{"id":8986,"date":"2024-10-16T14:25:56","date_gmt":"2024-10-16T14:25:56","guid":{"rendered":"https:\/\/tup.kxe.temporary.site\/how-ai-and-ml-bridge-the-attribution-disconnect-across-marketing-channels\/"},"modified":"2024-10-16T14:25:56","modified_gmt":"2024-10-16T14:25:56","slug":"how-ai-and-ml-bridge-the-attribution-disconnect-across-marketing-channels","status":"publish","type":"post","link":"https:\/\/okdesign.ca\/fr\/how-ai-and-ml-bridge-the-attribution-disconnect-across-marketing-channels\/","title":{"rendered":"How AI and ML bridge the attribution disconnect across marketing channels"},"content":{"rendered":"<p> <br \/>\n<\/p>\n<div>\n<p>As marketers pour more budget into digital channels, a surprising disconnect remains. While the majority of retail sales, for example, still happen in physical stores, most marketing efforts focus solely on tracking online metrics.<\/p>\n<p>The challenge? Traditional attribution models fail to connect digital spend with real-world outcomes. To bridge this gap, marketers must embrace AI and machine learning to gain a full picture of how their campaigns drive both clicks and in-store purchases, unlocking a deeper understanding of true ROI.<\/p>\n<h2 class=\"wp-block-heading\" id=\"h-the-cmo-s-attribution-dilemma\">The CMO\u2019s attribution dilemma<\/h2>\n<p>If you\u2019re a CMO, chances are you\u2019re laser-focused on delivering results and spending most of your marketing budget on digital channels. But with <a rel=\"nofollow\" href=\"https:\/\/emarketer.com\/content\/physical-stores-offer-promising-reach-retail-media-volume-still-long-way-off\">80% of U.S. retail sales<\/a> taking place in brick-and-mortar stores and nearly 80% of marketing budgets spent on digital channels, something doesn\u2019t add up\u200b.\u00a0<\/p>\n<p>At first, this number surprised me, given how much time people spend online. But from a consumer\u2019s perspective, it actually makes sense. I don\u2019t like to buy shoes without trying them on. I\u2019ve also been known to walk into a store for one thing and walk out with $200 of skin products.\u00a0<\/p>\n<p>The reality is that we\u2019re throwing money at screens while our customers are walking through doors. But if we measure clicks but ignore what happens in-store, how do we confidently prove marketing\u2019s impact?\u00a0<\/p>\n<p>It\u2019s tempting to think digital is king when it comes to attribution, but focusing exclusively online is a mistake. Many attribution models are still painfully bad at linking digital efforts to real-world actions like foot traffic and in-store sales. If your metrics end at clicks and impressions, you\u2019re missing the bigger picture \u2014 and, worse, you\u2019re misdirecting budget based on incomplete insights.\u00a0<\/p>\n<p>Marketers should demand better answers to age-old questions like:<\/p>\n<ul class=\"wp-block-list\">\n<li>Which channels are driving not just visits, but purchases?\u00a0<\/li>\n<li>How do historical campaign trends inform future strategies?\u00a0<\/li>\n<li>How can we optimize in-flight, not after the fact?<\/li>\n<\/ul>\n<p>What the industry needs is a way to accurately bridge the gap between digital marketing and physical retail performance. The answer lies in attribution tools that blend offline and online insights \u2014 and here\u2019s where AI and ML come into play.<\/p>\n<p><strong><em>Dig deeper: <a rel=\"nofollow noopener\" href=\"https:\/\/martech.org\/measuring-the-invisible-the-truth-about-marketing-attribution\/\" target=\"_blank\">Measuring the invisible: The truth about marketing attribution<\/a><\/em><\/strong><\/p>\n<h2 class=\"wp-block-heading\" id=\"h-bridging-digital-spend-and-offline-performance\">Bridging digital spend and offline performance<\/h2>\n<p>Although most consumers start shopping online, many still prefer to make in-store purchases\u200b. Some like to compare shops, while others may want to check in-store availability.<\/p>\n<p>All of this points to marketers needing a better method of campaign measurement. Measuring online impressions without considering offline actions is like watching only a movie\u2019s first half. The real challenge is closing this gap.<\/p>\n<p>The consumer journey has become increasingly complex, with shoppers making multiple touchpoints with a retailer or brand through online shopping, in-store visits and social media. An all-encompassing attribution pipeline is essential in connecting digital advertising to real-world outcomes.\u00a0<\/p>\n<p>With so many factors at play, the methodology behind attribution needs to account for foot traffic, sales data and transactional data. Without this, marketers will not have the holistic understanding needed to get real-time insights on how campaigns are performing, to find out what is and isn\u2019t working and make changes on the fly to ensure ad dollars are well spent.<\/p>\n<p>In this crowded and competitive market, marketers need to ensure they have a holistic understanding of:\u00a0<\/p>\n<ul class=\"wp-block-list\">\n<li>The customer journey at every stage of the shopping process, from first exposure to a brand to store visits.<\/li>\n<li>What is the final lever driving them to make a purchase.\u00a0<\/li>\n<\/ul>\n<p>That\u2019s where AI and ML can help. By analyzing historical data and real-time signals, these technologies help predict which online interactions drive in-store visits and purchases. The result? A more complete view of the customer journey, where you can track the full impact of your digital spend on offline revenue.<\/p>\n<p><strong><em>Dig deeper: <a rel=\"nofollow noopener\" href=\"https:\/\/martech.org\/multichannel-attribution-understanding-the-metrics-behind-successful-campaigns\/\" target=\"_blank\">Multichannel attribution: Understanding the metrics behind successful campaigns<\/a><\/em><\/strong><\/p>\n<h2 class=\"wp-block-heading\" id=\"h-ai-ml-your-vendor-should-already-be-using-it\">AI\/ML: Your vendor should already be using it<\/h2>\n<p>As a marketer, you shouldn\u2019t have to think about how AI and ML are baked into your attribution tools. These technologies should already be working behind the scenes, analyzing vast amounts of data to help you understand what\u2019s driving revenue \u2014 not just clicks. If your current attribution vendor isn\u2019t already using AI to tie online marketing to offline results, it\u2019s time to ask some tough questions. Here are a few to get you started:<\/p>\n<ul class=\"wp-block-list\">\n<li>How does your solution link digital spend to real-world outcomes, like foot traffic and in-store purchases?<\/li>\n<li>Do you use a consistent methodology to measure both visits and transactions?<\/li>\n<li>How can your platform optimize campaigns while they\u2019re still running, using real-time insights?<\/li>\n<\/ul>\n<p>If your attribution partner isn\u2019t using ML, be prepared for wasted spend. Without AI\/ML, attribution models may fail to account for the complex nature of customer journeys, leading to misattribution of marketing spend. This results in suboptimal budget allocation and missed opportunities to optimize marketing strategies across touchpoints.<\/p>\n<p><strong><em>Dig deeper: <a rel=\"nofollow noopener\" href=\"https:\/\/martech.org\/3-ways-to-use-predictive-analytics-to-make-better-decisions\/\" target=\"_blank\">3 ways to use predictive analytics to make better decisions <\/a><\/em><\/strong><\/p>\n<h2 class=\"wp-block-heading\" id=\"h-the-importance-of-real-time-in-flight-optimization\">The importance of real-time, in-flight optimization<\/h2>\n<p>Traditional attribution models often give us insights after the campaign is over. But by then, the budget is spent and any opportunity to adjust is long gone. AI and ML change the game by offering real-time, in-flight optimization. You can now monitor which channels and tactics are driving people to your stores and adjust your budget accordingly.<\/p>\n<p>For example, if an ad performs better than expected by driving foot traffic to your stores, you can quickly shift more budget to that channel. You might also learn why a customer left your store without buying anything \u2014 perhaps the in-store experience was lacking, or the campaign\u2019s message didn\u2019t encourage them to purchase. This isn\u2019t just about improving ROI \u2014 it\u2019s about maximizing every marketing dollar by blending online engagement with real-world results.\u00a0<\/p>\n<p>In today\u2019s complex marketing landscape, attribution tools must provide a full view of your customer\u2019s journey \u2014 from the time they click an ad to the moment they make a purchase in-store. AI and ML offer the key to unlocking these insights, but your vendor should already be doing the heavy lifting. If they aren\u2019t, it\u2019s time to ask the right questions and demand better solutions.<\/p>\n<p><strong><em>Dig deeper: <a rel=\"nofollow noopener\" href=\"https:\/\/martech.org\/ai-and-maching-learning-in-marketing-analytics-a-revenue-driven-approach\/\" target=\"_blank\">AI and machine learning in marketing analytics: A revenue-driven approach<\/a><\/em><\/strong><\/p>\n<p><!-- START INLINE FORM --><\/p>\n<p><!-- END INLINE FORM -->\n<\/div>\n<p><em>Contributing authors are invited to create content for MarTech and are chosen for their expertise and contribution to the martech community. Our contributors work under the oversight of the <a rel=\"nofollow\" href=\"https:\/\/martech.org\/staff\/\">editorial staff<\/a> and contributions are checked for quality and relevance to our readers. The opinions they express are their own.<\/em><\/p>\n<p><br \/>\n<br \/><a href=\"https:\/\/martech.org\/how-ai-and-ml-bridge-the-attribution-disconnect-across-marketing-channels\/\">Source link <\/a><\/p>","protected":false},"excerpt":{"rendered":"<p>As marketers pour more budget into digital channels, a surprising disconnect remains. While the majority of retail sales, for example, still happen in physical stores, most marketing efforts focus solely on tracking online metrics. The challenge? Traditional attribution models fail to connect digital spend with real-world outcomes. To bridge this gap, marketers must embrace AI [&hellip;]<\/p>","protected":false},"author":3,"featured_media":8987,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"nf_dc_page":"","_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[5],"tags":[],"class_list":["post-8986","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-agency"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v23.8 (Yoast SEO v27.2) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>How AI and ML bridge the attribution disconnect across marketing channels - OK Design<\/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:\/\/okdesign.ca\/fr\/how-ai-and-ml-bridge-the-attribution-disconnect-across-marketing-channels\/\" \/>\n<meta property=\"og:locale\" content=\"fr_CA\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"How AI and ML bridge the attribution disconnect across marketing channels\" \/>\n<meta property=\"og:description\" content=\"As marketers pour more budget into digital channels, a surprising disconnect remains. While the majority of retail sales, for example, still happen in physical stores, most marketing efforts focus solely on tracking online metrics. The challenge? Traditional attribution models fail to connect digital spend with real-world outcomes. To bridge this gap, marketers must embrace AI [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/okdesign.ca\/fr\/how-ai-and-ml-bridge-the-attribution-disconnect-across-marketing-channels\/\" \/>\n<meta property=\"og:site_name\" content=\"OK Design\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/okdesign.ca\" \/>\n<meta property=\"article:published_time\" content=\"2024-10-16T14:25:56+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/okdesign.ca\/wp-content\/uploads\/2024\/10\/How-AI-and-ML-bridges-the-attribution-disconnect-across-marketing-channels-800x450.png\" \/>\n\t<meta property=\"og:image:width\" content=\"800\" \/>\n\t<meta property=\"og:image:height\" content=\"450\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"OK Design\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u00c9crit par\" \/>\n\t<meta name=\"twitter:data1\" content=\"OK Design\" \/>\n\t<meta name=\"twitter:label2\" content=\"Estimation du temps de lecture\" \/>\n\t<meta name=\"twitter:data2\" content=\"6 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/okdesign.ca\/en\/how-ai-and-ml-bridge-the-attribution-disconnect-across-marketing-channels\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/okdesign.ca\/en\/how-ai-and-ml-bridge-the-attribution-disconnect-across-marketing-channels\/\"},\"author\":{\"name\":\"OK Design\",\"@id\":\"https:\/\/okdesign.ca\/en\/#\/schema\/person\/a8cdeff6d4fdb205ceabe60a22c77a75\"},\"headline\":\"How AI and ML bridge the attribution disconnect across marketing channels\",\"datePublished\":\"2024-10-16T14:25:56+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/okdesign.ca\/en\/how-ai-and-ml-bridge-the-attribution-disconnect-across-marketing-channels\/\"},\"wordCount\":1122,\"publisher\":{\"@id\":\"https:\/\/okdesign.ca\/en\/#organization\"},\"image\":{\"@id\":\"https:\/\/okdesign.ca\/en\/how-ai-and-ml-bridge-the-attribution-disconnect-across-marketing-channels\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/i0.wp.com\/okdesign.ca\/wp-content\/uploads\/2024\/10\/How-AI-and-ML-bridges-the-attribution-disconnect-across-marketing-channels-800x450.png?fit=800%2C450&ssl=1\",\"articleSection\":[\"Agency\"],\"inLanguage\":\"fr-CA\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/okdesign.ca\/en\/how-ai-and-ml-bridge-the-attribution-disconnect-across-marketing-channels\/\",\"url\":\"https:\/\/okdesign.ca\/en\/how-ai-and-ml-bridge-the-attribution-disconnect-across-marketing-channels\/\",\"name\":\"How AI and ML bridge the attribution disconnect across marketing channels - OK Design\",\"isPartOf\":{\"@id\":\"https:\/\/okdesign.ca\/en\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/okdesign.ca\/en\/how-ai-and-ml-bridge-the-attribution-disconnect-across-marketing-channels\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/okdesign.ca\/en\/how-ai-and-ml-bridge-the-attribution-disconnect-across-marketing-channels\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/i0.wp.com\/okdesign.ca\/wp-content\/uploads\/2024\/10\/How-AI-and-ML-bridges-the-attribution-disconnect-across-marketing-channels-800x450.png?fit=800%2C450&ssl=1\",\"datePublished\":\"2024-10-16T14:25:56+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/okdesign.ca\/en\/how-ai-and-ml-bridge-the-attribution-disconnect-across-marketing-channels\/#breadcrumb\"},\"inLanguage\":\"fr-CA\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/okdesign.ca\/en\/how-ai-and-ml-bridge-the-attribution-disconnect-across-marketing-channels\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"fr-CA\",\"@id\":\"https:\/\/okdesign.ca\/en\/how-ai-and-ml-bridge-the-attribution-disconnect-across-marketing-channels\/#primaryimage\",\"url\":\"https:\/\/i0.wp.com\/okdesign.ca\/wp-content\/uploads\/2024\/10\/How-AI-and-ML-bridges-the-attribution-disconnect-across-marketing-channels-800x450.png?fit=800%2C450&ssl=1\",\"contentUrl\":\"https:\/\/i0.wp.com\/okdesign.ca\/wp-content\/uploads\/2024\/10\/How-AI-and-ML-bridges-the-attribution-disconnect-across-marketing-channels-800x450.png?fit=800%2C450&ssl=1\",\"width\":800,\"height\":450},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/okdesign.ca\/en\/how-ai-and-ml-bridge-the-attribution-disconnect-across-marketing-channels\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/okdesign.ca\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"How AI and ML bridge the attribution disconnect across marketing channels\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/okdesign.ca\/en\/#website\",\"url\":\"https:\/\/okdesign.ca\/en\/\",\"name\":\"OK Design - Conception Graphiques et Sites Web\",\"description\":\"Conception graphique et sites Web\",\"publisher\":{\"@id\":\"https:\/\/okdesign.ca\/en\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/okdesign.ca\/en\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"fr-CA\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/okdesign.ca\/en\/#organization\",\"name\":\"OK Web Design\",\"url\":\"https:\/\/okdesign.ca\/en\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"fr-CA\",\"@id\":\"https:\/\/okdesign.ca\/en\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/i0.wp.com\/okdesign.ca\/wp-content\/uploads\/2020\/09\/OKDesign-W.png?fit=7001%2C1376&ssl=1\",\"contentUrl\":\"https:\/\/i0.wp.com\/okdesign.ca\/wp-content\/uploads\/2020\/09\/OKDesign-W.png?fit=7001%2C1376&ssl=1\",\"width\":7001,\"height\":1376,\"caption\":\"OK Web Design\"},\"image\":{\"@id\":\"https:\/\/okdesign.ca\/en\/#\/schema\/logo\/image\/\"},\"sameAs\":[\"https:\/\/www.facebook.com\/okdesign.ca\",\"https:\/\/www.instagram.com\/okdesignca\/\"]},{\"@type\":\"Person\",\"@id\":\"https:\/\/okdesign.ca\/en\/#\/schema\/person\/a8cdeff6d4fdb205ceabe60a22c77a75\",\"name\":\"OK Design\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"fr-CA\",\"@id\":\"https:\/\/secure.gravatar.com\/avatar\/414d6a655f4d2b769d207dd5f01fd608ffbb3f6a8992a451bdb6d00e62dac102?s=96&d=mm&r=g\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/414d6a655f4d2b769d207dd5f01fd608ffbb3f6a8992a451bdb6d00e62dac102?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/414d6a655f4d2b769d207dd5f01fd608ffbb3f6a8992a451bdb6d00e62dac102?s=96&d=mm&r=g\",\"caption\":\"OK Design\"},\"sameAs\":[\"https:\/\/tup.kxe.temporary.site\"],\"url\":\"https:\/\/okdesign.ca\/fr\/author\/okdesign\/\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"How AI and ML bridge the attribution disconnect across marketing channels - OK Design","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/okdesign.ca\/fr\/how-ai-and-ml-bridge-the-attribution-disconnect-across-marketing-channels\/","og_locale":"fr_CA","og_type":"article","og_title":"How AI and ML bridge the attribution disconnect across marketing channels","og_description":"As marketers pour more budget into digital channels, a surprising disconnect remains. While the majority of retail sales, for example, still happen in physical stores, most marketing efforts focus solely on tracking online metrics. The challenge? Traditional attribution models fail to connect digital spend with real-world outcomes. To bridge this gap, marketers must embrace AI [&hellip;]","og_url":"https:\/\/okdesign.ca\/fr\/how-ai-and-ml-bridge-the-attribution-disconnect-across-marketing-channels\/","og_site_name":"OK Design","article_publisher":"https:\/\/www.facebook.com\/okdesign.ca","article_published_time":"2024-10-16T14:25:56+00:00","og_image":[{"width":800,"height":450,"url":"https:\/\/okdesign.ca\/wp-content\/uploads\/2024\/10\/How-AI-and-ML-bridges-the-attribution-disconnect-across-marketing-channels-800x450.png","type":"image\/png"}],"author":"OK Design","twitter_card":"summary_large_image","twitter_misc":{"\u00c9crit par":"OK Design","Estimation du temps de lecture":"6 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/okdesign.ca\/en\/how-ai-and-ml-bridge-the-attribution-disconnect-across-marketing-channels\/#article","isPartOf":{"@id":"https:\/\/okdesign.ca\/en\/how-ai-and-ml-bridge-the-attribution-disconnect-across-marketing-channels\/"},"author":{"name":"OK Design","@id":"https:\/\/okdesign.ca\/en\/#\/schema\/person\/a8cdeff6d4fdb205ceabe60a22c77a75"},"headline":"How AI and ML bridge the attribution disconnect across marketing channels","datePublished":"2024-10-16T14:25:56+00:00","mainEntityOfPage":{"@id":"https:\/\/okdesign.ca\/en\/how-ai-and-ml-bridge-the-attribution-disconnect-across-marketing-channels\/"},"wordCount":1122,"publisher":{"@id":"https:\/\/okdesign.ca\/en\/#organization"},"image":{"@id":"https:\/\/okdesign.ca\/en\/how-ai-and-ml-bridge-the-attribution-disconnect-across-marketing-channels\/#primaryimage"},"thumbnailUrl":"https:\/\/i0.wp.com\/okdesign.ca\/wp-content\/uploads\/2024\/10\/How-AI-and-ML-bridges-the-attribution-disconnect-across-marketing-channels-800x450.png?fit=800%2C450&ssl=1","articleSection":["Agency"],"inLanguage":"fr-CA"},{"@type":"WebPage","@id":"https:\/\/okdesign.ca\/en\/how-ai-and-ml-bridge-the-attribution-disconnect-across-marketing-channels\/","url":"https:\/\/okdesign.ca\/en\/how-ai-and-ml-bridge-the-attribution-disconnect-across-marketing-channels\/","name":"How AI and ML bridge the attribution disconnect across marketing channels - OK Design","isPartOf":{"@id":"https:\/\/okdesign.ca\/en\/#website"},"primaryImageOfPage":{"@id":"https:\/\/okdesign.ca\/en\/how-ai-and-ml-bridge-the-attribution-disconnect-across-marketing-channels\/#primaryimage"},"image":{"@id":"https:\/\/okdesign.ca\/en\/how-ai-and-ml-bridge-the-attribution-disconnect-across-marketing-channels\/#primaryimage"},"thumbnailUrl":"https:\/\/i0.wp.com\/okdesign.ca\/wp-content\/uploads\/2024\/10\/How-AI-and-ML-bridges-the-attribution-disconnect-across-marketing-channels-800x450.png?fit=800%2C450&ssl=1","datePublished":"2024-10-16T14:25:56+00:00","breadcrumb":{"@id":"https:\/\/okdesign.ca\/en\/how-ai-and-ml-bridge-the-attribution-disconnect-across-marketing-channels\/#breadcrumb"},"inLanguage":"fr-CA","potentialAction":[{"@type":"ReadAction","target":["https:\/\/okdesign.ca\/en\/how-ai-and-ml-bridge-the-attribution-disconnect-across-marketing-channels\/"]}]},{"@type":"ImageObject","inLanguage":"fr-CA","@id":"https:\/\/okdesign.ca\/en\/how-ai-and-ml-bridge-the-attribution-disconnect-across-marketing-channels\/#primaryimage","url":"https:\/\/i0.wp.com\/okdesign.ca\/wp-content\/uploads\/2024\/10\/How-AI-and-ML-bridges-the-attribution-disconnect-across-marketing-channels-800x450.png?fit=800%2C450&ssl=1","contentUrl":"https:\/\/i0.wp.com\/okdesign.ca\/wp-content\/uploads\/2024\/10\/How-AI-and-ML-bridges-the-attribution-disconnect-across-marketing-channels-800x450.png?fit=800%2C450&ssl=1","width":800,"height":450},{"@type":"BreadcrumbList","@id":"https:\/\/okdesign.ca\/en\/how-ai-and-ml-bridge-the-attribution-disconnect-across-marketing-channels\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/okdesign.ca\/"},{"@type":"ListItem","position":2,"name":"How AI and ML bridge the attribution disconnect across marketing channels"}]},{"@type":"WebSite","@id":"https:\/\/okdesign.ca\/en\/#website","url":"https:\/\/okdesign.ca\/en\/","name":"OK Design - Conception Graphiques et Sites Web","description":"Conception graphique et sites Web","publisher":{"@id":"https:\/\/okdesign.ca\/en\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/okdesign.ca\/en\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"fr-CA"},{"@type":"Organization","@id":"https:\/\/okdesign.ca\/en\/#organization","name":"OK Web Design","url":"https:\/\/okdesign.ca\/en\/","logo":{"@type":"ImageObject","inLanguage":"fr-CA","@id":"https:\/\/okdesign.ca\/en\/#\/schema\/logo\/image\/","url":"https:\/\/i0.wp.com\/okdesign.ca\/wp-content\/uploads\/2020\/09\/OKDesign-W.png?fit=7001%2C1376&ssl=1","contentUrl":"https:\/\/i0.wp.com\/okdesign.ca\/wp-content\/uploads\/2020\/09\/OKDesign-W.png?fit=7001%2C1376&ssl=1","width":7001,"height":1376,"caption":"OK Web Design"},"image":{"@id":"https:\/\/okdesign.ca\/en\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/okdesign.ca","https:\/\/www.instagram.com\/okdesignca\/"]},{"@type":"Person","@id":"https:\/\/okdesign.ca\/en\/#\/schema\/person\/a8cdeff6d4fdb205ceabe60a22c77a75","name":"OK Design","image":{"@type":"ImageObject","inLanguage":"fr-CA","@id":"https:\/\/secure.gravatar.com\/avatar\/414d6a655f4d2b769d207dd5f01fd608ffbb3f6a8992a451bdb6d00e62dac102?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/414d6a655f4d2b769d207dd5f01fd608ffbb3f6a8992a451bdb6d00e62dac102?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/414d6a655f4d2b769d207dd5f01fd608ffbb3f6a8992a451bdb6d00e62dac102?s=96&d=mm&r=g","caption":"OK Design"},"sameAs":["https:\/\/tup.kxe.temporary.site"],"url":"https:\/\/okdesign.ca\/fr\/author\/okdesign\/"}]}},"jetpack_featured_media_url":"https:\/\/i0.wp.com\/okdesign.ca\/wp-content\/uploads\/2024\/10\/How-AI-and-ML-bridges-the-attribution-disconnect-across-marketing-channels-800x450.png?fit=800%2C450&ssl=1","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/okdesign.ca\/fr\/wp-json\/wp\/v2\/posts\/8986","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/okdesign.ca\/fr\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/okdesign.ca\/fr\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/okdesign.ca\/fr\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/okdesign.ca\/fr\/wp-json\/wp\/v2\/comments?post=8986"}],"version-history":[{"count":0,"href":"https:\/\/okdesign.ca\/fr\/wp-json\/wp\/v2\/posts\/8986\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/okdesign.ca\/fr\/wp-json\/wp\/v2\/media\/8987"}],"wp:attachment":[{"href":"https:\/\/okdesign.ca\/fr\/wp-json\/wp\/v2\/media?parent=8986"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/okdesign.ca\/fr\/wp-json\/wp\/v2\/categories?post=8986"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/okdesign.ca\/fr\/wp-json\/wp\/v2\/tags?post=8986"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}