliance-rulings\/\">Google Analytics 4<\/a> and <a href=\"https:\/\/usercentrics.com\/knowledge-hub\/implement-consent-for-ads-personalization-google-alert\/\">Google Ads<\/a> which use conversion modeling to predict unobserved conversions without identifying individuals.<\/p>\n\n\n<h2 class=\"wp-block-heading\" id=\"h-benefits-of-conversion-modeling\">Benefits of conversion modeling<\/h2>\n\n\n<p>Conversion modeling offers several advantages for companies aiming to optimize their marketing strategies and better understand their customer\u2019s behavior:<\/p>\n<ul>\n<li><strong>Identify barriers and improve your conversion rate<\/strong>: Understand conversion paths across devices and channels resulting from ad interactions while also spotting roadblocks to conversion.<\/li>\n<li><strong>Improve automatic bidding<\/strong>: Fill data gaps caused by privacy regulations, ensuring automated bidding decisions rely on accurate information about website or app activity rather than assumptions.<\/li>\n<li><strong>Improve your marketing ROI<\/strong>: Make data-driven decisions and ensure efficient spending of your marketing budget by targeting customers more likely to convert. Leading to better results and higher conversion rates.<\/li>\n<li><strong>Accurate yet privacy-focused measurement<\/strong>: Obtain actionable data while safeguarding your user identities and remaining compliant with global privacy laws.<\/li>\n<li><strong>Gives you a competitive advantage<\/strong>: Many companies will struggle once third-party cookies disappear. By implementing conversion modeling now, you proactively set yourself up for success.<\/li>\n<\/ul>\n<p><a href=\"https:\/\/usercentrics.com\/wp-content\/uploads\/sites\/7\/2024\/03\/uc_blog_770x350_conv_modeling_orange_2.svg\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-33232\" src=\"https:\/\/usercentrics.com\/wp-content\/uploads\/sites\/7\/2024\/03\/uc_blog_770x350_conv_modeling_orange_2.svg\" alt=\"Benefits of conversion modeling\" width=\"770\" height=\"350\" \/><\/a><\/p>\n\n\n<h2 class=\"wp-block-heading\" id=\"h-how-does-conversion-modeling-work\">How does conversion modeling work?<\/h2>\n\n\n<p>Conversion modeling uses machine learning to assign links between ad interactions and conversions accounting for cases where cookies and identifiers weren\u2019t available.<\/p>\n<p>To do this, ad interactions are separated into two groups: one group has a clear, observable link to conversion, while the other contains those without such a clear link.<\/p>\n<p>Conversions with a clear path are further divided into subgroups to identify more specific patterns. For example, the rate of product purchases on weekends may differ from weekdays. And it may differ on weekday mornings versus afternoon versus evening time.<\/p>\n<p>Then, machine learning predicts characteristics for the unidentified ad conversions based on known data and characteristics from clear conversion paths. Oftentimes, modeled conversions are only included in your reporting when there is a high level of confidence that an ad resulted in a conversion, ensuring accurate reporting and optimization.<\/p>\n<h4>What you need to know about Google Ads Conversion Modeling<\/h4>\n<p>Google plans to end third-party cookie use in Chrome for all users, but has pushed back the deadline to complete this several times. However, in order to help marketers and advertisers continue to reach the right audience, Google offers conversion modeling to help optimize campaigns more effectively.<\/p>\n<p>Using known customer and conversion data, Google Ads will predict conversion accurately. It uses machine learning to maintain accuracy in conversion models across a diverse set of ad interactions and conversion actions.<\/p>\n<p>Furthermore, Google Ads offers an enhanced conversion modeling tool that helps advertisers track their online advertising success more accurately by connecting user actions on their website with Google Ads campaigns. This is crucial for the future as it moves away from relying on cookies for tracking and instead matches up user data like email addresses in a privacy-conscious way.<\/p>\n<p>By using hashed data and matching it with signed-in Google accounts, advertisers can measure the impact of their ads more effectively without compromising user privacy.<\/p>\n\n\n<h2 class=\"wp-block-heading\" id=\"h-example-of-a-modeled-conversion-in-action\">Example of a modeled conversion in action<\/h2>\n\n\n<p>Imagine you&#8217;re running an online store that advertises across various platforms such as desktop, tablets, and smartphones. When customers interact with your ads on different devices, it can be challenging to link those interactions together due to the lack of available cookies.<\/p>\n<p>Without modeled conversion techniques, you might miss attributing some conversions to the customers who interacted with your ads. This gap in attribution creates a problem because you won&#8217;t have a complete picture of how customers journeyed to conversion.<\/p>\n<p>However, by implementing modeling techniques, you can fill in these gaps. Tools like Google Ads Conversion Modeling will analyze observable data and historical trends and can confidently connect ad interactions with conversions. Providing you with a clearer understanding of your customers&#8217; paths to conversion.<\/p>\n\n\n<h2 class=\"wp-block-heading\" id=\"h-using-google-consent-mode-to-remain-compliant-with-privacy-laws\">Using Google Consent Mode to remain compliant with privacy laws<\/h2>\n\n\n<p>To remain compliant with global data privacy laws, pairing conversion modeling with <a href=\"https:\/\/usercentrics.com\/knowledge-hub\/google-consent-mode\/\">Google Consent Mode<\/a> is vital.<\/p>\n<p>Google Consent Mode is a tool that enables websites to communicate users\u2019 cookie consent choices to various Google tags that help measure website and advertising performance. So when a user has not consented to personalized ads, Google Consent Mode enables marketers to still understand a person\u2019s behavior.<\/p>\n\n<div id=\"uc-cta_69ea53ef5daaa\" class=\"uc-cta uc-cta--button uc-cta--primary uc-ctx--blue\">\n    <div class=\"uc-cta__inner container\">\n        <div class=\"uc-cta__content\">\n                                        <div class=\"uc-cta__heading no-default-margin\">Implement consent-driven marketing with Google Consent Mode<\/div>\n                                        <div class=\"uc-cta__description\">\n                    <p>Adhere to Google\u2019s EU user consent policy and collect valid user consent from EEA users by implementing a Google Certified CMP for Consent Mode v2.<\/p>\n                <\/div>\n                                                                    <\/div>\n                            <div class=\"uc-cta__section\">\n                                        <a id=\"ded92fa1-4618-4813-8ed2-769ca3a2ae8d\" class=\"uc-button uc-button-size-m uc-button-contained  no-default-link-decoration\" href=\"https:\/\/usercentrics.com\/usercentrics-cmp-and-google-consent-mode\/\" target=\"\"><span>Learn more<\/span><\/a>                                    <\/div>\n            <\/div>\n<\/div>\n    <script type=\"module\">\n        new Uc_Cta(document.getElementById(\"uc-cta_69ea53ef5daaa\"));\n    <\/script>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-combine-google-ads-with-google-consent-mode\">Combine Google Ads with Google Consent Mode<\/h2>\n\n\n<p><a href=\"https:\/\/support.google.com\/google-ads\/answer\/10548233?hl=en\" target=\"_blank\" rel=\"noopener\">Google Ads conversion modeling<\/a>, on its own, may not be fully privacy compliant as it relies on tracking user interactions and conversions through cookies. However, when combined with Google&#8217;s Consent Mode, advertisers can respect users&#8217; consent choices for personalized ads and analytics cookies while still effectively measuring conversions.<\/p>\n<p>It adjusts how site tags behave based on a person\u2019s consent status. This means that tags are blocked until your website visitors interact with a consent banner. No data is sent to Google before user interaction. And if consent is denied, no data is transferred at all. Thus helping you bridge the gap in campaign performance when cookie consent is not granted.<\/p>\n\n\n<h2 class=\"wp-block-heading\" id=\"h-pairing-google-analytics-with-google-consent-mode\">Pairing Google Analytics with Google Consent Mode<\/h2>\n\n\n<p>If you use Google Analytics 4 (GA4) for modeled conversions, you need to be careful of how you collect and use personal data. Because you may not be fully GDPR-compliant when it comes to cookies.<\/p>\n<p>The solution is to pair <a href=\"https:\/\/support.google.com\/analytics\/answer\/14275483?hl=en\" target=\"_blank\" rel=\"noopener\">GA4 with Google Consent Mode<\/a> to manage user consent effectively and ensure compliance with privacy regulations like GDPR. Doing so allows you to align your data collection practices with user consent choices. Thus enabling your company to gather behavioral data without infringing on people\u2019s privacy.<\/p>\n\n\n<h2 class=\"wp-block-heading\" id=\"h-pair-google-tag-manager-with-google-consent-mode\">Pair Google Tag Manager with Google Consent Mode<\/h2>\n\n\n<p>Google Tag Manager (GTM) simplifies tag management by allowing businesses to deploy and edit tags without the need to edit code directly. However, the tags and pixels added to GTM by the website owner may collect site visitors&#8217; personal data and may not be compliant with GDPR if not properly managed.<\/p>\n<p>That\u2019s why pairing <a href=\"https:\/\/support.google.com\/tagmanager\/answer\/10718549?hl=en-GB\" target=\"_blank\" rel=\"noopener\">Google Tag Manager with Google Consent Mode<\/a> is crucial for managing user consent effectively and ensuring compliance with privacy regulations. When Google Consent Mode is implemented, Google tags adjust their behavior based on user consent choices.<\/p>\n\n\n<h2 class=\"wp-block-heading\" id=\"h-challenges-of-conversion-modeling\">Challenges of conversion modeling<\/h2>\n\n\n<p>Conversion modeling presents a few challenges for marketers and advertisers.<\/p>\n<p>The first is gathering enough accurate data since customers often show their preferences through actions rather than explicit statements. This also makes defining customer behavior difficult. To overcome this, marketers can implement tactics like website tracking and customer surveys, to better understand customer behavior and build accurate models.<\/p>\n<p>In addition, as identifying conversion rates from different channels becomes more difficult, setting an ideal conversion rate is tough. The solution begins with investing time in comprehending your customer preferences and behaviors to accurately define conversions and relevant preferences or behaviors. Pair information with customer knowledge from your CRM with customer surveys to gather accurate information about where your customers come from and found out about your company. Then use this knowledge to set realistic conversion rates for different channels.<\/p>\n\n\n<h2 class=\"wp-block-heading\" id=\"h-best-practices-for-successful-conversion-modeling\">Best practices for successful conversion modeling<\/h2>\n\n\n<p>Successful conversion modeling is essential for optimizing marketing strategies and improving conversion rates. Here are some best practices to implement for effective conversion modeling:<\/p>\n<ul>\n<li><strong>Define clear objectives<\/strong>: Clearly define the objectives you want to achieve through conversion modeling, whether it&#8217;s optimizing marketing campaigns, improving customer retention, or increasing sales.<\/li>\n<li><strong>Gain a deep understanding of your customer behavior<\/strong>: Develop an understanding of customer behavior to build accurate conversion models. This is crucial for defining conversions accurately and tailoring strategies to meet customer needs.<\/li>\n<li><strong>Take a data-driven approach<\/strong>: Utilize data-driven insights to better understand customer behavior, preferences, and interactions. Data collection methods such as CRM integration and customer surveys can provide valuable information for building accurate models.<\/li>\n<li><strong>Be patient<\/strong>: Implementing a successful conversion model takes time and patience. Be prepared to be flexible as you work through the process, making adjustments based on insights and data analysis.<\/li>\n<li><strong>Regularly monitor and twerk your efforts<\/strong>: Regularly review key metrics, conversion rates, and user behavior data to identify areas of improvement and optimizing.<\/li>\n<\/ul>\n\n<div id=\"uc-cta_69ea53ef5e1e3\" class=\"uc-cta uc-cta--button uc-cta--primary uc-ctx--blue\">\n    <div class=\"uc-cta__inner container\">\n        <div class=\"uc-cta__content\">\n                                        <div class=\"uc-cta__heading no-default-margin\">Step-by-step guide for Google Consent Mode compliance<\/div>\n                                        <div class=\"uc-cta__description\">\n                    <p>Determine if you need to comply with Consent Mode, how its requirements affect you, your customers, and their data, and what you need to do to align ad strategy with consent compliance.<\/p>\n                <\/div>\n                                                                    <\/div>\n                            <div class=\"uc-cta__section\">\n                                        <a id=\"b20e7d87-468d-4957-9c94-3abab05143ae\" class=\"uc-button uc-button-size-m uc-button-contained  no-default-link-decoration\" href=\"https:\/\/usercentrics.com\/iframe-page-form-google-consent-mode-checklist\/?iframe=true&amp;resource_dl=yes\" target=\"\"><span>Download the checklist<\/span><\/a>                                    <\/div>\n            <\/div>\n<\/div>\n    <script type=\"module\">\n        new Uc_Cta(document.getElementById(\"uc-cta_69ea53ef5e1e3\"));\n    <\/script>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-how-a-consent-management-platform-improves-both-conversion-rates-and-modeled-conversions\">How a consent management platform improves both conversion rates and modeled conversions<\/h2>\n\n\n\n<p>A Google-certified <a href=\"https:\/\/usercentrics.com\/website-consent-management\/\">consent management platform<\/a> (CMP) is instrumental in enhancing both conversion rates and modeled conversions by ensuring compliance with data privacy regulations and fostering trust with customers.<\/p>\n\n\n\n<p>CMPs like Usercentrics or <a href=\"https:\/\/usercentrics.com\/cookiebot-consent-management-platform\/\" rel=\"nofollow noreferrer noopener\">Cookiebot\u2122<\/a> empower businesses to achieve regulatory compliance, build user trust, and obtain valid audit-proof consent for the use of cookies and web technologies on websites and apps. This transparency not only helps capture valuable marketing data but also secures increased ad revenue, ultimately optimizing marketing strategies effectively.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/usercentrics.com\/wp-content\/uploads\/sites\/7\/2024\/03\/uc_blog_770x350_conv_modeling_orange_1.svg\"><img decoding=\"async\" src=\"https:\/\/usercentrics.com\/wp-content\/uploads\/sites\/7\/2024\/03\/uc_blog_770x350_conv_modeling_orange_1.svg\" alt=\"How a consent management platform improves both conversion rates and modeled conversions\" class=\"wp-image-33233\"\/><\/a><\/figure>\n\n\n<div class=\"uc-notice\">\n    <div class=\"uc-notice__icon\">\n        <svg width=\"24\" height=\"24\" viewBox=\"0 0 24 24\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path d=\"M10.8177 17.0093H12.8177V11.0093H10.8177V17.0093ZM11.8177 9.00928C12.1011 9.00928 12.3386 8.91344 12.5302 8.72178C12.7219 8.53011 12.8177 8.29261 12.8177 8.00928C12.8177 7.72594 12.7219 7.48844 12.5302 7.29678C12.3386 7.10511 12.1011 7.00928 11.8177 7.00928C11.5344 7.00928 11.2969 7.10511 11.1052 7.29678C10.9136 7.48844 10.8177 7.72594 10.8177 8.00928C10.8177 8.29261 10.9136 8.53011 11.1052 8.72178C11.2969 8.91344 11.5344 9.00928 11.8177 9.00928ZM11.8177 22.0093C10.4344 22.0093 9.13442 21.7468 7.91775 21.2218C6.70108 20.6968 5.64275 19.9843 4.74275 19.0843C3.84275 18.1843 3.13025 17.1259 2.60525 15.9093C2.08025 14.6926 1.81775 13.3926 1.81775 12.0093C1.81775 10.6259 2.08025 9.32594 2.60525 8.10928C3.13025 6.89261 3.84275 5.83428 4.74275 4.93428C5.64275 4.03428 6.70108 3.32178 7.91775 2.79678C9.13442 2.27178 10.4344 2.00928 11.8177 2.00928C13.2011 2.00928 14.5011 2.27178 15.7177 2.79678C16.9344 3.32178 17.9928 4.03428 18.8927 4.93428C19.7927 5.83428 20.5052 6.89261 21.0302 8.10928C21.5552 9.32594 21.8177 10.6259 21.8177 12.0093C21.8177 13.3926 21.5552 14.6926 21.0302 15.9093C20.5052 17.1259 19.7927 18.1843 18.8927 19.0843C17.9928 19.9843 16.9344 20.6968 15.7177 21.2218C14.5011 21.7468 13.2011 22.0093 11.8177 22.0093Z\" fill=\"black\"\/>\n<\/svg>\n    <\/div>\n    <div class=\"uc-notice__content\">\n                <p>Read about <a href=\"https:\/\/usercentrics.com\/guides\/future-of-data-in-marketing\/\">capture valuable marketing data<\/a> now<\/p>\n            <\/div>\n<\/div>\n\n\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-why-conversion-modeling-will-be-crucial-in-a-world-without-cookies\">Why conversion modeling will be crucial in a world without cookies<\/h2>\n\n\n<p>Successful online measurement relies heavily on <a href=\"https:\/\/usercentrics.com\/knowledge-hub\/tracking-cookies-and-the-gdpr\/\">cookies<\/a> that log useful information about what happens after a person has clicked an ad. Information such as location, user device, browsing history, website interaction, and more.<\/p>\n<p>However, due to privacy concerns and legislation such as the <a href=\"https:\/\/usercentrics.com\/gdpr\/\">General Data Protection Regulation (GDPR)<\/a>, the <a href=\"https:\/\/usercentrics.com\/knowledge-hub\/eprivacy-everything-you-need-to-know-about-it\/\">ePrivacy Directive<\/a>, and the <a href=\"\/knowledge-hub\/california-privacy-rights-act-cpra-enforcement-begins\/\">California Privacy Rights Act (CPRA)<\/a>, there are more and more scenarios where it\u2019s not possible to observe whether a conversion has taken place.<\/p>\n<p>So in a cookieless world, conversion modeling helps fill gaps in the customer journey. It enables marketers to better understand their customers&#8217; paths to conversion even when direct measurement is not possible.<\/p>\n\n\n<h2 class=\"wp-block-heading\" id=\"h-the-future-of-marketing-and-modeled-conversions\">The future of marketing and modeled conversions<\/h2>\n\n\n<p>As people become more aware and concerned about their personal data online, and global regulations cater to this fear, conversion modeling will grow in importance. The rise of modeled conversions enables brands to make data-driven decisions about where and how to invest in advertising, even as the industry shifts away from third-party cookies.<\/p>\n<p>Modeled conversions help brands connect better with consumers. They give insights into conversions from ads shown to people who aren&#8217;t specifically targeted. This helps create more relevant campaigns, making messages resonate with more people.<\/p>\n\n<div id=\"uc-cta_69ea53ef61db7\" class=\"uc-cta uc-cta--button uc-cta--primary uc-ctx--blue\">\n    <div class=\"uc-cta__inner container\">\n        <div class=\"uc-cta__content\">\n                                        <div class=\"uc-cta__heading no-default-margin\">Stay up to date with data privacy news and Usercentrics\u2019 solutions <\/div>\n                                        <div class=\"uc-cta__description\">\n                    <p>Subscribe to our newsletter for the latest updates right in your inbox.<\/p>\n                <\/div>\n                                                                    <\/div>\n                            <div class=\"uc-cta__section\">\n                                        <a id=\"722a450e-091c-4c7e-9660-3efbd1067cd4\" class=\"uc-button uc-button-size-m uc-button-contained  no-default-link-decoration\" href=\"https:\/\/usercentrics.com\/iframe-page-form-newsletter\/?iframe=true\" target=\"\"><span>Subscribe now<\/span><\/a>                                    <\/div>\n            <\/div>\n<\/div>\n    <script type=\"module\">\n        new Uc_Cta(document.getElementById(\"uc-cta_69ea53ef61db7\"));\n    <\/script>\n","protected":false},"excerpt":{"rendered":"<p>Without third-party cookies, leveraging conversion modeling has become essential for marketers and advertisers to track user data accurately and optimize marketing strategies.<\/p>\n","protected":false},"featured_media":2244,"template":"","meta":{"_acf_changed":false,"editor_notices":[],"footnotes":""},"tags":[],"magazine_issue":[],"magazine_tag":[],"resource_tag":[15,14],"class_list":["post-463","knowledge","type-knowledge","status-publish","has-post-thumbnail","hentry","resource_tag-gdpr-cookies","resource_tag-privacy"],"acf":[],"yoast_head":"<title>Learn Everything You Need to Know About Conversion Modeling in the Privacy-First Era | Usercentrics<\/title>\n<meta name=\"description\" content=\"Learn how conversion modeling helps marketers adapt to a cookie-free world, improve privacy compliance, and optimize marketing strategies.\" \/>\n<meta name=\"robots\" content=\"noindex, follow\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"What is conversion modeling in the privacy-first era\" \/>\n<meta property=\"og:description\" content=\"Conversion modeling is a framework used in digital marketing to analyze the effectiveness of marketing campaigns. 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