{"id":614531,"date":"2024-03-27T16:00:00","date_gmt":"2024-03-27T13:00:00","guid":{"rendered":"https:\/\/en.buradabiliyorum.com\/exploring-meridian-googles-new-open-source-marketing-mix-model\/"},"modified":"2024-03-27T16:00:00","modified_gmt":"2024-03-27T13:00:00","slug":"exploring-meridian-googles-new-open-source-marketing-mix-model","status":"publish","type":"post","link":"https:\/\/buradabiliyorum.com\/en\/exploring-meridian-googles-new-open-source-marketing-mix-model\/","title":{"rendered":"#Exploring Meridian, Google\u2019s new open-source marketing mix model"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_84 counter-hierarchy ez-toc-counter ez-toc-custom ez-toc-container-direction\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Table of Contents<\/p>\n<label for=\"ez-toc-cssicon-toggle-item-6a2cf5ac34bbe\" class=\"ez-toc-cssicon-toggle-label\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #dd3333;color:#dd3333\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #dd3333;color:#dd3333\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/label><input type=\"checkbox\"  id=\"ez-toc-cssicon-toggle-item-6a2cf5ac34bbe\" checked aria-label=\"Toggle\" \/><nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/buradabiliyorum.com\/en\/exploring-meridian-googles-new-open-source-marketing-mix-model\/#Dive_into_Meridians_capabilities_limitations_and_how_it_compares_to_Metas_Robyn_in_the_evolving_MMM_landscape\" >Dive into Meridian\u2019s capabilities, limitations and how it compares to Meta&#8217;s Robyn in the evolving MMM landscape.<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/buradabiliyorum.com\/en\/exploring-meridian-googles-new-open-source-marketing-mix-model\/#Understanding_marketing_mix_models\" >Understanding marketing mix models<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/buradabiliyorum.com\/en\/exploring-meridian-googles-new-open-source-marketing-mix-model\/#How_does_Meridian_fit_into_the_MMM_landscape_and_what_does_it_offer\" >How does Meridian fit into the MMM landscape and what does it offer?\u00a0<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/buradabiliyorum.com\/en\/exploring-meridian-googles-new-open-source-marketing-mix-model\/#Meridians_capabilities_and_limitations\" >Meridian\u2019s capabilities and limitations<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/buradabiliyorum.com\/en\/exploring-meridian-googles-new-open-source-marketing-mix-model\/#Local_vs_national-level_modeling\" >Local vs. national-level modeling<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/buradabiliyorum.com\/en\/exploring-meridian-googles-new-open-source-marketing-mix-model\/#Incorporating_past_knowledge_for_Bayesian_modeling\" >Incorporating past knowledge for Bayesian modeling<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/buradabiliyorum.com\/en\/exploring-meridian-googles-new-open-source-marketing-mix-model\/#Limitations_in_analyzing_marketing_performance\" >Limitations in analyzing marketing performance<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/buradabiliyorum.com\/en\/exploring-meridian-googles-new-open-source-marketing-mix-model\/#Googles_Meridian_vs_Metas_Robyn\" >Google\u2019s Meridian vs. Meta\u2019s Robyn<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"subhead\" itemprop=\"alternativeHeadline\"><span class=\"ez-toc-section\" id=\"Dive_into_Meridians_capabilities_limitations_and_how_it_compares_to_Metas_Robyn_in_the_evolving_MMM_landscape\"><\/span>Dive into Meridian\u2019s capabilities, limitations and how it compares to Meta&#8217;s Robyn in the evolving MMM landscape.<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><\/p>\n<div class=\"bialty-container\">\nMeridian, Google\u2019s new open-source Marketing Mix Model (MMM), has entered the rapidly evolving market for advanced marketing analytics and forecasting tools.\u00a0<\/p>\n<p>This article explores Meridian\u2019s key features, capabilities and limitations, comparing it with Meta\u2019s MMM called Robyn. <\/p>\n<p>It delves into how Meridian leverages advanced techniques like hierarchical geo-level modeling, Bayesian methods and scenario analysis to offer actionable insights for cross-channel budget optimization and marketing strategy development.<\/p>\n<p><!-- \/1038259\/SEL_Post-text --><\/p>\n<div id=\"div-gpt-ad-1693000027709-0\"><\/div>\n<div id=\"post-break\"><\/div>\n<h2 class=\"wp-block-heading\" id=\"h-understanding-marketing-mix-models\"><span class=\"ez-toc-section\" id=\"Understanding_marketing_mix_models\"><\/span>Understanding marketing mix models<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>The marketing mix model empowers marketers to analyze how various marketing strategies influence sales and forecast future results. <\/p>\n<p>In essence, MMMs split the drivers of sales into factors (e.g., price, product attributes, distribution, promotional actions) and external issues (e.g., economic state or competitive moves).<\/p>\n<p>By analyzing historical data, these models assign numerical values to each component of the marketing mix in relation to total sales, requiring statistical methods to assess individual marketing activities and external factors.<\/p>\n<p>Consequently, this knowledge allows marketers to optimize strategies, allocate budgets more wisely and forecast how a change in one element will affect future sales.\u00a0<\/p>\n<p>MMMs employ regression analysis or similar statistical techniques on large quantities of data related to sales and marketing to identify patterns and causality relationships, among others.<\/p>\n<p>This enables companies to make data-driven decisions, optimizing resource allocation across key activities like product pricing and improving brand loyalty through enhanced consumer understanding. <\/p>\n<p>In navigating a complex market, the precision and insights marketing mix models provide are essential for strategic planning.<\/p>\n<p><strong><em>Dig deeper: How to win with PPC in a dataless world<\/em><\/strong><\/p>\n<h2 class=\"wp-block-heading\" id=\"h-how-does-meridian-fit-into-the-mmm-landscape-and-what-does-it-offer-nbsp\"><span class=\"ez-toc-section\" id=\"How_does_Meridian_fit_into_the_MMM_landscape_and_what_does_it_offer\"><\/span>How does Meridian fit into the MMM landscape and what does it offer?\u00a0<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Meridian is an open-source MMM that aims to support teams in developing models that provide deeper insights into marketing outcomes and decision-making. It strongly emphasizes privacy, advanced measurement and accessibility for marketers.\u00a0<\/p>\n<p>Meridian brings forth innovations that offer more precise and actionable insights, according to Google. It includes features like calibration with incrementality experiments, incorporation of reach and frequency and specialized guidance on measuring search across all <a href=\"https:\/\/buradabiliyorum.com\/en\/category\/social-mediaa\/\" data-internallinksmanager029f6b8e52c=\"1\" title=\"Social Media\" target=\"_blank\" rel=\"noopener\">media<\/a> channels.\u00a0<\/p>\n<p>What makes Meridian stand out is its transparency, allowing users to customize the code and parameters to meet their specific requirements. This makes it a highly effective tool for enhancing measurement strategies.\u00a0<\/p>\n<p>Additionally, it provides actionable data inputs and modeling guidance for optimizing cross-channel budgets. It also offers comprehensive educational resources and support for implementation. <\/p>\n<p>As companies increasingly recognize the value of MMMs in achieving revenue goals, Meridian provides a solution that combines innovation, transparency and practicality.<\/p>\n<p>Based on the press release, it seems Meridian does not differ from other MMM tools. Reputable MMM tools prioritize privacy, employ Bayesian methods and offer a wide selection of control variables and customizable settings. <\/p>\n<p>The documentation reveals that Google\u2019s Meridian employs a more advanced <a href=\"https:\/\/buradabiliyorum.com\/en\/category\/download-scripts-themes-apps\/\" data-internallinksmanager029f6b8e52c=\"9\" title=\"Download Scripts &amp; Themes &amp; Apps\" target=\"_blank\" rel=\"noopener\">app<\/a>roach than other solutions.<\/p>\n<p>While Google\u2019s documentation is extensive, it\u2019s essential not to underestimate the complexity of implementing and handling data. Technical and analytical support for modeling work is highly recommended. <\/p>\n<p>Implementing MMMs can be challenging even without prior experience, as it requires selecting the right data, training the model and adjusting various parameters.<\/p>\n<p><!-- START INLINE FORM --><\/p>\n<p><!-- END INLINE FORM --><\/p>\n<hr class=\"wp-block-separator has-text-color has-cyan-bluish-gray-color has-css-opacity has-cyan-bluish-gray-background-color has-background\">\n<h2 class=\"wp-block-heading\" id=\"h-meridian-s-capabilities-and-limitations\"><span class=\"ez-toc-section\" id=\"Meridians_capabilities_and_limitations\"><\/span>Meridian\u2019s capabilities and limitations<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3 class=\"wp-block-heading\" id=\"h-local-vs-national-level-modeling\"><span class=\"ez-toc-section\" id=\"Local_vs_national-level_modeling\"><\/span>Local vs. national-level modeling<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Meridian is a powerful tool that takes your marketing data to the next level. <\/p>\n<p>Unlike the traditional, national-level models, Meridian lets you zoom into your marketing efforts on a local or regional scale using hierarchical geo-level modeling. <\/p>\n<p>This approach gives you more detailed insights and often results in more reliable figures on how effective your marketing strategies are, particularly in terms of ROI.\u00a0<\/p>\n<p>With Meridian, you\u2019re not limited to just a few data points. It can handle over 50 geographical locations and 2-3 years of weekly data, making it a beast at crunching numbers. <\/p>\n<p>Thanks to its use of advanced tech like <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/developers.google.com\/meridian\/docs\/basics\/about-the-project\">Tensorflow Probability and the XLA compiler<\/a> and the option to use GPU hardware through tools like Google Colab Pro+, Meridian works fast, keeping pace with your needs.<\/p>\n<p>For those times when you don\u2019t have local data, Meridian still supports the traditional national-level approach. However, one of its standout features is that it lets you bring what you already know into the equation.\u00a0<\/p>\n<h3 class=\"wp-block-heading\" id=\"h-incorporating-past-knowledge-for-bayesian-modeling\"><span class=\"ez-toc-section\" id=\"Incorporating_past_knowledge_for_Bayesian_modeling\"><\/span>Incorporating past knowledge for Bayesian modeling<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Using Bayesian models, you can add your past knowledge about how your media performs into Meridian. This includes insights from previous experiments, other marketing mix models, industry know-how or benchmarks. This way, you\u2019re not starting from scratch but building on what you already know.\u00a0<\/p>\n<p>Meridian intelligently models the waning effectiveness of marketing strategies over time and their spread of impact, enhancing prediction accuracy. Additionally, it delves into the influence of unique viewers and ad frequency on marketing, offering deeper insights into strategy effectiveness.<\/p>\n<p>It doesn\u2019t stop there. <\/p>\n<p>Meridian is also about making wise decisions, especially with online channels like paid search, using data like Google Query Volume. This helps you see the real impact of your strategies. <\/p>\n<p>When spending your marketing budget wisely, Meridian shines by helping you figure out the best way to spread your budget across different channels or suggesting the best total budget to meet your goals.<\/p>\n<p>With Meridian, you can also play around with \u201cwhat-if\u201d scenarios to see how different strategies could have played out. Finally, it gives you a clear report on how well it fits your data, helping you decide which strategies work best.<\/p>\n<h3 class=\"wp-block-heading\" id=\"h-limitations-in-analyzing-marketing-performance\"><span class=\"ez-toc-section\" id=\"Limitations_in_analyzing_marketing_performance\"><\/span>Limitations in analyzing marketing performance<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Meridian has significant limitations, notably its lack of upper vs. lower funnel support, a common issue with most MMMs. <\/p>\n<p>This makes it challenging to separate and analyze these components independently. However, if Meridian had this feature, it could stand out more compared to competitors.<\/p>\n<p>Another limitation is that Meridian doesn\u2019t account for fluctuations in performance within the analyzed time frame. <\/p>\n<p>In real-world marketing, events can significantly impact the performance of individual channels. As a result, Meridian\u2019s failure to consider this could lead to inaccurate forecasts and analysis, particularly when dealing with longer timeframes.<\/p>\n<h2 class=\"wp-block-heading\" id=\"h-google-s-meridian-vs-meta-s-robyn\"><span class=\"ez-toc-section\" id=\"Googles_Meridian_vs_Metas_Robyn\"><\/span>Google\u2019s Meridian vs. Meta\u2019s Robyn<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Meta\u2019s MMM Robyn appears more advanced, putting pressure on Google to deliver a competitive tool as the leading global advertising platform.<\/p>\n<p>Despite Robyn\u2019s compact presentation, it shares many features with Google\u2019s Meridian.\u00a0<\/p>\n<p>Meta has published case studies for Robyn, whereas Google is still in the process of building theirs, with limited access via application. Robyn is accessible to all via GitHub, fostering community support.\u00a0<\/p>\n<p>The effectiveness of Meridian and Robyn will be determined as more advertisers use them, revealing their strengths. These MMM tools also serve as crucial marketing opportunities for advertising platforms. Meridian may boost paid search traffic, while Robyn might favor impression-heavy ads on Meta\u2019s platforms, though this will become clearer with continued usage.<\/p>\n<p>As of now, Meridian is a nice early-access project to play around with. It will have to show if implementation and analysis with real data can benefit advertisers.<\/p>\n<p><strong><em>Dig deeper: The role of paid search in attribution<\/em><\/strong><\/p>\n<\/div>\n<p><\/p>\n<div class=\"about-author\">\n    About the author<\/p>\n<div class=\"information\">\n<div class=\"author-module\">\n<div class=\"row\">\n<div class=\"col-12 col-lg-3 text-center\">\n<div class=\"avatar\">\n                        <img loading=\"lazy\" decoding=\"async\" class=\"img-fluid rounded-circle avatar-border\" alt=\"Benjamin Wenner\" width=\"140\" height=\"140\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2023\/08\/Benjamin-Wenner.jpeg.webp\"><img loading=\"lazy\" decoding=\"async\" class=\"img-fluid rounded-circle avatar-border\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2023\/08\/Benjamin-Wenner.jpeg.webp\" alt=\"Benjamin Wenner\" width=\"140\" height=\"140\">\n                                            <\/div>\n<\/p><\/div>\n<div class=\"col-12 col-lg-9\">\n<div class=\"about\">\n<div class=\"name\">\n                            <strong>Benjamin Wenner<\/strong>\n                        <\/div>\n<div class=\"row g-2 pt-2\">\n<div class=\"col-auto twitter\">\n                                    <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/twitter.com\/intent\/follow?original_referer=https%3A%2F%2Fsearchengineland.com%2F&amp;region=follow_link&amp;screen_name=BN_Wenner&amp;tw_p=followbutton&amp;variant=2.0\" aria-label=\"opens in a new tab\"><i class=\"fab fa-x-twitter\"><\/i><\/a>\n                            <\/div>\n<div class=\"col-auto\">\n                                    <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/www.linkedin.com\/in\/benjaminnadirwenner\" aria-label=\"opens in a new tab\"><i class=\"fab fa-linkedin\"><\/i><\/a>\n                                <\/div>\n<\/p><\/div>\n<p>                        <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/benjaminwenner.com\/\">Benjamin Wenner<\/a> is a growth hacker primarily working on search marketing platforms like Google Ads and Microsoft Ads. With over 11 years of marketing and e-commerce experience, Benjamin is consulting clients on growth- and retention strategies, with a focus on technical solutions such as individualized tracking solutions, the use of cloud applications for deeper analyses or a close interlinking of marketing analytics and corporate performance indicators and reports. Besides regular product updates, Benjamin shares strategies and ideas on his LinkedIn, but also his blog. He also speaks at local and international trade fairs such as DMEXCO, SMX and MBSummit, among others.                 <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/div>\n<p><script async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"><\/script><\/p>\n<blockquote><p><strong><span style=\"color: #ff6600;\">If you liked the article, do not forget to share it with your friends. Follow us on\u00a0<span style=\"color: #ff0000;\"><a style=\"color: #ff0000;\" href=\"https:\/\/news.google.com\/publications\/CAAqBwgKMN63nwsw68G3Aw\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Google News<\/a><\/span>\u00a0too, click on the star and choose us from your favorites.<\/span><\/strong><\/p><\/blockquote>\n<blockquote>\n<p style=\"text-align: center;\"><strong>If you want to read more like this article, you can visit our <span style=\"color: #ff9900;\"><a style=\"color: #ff9900;\" href=\"https:\/\/en.buradabiliyorum.com\/technology\/\" target=\"_blank\" rel=\"noopener\">Technology<\/a><\/span> category.<\/strong>\n<\/p><\/blockquote>\n<p><span style=\"color: black;\"><a style=\"color: #ff9900;\" href=\"https:\/\/searchengineland.com\/exploring-meridian-googles-new-open-source-marketing-mix-model-438754\" target=\"_blank\" rel=\"noopener\">Source<\/a><\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Dive into Meridian\u2019s capabilities, limitations and how it compares to Meta&#8217;s Robyn in the evolving MMM landscape. Meridian, Google\u2019s new open-source Marketing Mix Model (MMM), has entered the rapidly evolving market for advanced marketing analytics and forecasting tools.\u00a0 This article explores Meridian\u2019s key features, capabilities and limitations, comparing it with Meta\u2019s MMM called Robyn. It&#8230;<\/p>\n","protected":false},"author":1,"featured_media":614532,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/03\/Exploring-Meridian-Googles-new-open-source-marketing-mix-model-800x450.png","fifu_image_alt":"","footnotes":""},"categories":[18],"tags":[147869,142591,107942],"class_list":["post-614531","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-technology","tag-analytics-conversion","tag-google-ads","tag-ppc"],"_links":{"self":[{"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/posts\/614531","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/comments?post=614531"}],"version-history":[{"count":0,"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/posts\/614531\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/media\/614532"}],"wp:attachment":[{"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/media?parent=614531"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/categories?post=614531"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/tags?post=614531"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}