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Cross-Channel Attribution Models: A Guide for Marketers

<!DOCTYPE html> <html lang="en"> <head> <meta name="pageKey" content="d_flagship3_web_collaborative_article"> <meta name="robots" content="max-image-preview:large, noarchive"> <meta name="bingbot" content="nocache"> <!----> <meta name="locale" content="en_US"> <meta id="config" data-app-version="0.0.4247" data-call-tree-id="AAYnjIpHtMZSYKIi1VxjXQ==" data-multiproduct-name="article-ssr-frontend" data-service-name="article-ssr-frontend" data-browser-id="9d97a7de-b7bd-4892-8af3-851a3f67c711" data-enable-page-view-heartbeat-tracking data-page-instance="urn:li:page:d_web_collaborative_article;MZfcBJatQTKKFb9bjiB7QA==" data-theme="light" data-disable-jsbeacon-pagekey-suffix="true" data-member-id="0" data-logout-url="https://www.linkedin.com/uas/logout?session_full_logout=true&amp;csrfToken=ajax%3A1501230161147407971" data-should-use-full-url-in-pve-path="true" data-dna-member-lix-treatment="control" data-human-member-lix-treatment="control" data-dfp-member-lix-treatment="control"> <link rel="canonical" href="https://www.linkedin.com/advice/0/how-do-you-use-cross-channel-attribution"> <link rel="alternate" hreflang="en" href="https://www.linkedin.com/advice/0/how-do-you-use-cross-channel-attribution"> <link rel="alternate" hreflang="pt" href="https://pt.linkedin.com/advice/0/how-do-you-use-cross-channel-attribution?lang=pt"> <link rel="alternate" hreflang="fr" href="https://fr.linkedin.com/advice/0/how-do-you-use-cross-channel-attribution?lang=fr"> <link rel="alternate" hreflang="es" href="https://es.linkedin.com/advice/0/how-do-you-use-cross-channel-attribution?lang=es"> <link rel="alternate" hreflang="de" href="https://de.linkedin.com/advice/0/how-do-you-use-cross-channel-attribution?lang=de"> <link rel="alternate" hreflang="x-default" href="https://www.linkedin.com/advice/0/how-do-you-use-cross-channel-attribution"> <!----> <!----> <!----> <link rel="manifest" href="/homepage-guest/manifest.json" crossorigin="use-credentials"> <link rel="icon" href="https://static.licdn.com/aero-v1/sc/h/al2o9zrvru7aqj8e1x2rzsrca"> <script> function getDfd() {let yFn,nFn;const p=new Promise(function(y, n){yFn=y;nFn=n;});p.resolve=yFn;p.reject=nFn;return p;} window.lazyloader = getDfd(); window.tracking = getDfd(); window.impressionTracking = getDfd(); window.ingraphTracking = getDfd(); window.appDetection = getDfd(); window.pemTracking = getDfd(); </script> <!----> <title>Cross-Channel Attribution Models: A Guide for Marketers</title> <link rel="stylesheet" href="https://static.licdn.com/aero-v1/sc/h/225z03rnycxvt10egggdnk1ei"> <meta name="description" content="Learn how to use cross-channel attribution models to measure and optimize your cross-channel marketing performance. Find out the types, benefits, challenges, and best practices of cross-channel attribution models."> <meta property="og:title" content="How do you use cross-channel attribution models to assign value to different touchpoints and channels?"> <meta property="og:description" content="Learn how to use cross-channel attribution models to measure and optimize your cross-channel marketing performance. Find out the types, benefits, challenges, and best practices of cross-channel attribution models."> <meta property="og:image" content="https://media.licdn.com/dms/image/v2/D5612AQGNC1WIM_Qc5g/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674742877269?e=2147483647&amp;v=beta&amp;t=FiYKeGCinnL2m_VI1_nC8UYTBxnPrWO206g4lce0phw"> <meta property="og:type" content="article"> <meta property="og:url" content="https://www.linkedin.com/advice/0/how-do-you-use-cross-channel-attribution"> <meta name="twitter:card" content="summary_large_image"> <meta name="twitter:site" content="@LinkedInEditors"> <meta name="twitter:title" content="How do you use cross-channel attribution models to assign value to different touchpoints and channels?"> <meta name="twitter:description" content="Learn how to use cross-channel attribution models to measure and optimize your cross-channel marketing performance. Find out the types, benefits, challenges, and best practices of cross-channel attribution models."> <meta name="twitter:image" content="https://media.licdn.com/dms/image/v2/D5612AQGNC1WIM_Qc5g/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674742877269?e=2147483647&amp;v=beta&amp;t=FiYKeGCinnL2m_VI1_nC8UYTBxnPrWO206g4lce0phw"> <meta name="appId"> <meta name="twitter:label1" content="Written by"> <meta name="twitter:data1" content="Multi-channel Marketing"> <!----> <meta name="clientSideIngraphs" content="1" data-gauge-metric-endpoint="/advice/api/ingraphs/gauge" data-counter-metric-endpoint="/advice/api/ingraphs/counter"> <script type="application/ld+json"> {"@context":"http://schema.org","@type":"QAPage","name":"How do you use cross-channel attribution models to assign value to different touchpoints and channels?","description":"Learn how to use cross-channel attribution models to measure and optimize your cross-channel marketing performance. Find out the types, benefits, challenges, and best practices of cross-channel attribution models.","mainEntity":{"@type":"Question","name":"How do you use cross-channel attribution models to assign value to different touchpoints and channels?","answerCount":4,"upvoteCount":0,"datePublished":"2023-04-16T20:50:08.000+00:00","dateModified":"2023-09-01T00:47:53.000+00:00","text":"Learn how to use cross-channel attribution models to measure and optimize your cross-channel marketing performance. Find out the types, benefits, challenges, and best practices of cross-channel attribution models.","url":"https://www.linkedin.com/advice/0/how-do-you-use-cross-channel-attribution","acceptedAnswer":{"@type":"Answer","text":"Using cross-channel attribution models helps you see how each touchpoint and channel contributes to your goals. It's a smart way to optimize your marketing strategy!\n\n1. First-Touch Attribution: Credits the first interaction for the conversion.\n\n2. Last-Touch Attribution: Credits the final interaction before the conversion.\n\n3. Linear Attribution: Distributes credit equally across all touchpoints.\n\n4. Time-Decay Attribution: Gives more credit to touchpoints closer to the conversion.\n\n5. Position-Based Attribution: Splits credit between the first and last interactions, with some given to the middle touchpoints.","upvoteCount":15,"datePublished":"2024-06-24T06:15:34.772+00:00","dateModified":"","url":"https://www.linkedin.com/advice/0/how-do-you-use-cross-channel-attribution?contributionUrn=urn%3Ali%3Acomment%3A%28articleSegment%3A%28urn%3Ali%3AlinkedInArticle%3A7053469636918468609%2C7053469639468621824%29%2C7210888267389358081%29&articleSegmentUrn=urn%3Ali%3AarticleSegment%3A%28urn%3Ali%3AlinkedInArticle%3A7053469636918468609%2C7053469639468621824%29&dashContributionUrn=urn%3Ali%3Afsd_comment%3A%287210888267389358081%2CarticleSegment%3A%28urn%3Ali%3AlinkedInArticle%3A7053469636918468609%2C7053469639468621824%29%29","author":{"@type":"Person","url":"https://in.linkedin.com/in/umran-khan-patan-47495631","name":"Umran Khan Patan","image":"https://media.licdn.com/dms/image/v2/D5603AQF_7WeuMIXv5Q/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1683750008030?e=2147483647&v=beta&t=vc3Nof96PLYmYXkzrwRW57iH3-19E6vZU7Kb9OOLKeQ","interactionStatistic":{"@type":"InteractionCounter","interactionType":"https://schema.org/FollowAction","name":"Followers","userInteractionCount":0}}},"suggestedAnswer":[]}} </script> <!----> </head> <body dir="ltr"> <!----><!----><!----> <div class="guest-upsells"> <form class="google-auth base-google-auth" action="https://www.linkedin.com/uas/login-submit" method="post"> <input name="loginCsrfParam" value="9d97a7de-b7bd-4892-8af3-851a3f67c711" type="hidden"> <input name="session_redirect" value="https://www.linkedin.com/advice/0/how-do-you-use-cross-channel-attribution" type="hidden"> <input name="trk" value="pulse-article_google-one-tap-submit" type="hidden"> <code id="termsAndConditionsRendered" style="display: none"><!--true--></code> <div 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class="x-article-last-update-time text-sm leading-[24px] text-color-text-secondary"> Last updated on Sep 20, 2024 </div> <section class="mb-2"> <ol itemscope itemtype="http://schema.org/BreadcrumbList" class="breadcrumbs "> <li itemprop="itemListElement" itemscope itemtype="http://schema.org/ListItem" class="breadcrumb inline-block mr-0.5 font-sans text-sm babybear:text-xs text-color-text after:content-['/'] after:text-color-text-low-emphasis after:ml-0.5 after:no-underline last:mr-0 last:after:hidden"> <a itemprop="item" class="breadcrumb__link inline-block link-no-visited-state !text-color-text-low-emphasis" href="https://www.linkedin.com/pulse/topics/home/" data-tracking-control-name="breadcrumb" data-tracking-will-navigate> <span class="font-normal" itemprop="name">All</span> </a> <meta itemprop="position" content="1"> </li> <li itemprop="itemListElement" itemscope itemtype="http://schema.org/ListItem" class="breadcrumb inline-block mr-0.5 font-sans text-sm babybear:text-xs 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data-chunk-header-id="what-are-the-types-of-cross-channel-attribution-models?"> <h3 class="text-color-text group-hover:text-color-text-brand">1</h3> <div class="ml-2 mr-6 mt-0.5 min-w-[75%]"> <a class="fragmented-links font-normal !text-color-text underline decoration-1 underline-offset-4 group-hover:!text-color-text-brand" href="#what-are-the-types-of-cross-channel-attribution-models?" data-tracking-will-navigate data-tracking-control-name="article-ssr-frontend-x-article__toc-article-segment-navigation">What are the types of cross-channel attribution models? </a> <!----> </div> <icon class="invisible absolute right-2 top-1/2 flex -translate-y-2/4 items-center justify-between rounded-full border-1 border-solid border-color-container-brand p-1 group-hover:visible" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/6q8fxh9snmcwlh1wxg6fktwgf" data-svg-class-name="w-2 h-2 text-color-text-brand"></icon> </div> <div class="group menu-item relative flex cursor-pointer flex-row justify-start border-0 pl-0" data-chunk-header-id="how-do-you-choose-the-right-cross-channel-attribution-model?"> <h3 class="text-color-text group-hover:text-color-text-brand">2</h3> <div class="ml-2 mr-6 mt-0.5 min-w-[75%]"> <a class="fragmented-links font-normal !text-color-text underline decoration-1 underline-offset-4 group-hover:!text-color-text-brand" href="#how-do-you-choose-the-right-cross-channel-attribution-model?" data-tracking-will-navigate data-tracking-control-name="article-ssr-frontend-x-article__toc-article-segment-navigation">How do you choose the right cross-channel attribution model? </a> <p class="inline-promotion-text mt-0.5 text-xs font-normal text-color-text-low-emphasis">Be the first to add your personal experience</p> </div> <icon class="invisible absolute right-2 top-1/2 flex -translate-y-2/4 items-center justify-between rounded-full border-1 border-solid border-color-container-brand p-1 group-hover:visible" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/6q8fxh9snmcwlh1wxg6fktwgf" data-svg-class-name="w-2 h-2 text-color-text-brand"></icon> </div> <div class="group menu-item relative flex cursor-pointer flex-row justify-start border-0 pl-0" data-chunk-header-id="how-do-you-use-cross-channel-attribution-models-to-optimize-your-marketing-performance?"> <h3 class="text-color-text group-hover:text-color-text-brand">3</h3> <div class="ml-2 mr-6 mt-0.5 min-w-[75%]"> <a class="fragmented-links font-normal !text-color-text underline decoration-1 underline-offset-4 group-hover:!text-color-text-brand" href="#how-do-you-use-cross-channel-attribution-models-to-optimize-your-marketing-performance?" data-tracking-will-navigate data-tracking-control-name="article-ssr-frontend-x-article__toc-article-segment-navigation">How do you use cross-channel attribution models to optimize your marketing performance? </a> <p class="inline-promotion-text mt-0.5 text-xs font-normal text-color-text-low-emphasis">Be the first to add your personal experience</p> </div> <icon class="invisible absolute right-2 top-1/2 flex -translate-y-2/4 items-center justify-between rounded-full border-1 border-solid border-color-container-brand p-1 group-hover:visible" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/6q8fxh9snmcwlh1wxg6fktwgf" data-svg-class-name="w-2 h-2 text-color-text-brand"></icon> </div> <div class="group menu-item relative flex cursor-pointer flex-row justify-start border-0 pl-0" data-chunk-header-id="what-are-the-challenges-and-limitations-of-cross-channel-attribution-models?"> <h3 class="text-color-text group-hover:text-color-text-brand">4</h3> <div class="ml-2 mr-6 mt-0.5 min-w-[75%]"> <a class="fragmented-links font-normal !text-color-text underline decoration-1 underline-offset-4 group-hover:!text-color-text-brand" href="#what-are-the-challenges-and-limitations-of-cross-channel-attribution-models?" data-tracking-will-navigate data-tracking-control-name="article-ssr-frontend-x-article__toc-article-segment-navigation">What are the challenges and limitations of cross-channel attribution models? </a> <p class="inline-promotion-text mt-0.5 text-xs font-normal text-color-text-low-emphasis">Be the first to add your personal experience</p> </div> <icon class="invisible absolute right-2 top-1/2 flex -translate-y-2/4 items-center justify-between rounded-full border-1 border-solid border-color-container-brand p-1 group-hover:visible" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/6q8fxh9snmcwlh1wxg6fktwgf" data-svg-class-name="w-2 h-2 text-color-text-brand"></icon> </div> <div class="group menu-item relative flex cursor-pointer flex-row justify-start border-0 pl-0" data-chunk-header-id="how-do-you-improve-your-cross-channel-attribution-models?"> <h3 class="text-color-text group-hover:text-color-text-brand">5</h3> <div class="ml-2 mr-6 mt-0.5 min-w-[75%]"> <a class="fragmented-links font-normal !text-color-text underline decoration-1 underline-offset-4 group-hover:!text-color-text-brand" href="#how-do-you-improve-your-cross-channel-attribution-models?" data-tracking-will-navigate data-tracking-control-name="article-ssr-frontend-x-article__toc-article-segment-navigation">How do you improve your cross-channel attribution models? </a> <p class="inline-promotion-text mt-0.5 text-xs font-normal text-color-text-low-emphasis">Be the first to add your personal experience</p> </div> <icon class="invisible absolute right-2 top-1/2 flex -translate-y-2/4 items-center justify-between rounded-full border-1 border-solid border-color-container-brand p-1 group-hover:visible" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/6q8fxh9snmcwlh1wxg6fktwgf" data-svg-class-name="w-2 h-2 text-color-text-brand"></icon> </div> <div class="group menu-item relative flex cursor-pointer flex-row justify-start border-0 pl-0" data-chunk-header-id="here’s-what-else-to-consider"> <h3 class="text-color-text group-hover:text-color-text-brand">6</h3> <div class="ml-2 mr-6 mt-0.5 min-w-[75%]"> <a class="fragmented-links font-normal !text-color-text underline decoration-1 underline-offset-4 group-hover:!text-color-text-brand" href="#here’s-what-else-to-consider" data-tracking-will-navigate data-tracking-control-name="article-ssr-frontend-x-article__toc-article-segment-navigation">Here’s what else to consider </a> <!----> </div> <icon class="invisible absolute right-2 top-1/2 flex -translate-y-2/4 items-center justify-between rounded-full border-1 border-solid border-color-container-brand p-1 group-hover:visible" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/6q8fxh9snmcwlh1wxg6fktwgf" data-svg-class-name="w-2 h-2 text-color-text-brand"></icon> </div> </section> <div class="x-article-introduction"> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>Cross-channel attribution models are methods of measuring the impact of different marketing channels and touchpoints on your customer journey and conversions. They help you understand how your customers interact with your brand across multiple channels, such as email, social media, web, mobile, and offline. By using cross-channel attribution models, you can optimize your marketing budget, strategy, and campaigns based on the value and performance of each channel and touchpoint.</span><!----> </p> </div> </div> </div> </div> </div> <div class="column-article-segment-contributions md:column md:w-1/2"> <code id="shouldExpandContributionBox" style="display: none"><!--true--></code> <div class="x-featured-expert-section__wrapper flex h-full flex-1 flex-col"> <div class="x-featured-expert-section h-full"> <div class="x-featured-expert-section__article-experts"> <div class="x-featured-expert-section__title mt-2 pb-0.5 text-xl font-bold text-color-text"> Top experts in this article </div> <div class="x-featured-expert-section__subtitle pb-3 text-sm text-color-text-secondary"> Selected by the community from 4 contributions. <a href="https://www.linkedin.com/help/linkedin/answer/a1652832" target="_blank" aria-label="Learn more about collaborative articles" 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data-delayed-url="https://media.licdn.com/dms/image/v2/D5603AQF_7WeuMIXv5Q/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1683750008030?e=2147483647&amp;v=beta&amp;t=vc3Nof96PLYmYXkzrwRW57iH3-19E6vZU7Kb9OOLKeQ" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt="Member profile image"> </figure> <div class="x-featured-expert-section__header-subtitle-ctn self-center pl-2"> <div class="x-featured-expert-section__header text-md font-bold text-color-text"> <div class="x-featured-expert-section__expert-about flex flex-row items-center"> Umran Khan Patan <!----> </div> </div> <div class="x-featured-expert-section__subtitle text-sm text-color-text-secondary"> <div class="x-featured-expert-section__expert-headline break-words font-normal"> Co-Founder &amp; Business Development Head at Data Maelumat | Helping businesses in APAC &amp; EMEA countries with B2B Data… </div> </div> </div> </a> <div class="x-featured-expert-section__cta pb-2 pl-12"> <div class="x-featured-expert-section__expert-contribution flex flex-row"> <button class="x-featured-expert-section__expert-contribution-btn cursor-pointer pr-1 font-bold focus:outline-none text-color-link" data-tracking-will-navigate="true" data-tracking-control-name="featured_expert_view_contribution" data-expert-contribution-urn="urn:li:comment:(urn:li:articleSegment:(urn:li:linkedInArticle:7053469636918468609,7053469639468621824),7210888267389358081)" data-expert-thread-urn="urn:li:articleSegment:(urn:li:linkedInArticle:7053469636918468609,7053469639468621824)"> View contribution </button> <code id="i18n_reaction_singular" style="display: none"><!--"%numReactions% Reaction"--></code> <code id="i18n_reactions_plural" style="display: none"><!--"%numReactions% Reactions"--></code> <div class="flex items-center font-sans text-sm babybear:text-xs x-featured-expert-section__expert-social-actions before:middot flex 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alt="Member profile image"> </figure> <div class="x-featured-expert-section__header-subtitle-ctn self-center pl-2"> <div class="x-featured-expert-section__header text-md font-bold text-color-text"> <div class="x-featured-expert-section__expert-about flex flex-row items-center"> Felicia C <!----> </div> </div> <div class="x-featured-expert-section__subtitle text-sm text-color-text-secondary"> <div class="x-featured-expert-section__expert-headline break-words font-normal"> Collaboration Connoisseur | Fabulous Golfer </div> </div> </div> </a> <div class="x-featured-expert-section__cta pb-2 pl-12"> <div class="x-featured-expert-section__expert-contribution flex flex-row"> <button class="x-featured-expert-section__expert-contribution-btn cursor-pointer pr-1 font-bold focus:outline-none text-color-link" data-tracking-will-navigate="true" data-tracking-control-name="featured_expert_view_contribution" 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none"><!--"https://static.licdn.com/aero-v1/sc/h/e7ppwfmo0if15fgie4q5r4us4"--></code> <!----> <code id="social-actions__reaction-image-INTEREST" style="display: none"><!--"https://static.licdn.com/aero-v1/sc/h/4v7dh2d6cuqm24mzps1pqzeqt"--></code> <code id="social-actions__reaction-image-LIKE" style="display: none"><!--"https://static.licdn.com/aero-v1/sc/h/9sun4diznbhgyelaeryxy75ur"--></code> <code id="social-actions__reaction-image-MAYBE" style="display: none"><!--"https://static.licdn.com/aero-v1/sc/h/4iy169rwfs5rdhspekg2r5wc6"--></code> <code id="social-actions__reaction-image-PRAISE" style="display: none"><!--"https://static.licdn.com/aero-v1/sc/h/cjrxeu0ese8oxe32kiom8kzoh"--></code> <!----><!----><!----><!----> </div> </div> </div> </li> <li class="x-featured-expert-section__expert"> <a href="https://br.linkedin.com/in/laisblopes?trk=article-ssr-frontend-x-article" target="_blank" data-tracking-control-name="featured_expert_actor" data-tracking-will-navigate class="flex flex-row 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class="x-featured-expert-section__expert-headline break-words font-normal"> CEO na Conecta Suite | Gente &amp; Gestão | Empreendedorismo | Tecnologia | Tech | SaaS | Google Workspace | Microsoft 365… </div> </div> </div> </a> <div class="x-featured-expert-section__cta pb-2 pl-12"> <div class="x-featured-expert-section__expert-contribution flex flex-row"> <button class="x-featured-expert-section__expert-contribution-btn cursor-pointer pr-1 font-bold focus:outline-none text-color-link" data-tracking-will-navigate="true" data-tracking-control-name="featured_expert_view_contribution" data-expert-contribution-urn="urn:li:comment:(urn:li:articleSegment:(urn:li:linkedInArticle:7053469636918468609,7053469639510503424),7225543335283699712)" data-expert-thread-urn="urn:li:articleSegment:(urn:li:linkedInArticle:7053469636918468609,7053469639510503424)"> View contribution </button> <code id="i18n_reaction_singular" style="display: none"><!--"%numReactions% Reaction"--></code> <code 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data-is-logged-in="false" data-thread-urn="urn:li:articleSegment:(urn:li:linkedInArticle:7053469636918468609,7053469639468621824)" data-test-id="article-segment" data-total-count="3" data-tracking-prefix="article-ssr-frontend-x-article" role="presentation"> <div class="md:row pb-6 md:flex"> <div class="column-article-segment-content md:column md:mb-8 md:mr-4 md:w-1/2 md:flex-1 md:pr-[88px]"> <div class="md:pt-6 sticky-on-scroll"> <div class="article-segment-content-container "> <div id="content-urn_li_articleSegment__urn_li_linkedInArticle_7053469636918468609_7053469639468621824_"> <div class="article-main__content" data-test-id="publishing-text-block"> <h2 class="flex"> <a id="what-are-the-types-of-cross-channel-attribution-models?" href="#what-are-the-types-of-cross-channel-attribution-models?" class="dummy-anchor invisible absolute mt-[-100px]"></a> <span class="header-index pr-1.5">1</span> <span class>What are the types of cross-channel attribution models?</span><!----> </h2> </div> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>When assigning value to different touchpoints and channels, there are various cross-channel attribution models to consider. Last-click attribution gives all the credit to the last touchpoint or channel that led to the conversion, though it ignores the role of other channels. First-click attribution gives all the credit to the first touchpoint or channel that introduced the customer to your brand, but overlooks other channels that nurtured and persuaded the customer. Linear attribution gives equal credit to all touchpoints and channels, yet does not account for their individual importance. Time-decay attribution gives more credit to touchpoints and channels closer to conversion, while position-based attribution gives more credit to first and last touchpoints and channels, potentially overvaluing them while undervaluing those in between.</span><!----> </p> </div> </div> </div> </div> </div> <div class="column-article-segment-contributions md:column md:pb-[200px] md:w-1/2"> <div class="article-segment-contributions-header-container bg-color-canvas-tint md:ml-[-12px] md:pt-6 lg:ml-0 sticky-on-scroll mt-1 "> <!----> <div class="add-your-perspective-section relative flex flex-row items-center " data-segment-urn="urn:li:articleSegment:(urn:li:linkedInArticle:7053469636918468609,7053469639468621824)" data-test-add-contribution> <code id="add_your_perspective_tracking_prefix" style="display: none"><!--"article-ssr-frontend-x-article"--></code> <code id="isGuest" style="display: none"><!--true--></code> <code id="showFuseErrorMessage" style="display: none"><!--true--></code> <div class="mb-2"> <a href="https://www.linkedin.com/signup/cold-join?session_redirect=%2Fadvice%2F0%2Fhow-do-you-use-cross-channel-attribution&amp;trk=article-ssr-frontend-x-article" target="_self" data-tracking-control-name="add_contribution_cta" data-tracking-will-navigate data-test-link class="add-your-perspective-button btn-sm flex flex-col items-start justify-center lg:btn-md bg-color-surface-accent-tint-1 hover:bg-color-container-tertiary-hover " data-test-add-contribution-btn aria-describedby="content-urn_li_articleSegment__urn_li_linkedInArticle_7053469636918468609_7053469639468621824_" data-test-contribution-cta-link-guest role="button"> <div data-test-contribution-btn-text class="add-your-perspective-button-text text-left text-color-text-low-emphasis">Add your perspective</div> <!----></a> </div> <div class="contribution-text-area-wrapper relative w-full hidden"> <code id="min_char_limit" style="display: none"><!--"125"--></code> <code id="min_reply_char_limit" style="display: none"><!--"1"--></code> <code id="max_char_limit" style="display: none"><!--"750"--></code> <code id="i18n_contribution_post_success" style="display: none"><!--"Contribution added successfully"--></code> <code id="i18n_contribution_post_error" style="display: none"><!--"Sorry, something went wrong while adding your contribution."--></code> <code id="i18n_contribution_edit_post_success" style="display: none"><!--"Contribution edited successfully"--></code> <code id="i18n_contribution_edit_post_error" style="display: none"><!--"Sorry, something went wrong while editing your contribution."--></code> <code id="i18n_try_refreshing_the_page" style="display: none"><!--"Try refreshing the page."--></code> <code id="i18n_characters" style="display: none"><!--"10 characters."--></code> <code id="i18n_characters_fraction" style="display: none"><!--"10/20 characters"--></code> <code id="i18n_contribution_post_rate_limit_error" style="display: none"><!--"It looks like you’ve already contributed a few times. To ensure diverse perspectives, we limit contributions."--></code> <code id="i18n_contribution_post_rate_limit_error_suggestion" style="display: none"><!--"Check out other articles"--></code> <div class="contribution-text-area-border ease-linear duration-300 mb-2 rounded-md border-1 border-solid border-[var(--color-input-container-border)] p-2 transition-all focus-within:shadow-border hover:shadow-border active:shadow-border-active md:px-3"> <textarea class="contribution-text-area leading-normal placeholder:text-color-input-hint box-border w-full resize-none border-0 bg-color-transparent p-0 text-md leading-open tracking-wide text-color-text outline-none placeholder:text-color-text-disabled lg:text-lg" placeholder="Some ways to get started: - One time at work… - In my experience… - One thing I’ve found helpful…" rows="4" data-segment-urn="urn:li:articleSegment:(urn:li:linkedInArticle:7053469636918468609,7053469639468621824)" aria-errormessage="error-urn:li:articleSegment:(urn:li:linkedInArticle:7053469636918468609,7053469639468621824)" data-feed-control="comment_box" data-feed-action-category="EXPAND" data-feed-action-type="expandContributionBox"></textarea> <div class="contribution-action-bar flex w-full items-center pt-2"> <span class="contribution-helper-text grow text-left text-xs text-color-text-secondary lg:text-sm" role="alert"> <span class="contribution-character-count"></span> <span class="contribution-error-message hidden text-color-signal-negative" id="error-urn:li:articleSegment:(urn:li:linkedInArticle:7053469636918468609,7053469639468621824)"> Help others by sharing more (125 characters min.) </span> </span> <button class="contribution-cancel-button ease-linear duration-300 btn-sm btn-tertiary mr-1 transition-all lg:btn-md" data-tracking-control-name="cancel_contribution"> Cancel </button> <button disabled="true" aria-disabled="true" class="submit-contribution-button ease-linear duration-300 btn-sm btn-primary transition-all lg:btn-md" data-tracking-control-name="comment_post" data-feed-control="comment_post" data-feed-action-category="COMMENT" data-feed-action-type="submitContribution"> <div class="loader flex"> <div class="loader__container mb-2 overflow-hidden"> <icon class="loader__icon inline-block loader__icon--default text-color-progress-loading" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/ddi43qwelxeqjxdd45pe3fvs1" data-svg-class-name="loader__icon-svg--x-small fill-currentColor h-[20px] min-h-[20px] w-[20px] min-w-[20px]"></icon> </div> </div> <span class="submit-contribution-button-text">Add</span> <span class="save-contribution-changes-button-text">Save</span> </button> </div> </div> </div> </div> </div> <ul class="contribution-list contribution-list-guest"> <li class="contribution" data-contribution-urn="urn:li:comment:(urn:li:articleSegment:(urn:li:linkedInArticle:7053469636918468609,7053469639468621824),7210888267389358081)" data-contributor-urn="urn:li:member:112835608" data-is-logged-in="false"> <div class="flex items-center justify-between"> <a href="https://in.linkedin.com/in/umran-khan-patan-47495631?trk=article-ssr-frontend-x-article" target="_blank" data-tracking-control-name="comment_actor" data-tracking-will-navigate class="contribution__lockup relative flex items-center overflow-hidden pr-1 font-sans hover:no-underline focus:no-underline xs:left-[-56px]"> <figure class="top-[4px] inline-flex lg:hidden"> <img class="inline-block relative rounded-[50%] w-4 h-4 " data-delayed-url="https://media.licdn.com/dms/image/v2/D5603AQF_7WeuMIXv5Q/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1683750008030?e=2147483647&amp;v=beta&amp;t=vc3Nof96PLYmYXkzrwRW57iH3-19E6vZU7Kb9OOLKeQ" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt="Contributor profile photo"> </figure> <figure class="top-[4px] hidden lg:inline-flex"> <img class="inline-block relative rounded-[50%] w-6 h-6 " data-delayed-url="https://media.licdn.com/dms/image/v2/D5603AQF_7WeuMIXv5Q/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1683750008030?e=2147483647&amp;v=beta&amp;t=vc3Nof96PLYmYXkzrwRW57iH3-19E6vZU7Kb9OOLKeQ" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt="Contributor profile photo"> </figure> <div class="min-w-0 ml-2"> <div class="flex items-center"> <span class="mr-0.5 truncate text-sm font-bold text-color-text lg:text-md"> Umran Khan Patan </span> <!----><!----> </div> <p class="m-0 truncate text-sm text-color-text-low-emphasis md:text-md" data-test-id="contribution-lock-up-headline"> Co-Founder &amp; Business Development Head at Data Maelumat | Helping businesses in APAC &amp; EMEA countries with B2B Data Solutions </p> </div> </a> <div class="flex items-center"> <!----> <div class="ellipsis-menu absolute right-0 top-0 contribution-control-menu relative" data-feed-action="show-comment-dropdown" data-id="comment__ellipsis-menu" data-feed-control="control_menu" data-tracking-control-name="comment_control_menu" data-feed-action-type="expandControl" data-feed-action-category="expand"> <div class="collapsible-dropdown flex items-center relative hyphens-auto"> <button class="ellipsis-menu__trigger collapsible-dropdown__button btn-md btn-tertiary cursor-pointer !py-[6px] !px-1 flex items-center rounded-[50%] ellipsis-menu__trigger--small w-[32px] h-[32px] flex justify-center w-[40px] min-w-[40px]" aria-expanded="false" aria-label="Open menu" data-tracking-control-name="article-ssr-frontend-x-article_ellipsis-menu-trigger" tabindex="0"> <icon class="ellipsis-menu__trigger-icon m-0 p-0 centered-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/c26vw8uiog92lvrqov98hvbxr"></icon> </button> <ul class="collapsible-dropdown__list hidden container-raised absolute w-auto overflow-y-auto flex-col items-stretch z-1 bottom-auto top-[100%]" role="menu" tabindex="-1"> <!----> <li class="ellipsis-menu__item flex contribution-control-menu-item--copy" data-feed-action="copyComment" data-feed-control="comment_control_menu_copy" data-tracking-control-name="comment_control_menu_copy" data-feed-action-type="controlMenuCopy" data-feed-action-category="copy" data-comment-urn="urn:li:comment:(articleSegment:(urn:li:linkedInArticle:7053469636918468609,7053469639468621824),7210888267389358081)" data-comment-thread-urn="urn:li:articleSegment:(urn:li:linkedInArticle:7053469636918468609,7053469639468621824)"> <button class="contribution-control-menu-item ellipsis-menu__item-button flex items-center w-full py-1 px-2 cursor-pointer font-sans text-sm font-bold link-styled focus:link-styled link:no-underline active:bg-color-background-container-tint hover:bg-color-background-container-tint " data-tracking-control-name="comment_control_menu_copy" data-feed-action-category="expand" data-feed-action-type="expandCopyContribution" role="menuitem"> <icon data-svg-class-name=" ellipsis-menu__item-icon text-color-icon h-[20px] w-[auto] mr-1 flex " data-delayed-url="https://static.licdn.com/aero-v1/sc/h/85z203x9ymzz8gu3a3jmtxy81"></icon> <span class=" ellipsis-menu__item-text inline-block text-color-text font-semibold ">Copy link to contribution</span> </button> </li> <li class="ellipsis-menu__item flex" data-feed-action="semaphoreComment" data-feed-control="comment_control_menu_report" data-tracking-control-name="comment_control_menu_report" data-feed-action-type="expandContributionReporting" data-feed-action-category="expand" data-test-id="contribution-control-menu-report"> <a href="/uas/login?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Fadvice%2F0%2Fhow-do-you-use-cross-channel-attribution&amp;trk=comment-semaphore-sign-in-redirect&amp;guestReportContentType=AUTO_GENERATED_SKILL_ARTICLE_CONTRIBUTION&amp;_f=guest-reporting" data-tracking-control-name="comment-semaphore-sign-in-redirect" data-tracking-will-navigate data-item-type="semaphore" data-semaphore-content-type="AUTO_GENERATED_SKILL_ARTICLE_CONTRIBUTION" data-semaphore-content-urn="urn:li:comment:(articleSegment:(urn:li:linkedInArticle:7053469636918468609,7053469639468621824),7210888267389358081)" data-semaphore-author-urn="urn:li:member:112835608" data-semaphore-tracking-prefix="comment-semaphore" data-is-logged-in="false" data-modal="semaphore__toggle" class="semaphore__toggle visited:text-color-text-secondary mx-0.25 flex items-center w-full py-1 px-2 cursor-pointer font-sans text-sm font-bold link-styled focus:link-styled link:no-underline active:bg-color-background-container-tint hover:bg-color-background-container-tint " role="menuitem"> <!----> <icon data-svg-class-name=" ellipsis-menu__item-icon text-color-icon h-[20px] w-[auto] mr-1 flex " data-delayed-url="https://static.licdn.com/aero-v1/sc/h/eo60762wicg7snl6mo020acft"></icon> <span class=" ellipsis-menu__item-text inline-block text-color-text font-semibold ">Report contribution</span> </a> <!----> <template id="comment-reported-card-template"> <p class="comment-reported-card bg-color-background-container p-2 text-sm font-medium text-color-text-secondary"> Thanks for letting us know&#33; You&#39;ll no longer see this contribution</p> </template> </li> <!----><!----> </ul> <!----> </div> </div> <code id="contributionCopyLink" style="display: none"><!--"Link copied to clipboard"--></code> <code id="contributionCopyFail" style="display: none"><!--"Copy failed&#44; try again later."--></code> <code id="contributionCopyUnsupported" style="display: none"><!--"Copy to clipboard is unsupported."--></code> </div> </div> <div class="contribution__container left__border -mb-2 -mt-1 animate-show ml-0 pl-0 md:ml-[-41px] md:pl-[32px] pr-0 lg:ml-[-33px] lg:pl-[40px] lg:pr-1 pt-2 pb-4"> <div class="flex flex-col justify-between lg:flex-col"> <div class="flex items-center justify-between gap-1"> </div> </div> <div class="contribution__text-wrapper relative"> <p class="contribution__text mb-1 whitespace-pre-wrap pt-1 text-md leading-open text-color-text md:mb-0 md:pt-0 line-clamp-5 lg:text-lg" data-tracking-control-name="comment_text">Using cross-channel attribution models helps you see how each touchpoint and channel contributes to your goals. It's a smart way to optimize your marketing strategy! 1. First-Touch Attribution: Credits the first interaction for the conversion. 2. Last-Touch Attribution: Credits the final interaction before the conversion. 3. Linear Attribution: Distributes credit equally across all touchpoints. 4. Time-Decay Attribution: Gives more credit to touchpoints closer to the conversion. 5. Position-Based Attribution: Splits credit between the first and last interactions, with some given to the middle touchpoints.</p> <button class="contribution__see-more-button absolute bottom-0 right-0 hidden cursor-pointer border-0 bg-color-surface p-0 text-md leading-open text-color-text-secondary hover:text-color-action hover:underline lg:text-lg" data-tracking-control-name="comment_expand" data-feed-control="comment_expand" data-feed-action-type="expandContributionText" data-feed-action-category="EXPAND" role="button" type="button">…see more</button> </div> <!----> <div class="contribution__social-action-bar relative right-1 flex flex-row items-center justify-start gap-1"> <div class="contribution-social-activity inline-flex items-center justify-start"> <code id="i18n_reaction_selection_state" style="display: none"><!--"%reactionType% %selectionState%"--></code> <div class="reactions-menu flex flex-row relative items-center justify-center select-none [-webkit-user-select:none] pointer-events-auto contribution-social-activity__reactions-menu " data-accessory-entity-urn="urn:li:comment:(urn:li:articleSegment:(urn:li:linkedInArticle:7053469636918468609,7053469639468621824),7210888267389358081)" data-reactions-count="15"> <a class="reactions-menu__link text-color-text contribution-social-activity__button flex items-center btn-sm btn-tertiary justify-center sm:flex-row sm:text-sm rounded-sm px-0.5 relative h-6 cursor-pointer w-full contribution-social-activity__reactions-menu " href="https://www.linkedin.com/signup/cold-join?session_redirect=%2Fadvice%2F0%2Fhow-do-you-use-cross-channel-attribution&amp;trk=article-ssr-frontend-x-article_contribution-social-activity_like-cta" target="_blank" data-tracking-control-name="article-ssr-frontend-x-article_contribution-social-activity_reactions-cta" data-parent-urn="urn:li:comment:(urn:li:articleSegment:(urn:li:linkedInArticle:7053469636918468609,7053469639468621824),7210888267389358081)" data-tracking-will-navigate data-accessory-entity-urn="urn:li:comment:(urn:li:articleSegment:(urn:li:linkedInArticle:7053469636918468609,7053469639468621824),7210888267389358081)" data-reactions-count="15"> <!----> <div class="like-button-default flex flex-row items-center "> <icon class="contribution-social-activity__icon w-[24px] h-[24px] mr-0.5 sm:m-0" data-svg-class-name="contribution-social-activity__icon w-[24px] h-[24px] mr-0.5 sm:m-0--svg" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/e2cf8dn8tvjcu9gl3qcxhw31q"> </icon> <span class="contribution-social-activity__button-text sm:pl-0.5 text-md font-bold hidden md:block">Like</span> </div> </a> </div> <template id="selected-reaction"> <div> <div class="selected-reaction--LIKE flex flex-row items-center"> <img class="inline-block align-middle relative w-3 h-3 mr-1 babybear:mr-0 mb-0.5" alt="Like" aria-hidden="true" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/7ze70iqo2l1rn7hwfoykiwjod"> <span class="contribution-social-activity__button-text sm:pl-0.5 text-md font-bold hidden md:block">Like</span> </div> <div class="selected-reaction--PRAISE flex flex-row items-center"> <img class="inline-block align-middle relative w-3 h-3 mr-1 babybear:mr-0 mb-0.5" alt="Celebrate" aria-hidden="true" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/czva5w81r4b0pjr7sh5r4nbw9"> <span class="contribution-social-activity__button-text sm:pl-0.5 text-md font-bold hidden md:block">Celebrate</span> </div> <div class="selected-reaction--APPRECIATION flex flex-row items-center"> <img class="inline-block align-middle relative w-3 h-3 mr-1 babybear:mr-0 mb-0.5" alt="Support" aria-hidden="true" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/8kvqqk9m1eu5ffqkdlum1ka1m"> <span class="contribution-social-activity__button-text sm:pl-0.5 text-md font-bold hidden md:block">Support</span> </div> <div class="selected-reaction--EMPATHY flex flex-row items-center"> <img class="inline-block align-middle relative w-3 h-3 mr-1 babybear:mr-0 mb-0.5" alt="Love" aria-hidden="true" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5yukss5d7kh4xrbd5642z6tk0"> <span class="contribution-social-activity__button-text sm:pl-0.5 text-md font-bold hidden md:block">Love</span> </div> <div class="selected-reaction--INTEREST flex flex-row items-center"> <img class="inline-block align-middle relative w-3 h-3 mr-1 babybear:mr-0 mb-0.5" alt="Insightful" aria-hidden="true" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/es4dlamdpym2zbuhglwx2cuz0"> <span class="contribution-social-activity__button-text sm:pl-0.5 text-md font-bold hidden md:block">Insightful</span> </div> <div class="selected-reaction--ENTERTAINMENT flex flex-row items-center"> <img class="inline-block align-middle relative w-3 h-3 mr-1 babybear:mr-0 mb-0.5" alt="Funny" aria-hidden="true" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/e0rqrq0h755yqqu59fy047ayt"> <span class="contribution-social-activity__button-text sm:pl-0.5 text-md font-bold hidden md:block">Funny</span> </div> </div> </template> <code id="i18n_reaction_singular" style="display: none"><!--"%numReactions% Reaction"--></code> <code id="i18n_reactions_plural" style="display: none"><!--"%numReactions% Reactions"--></code> <div class="flex items-center font-sans text-sm babybear:text-xs contribution-social-activity__social-actions before:middot flex items-center justify-start gap-1 pr-1 before:mx-0.5" data-sap-comment-urn="urn:li:comment:(articleSegment:(urn:li:linkedInArticle:7053469636918468609,7053469639468621824),7210888267389358081)"> <div class="flex items-center font-normal text-color-text-low-emphasis no-underline visited:text-color-text-low-emphasis my-1" role="button" aria-label="15 Reactions" data-separate-ctas="false" data-test-id="social-actions__reactions" data-id="social-actions__reactions" data-num-reactions="15" data-singular="%numReactions%" data-plural="%numReactions%" data-entity-urn="urn:li:comment:(urn:li:articleSegment:(urn:li:linkedInArticle:7053469636918468609,7053469639468621824),7210888267389358081)" tabindex="0"> <img alt data-reaction-type="LIKE" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/9sun4diznbhgyelaeryxy75ur" height="16px" width="16px"> <img alt data-reaction-type="INTEREST" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/4v7dh2d6cuqm24mzps1pqzeqt" height="16px" width="16px"> <span aria-hidden="true" class="font-normal ml-0.5" data-test-id="social-actions__reaction-count"> 15 </span> </div> <code id="social-actions__reaction-image-APPRECIATION" style="display: none"><!--"https://static.licdn.com/aero-v1/sc/h/cib97epu77mrzque5gqlzjgaw"--></code> <!----><!----> <code id="social-actions__reaction-image-EMPATHY" style="display: none"><!--"https://static.licdn.com/aero-v1/sc/h/37hg81qnm85dsy5mbqfifg9qs"--></code> <code id="social-actions__reaction-image-ENTERTAINMENT" style="display: none"><!--"https://static.licdn.com/aero-v1/sc/h/e7ppwfmo0if15fgie4q5r4us4"--></code> <!----> <code id="social-actions__reaction-image-INTEREST" style="display: none"><!--"https://static.licdn.com/aero-v1/sc/h/4v7dh2d6cuqm24mzps1pqzeqt"--></code> <code id="social-actions__reaction-image-LIKE" style="display: none"><!--"https://static.licdn.com/aero-v1/sc/h/9sun4diznbhgyelaeryxy75ur"--></code> <code id="social-actions__reaction-image-MAYBE" style="display: none"><!--"https://static.licdn.com/aero-v1/sc/h/4iy169rwfs5rdhspekg2r5wc6"--></code> <code id="social-actions__reaction-image-PRAISE" style="display: none"><!--"https://static.licdn.com/aero-v1/sc/h/cjrxeu0ese8oxe32kiom8kzoh"--></code> <!----><!----><!----><!----> </div> </div> <!----> </div> <!----><!----> </div> <!----><!----><!----> </li> <li class="contribution" data-contribution-urn="urn:li:comment:(urn:li:articleSegment:(urn:li:linkedInArticle:7053469636918468609,7053469639468621824),7242914907657048064)" data-contributor-urn="urn:li:member:1055394462" data-is-logged-in="false"> <div class="flex items-center justify-between"> <a href="https://www.linkedin.com/in/fabulousworks?trk=article-ssr-frontend-x-article" target="_blank" data-tracking-control-name="comment_actor" data-tracking-will-navigate class="contribution__lockup relative flex items-center overflow-hidden pr-1 font-sans hover:no-underline focus:no-underline xs:left-[-56px]"> <figure class="top-[4px] inline-flex lg:hidden"> <img class="inline-block relative rounded-[50%] w-4 h-4 bg-color-entity-ghost-background" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt="Contributor profile photo"> </figure> <figure class="top-[4px] hidden lg:inline-flex"> <img class="inline-block relative rounded-[50%] w-6 h-6 bg-color-entity-ghost-background" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt="Contributor profile photo"> </figure> <div class="min-w-0 ml-2"> <div class="flex items-center"> <span class="mr-0.5 truncate text-sm font-bold text-color-text lg:text-md"> Felicia C </span> <!----><!----> </div> <p class="m-0 truncate text-sm text-color-text-low-emphasis md:text-md" data-test-id="contribution-lock-up-headline"> Collaboration Connoisseur | Fabulous Golfer </p> </div> </a> <div class="flex items-center"> <!----> <div class="ellipsis-menu absolute right-0 top-0 contribution-control-menu relative" data-feed-action="show-comment-dropdown" data-id="comment__ellipsis-menu" data-feed-control="control_menu" data-tracking-control-name="comment_control_menu" data-feed-action-type="expandControl" data-feed-action-category="expand"> <div 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data-semaphore-content-urn="urn:li:comment:(articleSegment:(urn:li:linkedInArticle:7053469636918468609,7053469639468621824),7242914907657048064)" data-semaphore-author-urn="urn:li:member:1055394462" data-semaphore-tracking-prefix="comment-semaphore" data-is-logged-in="false" data-modal="semaphore__toggle" class="semaphore__toggle visited:text-color-text-secondary mx-0.25 flex items-center w-full py-1 px-2 cursor-pointer font-sans text-sm font-bold link-styled focus:link-styled link:no-underline active:bg-color-background-container-tint hover:bg-color-background-container-tint " role="menuitem"> <!----> <icon data-svg-class-name=" ellipsis-menu__item-icon text-color-icon h-[20px] w-[auto] mr-1 flex " data-delayed-url="https://static.licdn.com/aero-v1/sc/h/eo60762wicg7snl6mo020acft"></icon> <span class=" ellipsis-menu__item-text inline-block text-color-text font-semibold ">Report contribution</span> </a> <!----> <template id="comment-reported-card-template"> <p class="comment-reported-card bg-color-background-container p-2 text-sm font-medium text-color-text-secondary"> Thanks for letting us know&#33; You&#39;ll no longer see this contribution</p> </template> </li> <!----><!----> </ul> <!----> </div> </div> <code id="contributionCopyLink" style="display: none"><!--"Link copied to clipboard"--></code> <code id="contributionCopyFail" style="display: none"><!--"Copy failed&#44; try again later."--></code> <code id="contributionCopyUnsupported" style="display: none"><!--"Copy to clipboard is unsupported."--></code> </div> </div> <div class="contribution__container left__border -mb-2 -mt-1 animate-show ml-0 pl-0 md:ml-[-41px] md:pl-[32px] pr-0 lg:ml-[-33px] lg:pl-[40px] lg:pr-1 pt-2 pb-4"> <div class="flex flex-col justify-between lg:flex-col"> <div class="flex items-center justify-between gap-1"> </div> </div> <div class="contribution__text-wrapper relative"> <p class="contribution__text mb-1 whitespace-pre-wrap pt-1 text-md leading-open text-color-text md:mb-0 md:pt-0 line-clamp-5 lg:text-lg" data-tracking-control-name="comment_text">Navigating the intricate web of cross-channel attribution is like solving a complex puzzle, where each piece represents a touchpoint in your customer's journey. The goal? To assign the right value to each piece, ensuring your marketing efforts are optimized for maximum ROI.   Attribution is a journey, not a destination. It's about gaining insights, adapting, and continually refining your approach. By understanding the true value of each channel, you can allocate your budget more effectively, improve customer experiences, and drive sustainable growth.</p> <button class="contribution__see-more-button absolute bottom-0 right-0 hidden cursor-pointer border-0 bg-color-surface p-0 text-md leading-open text-color-text-secondary hover:text-color-action hover:underline lg:text-lg" data-tracking-control-name="comment_expand" data-feed-control="comment_expand" data-feed-action-type="expandContributionText" data-feed-action-category="EXPAND" role="button" type="button">…see more</button> </div> <!----> <div class="contribution__social-action-bar relative right-1 flex flex-row items-center justify-start gap-1"> <div class="contribution-social-activity inline-flex items-center justify-start"> <code id="i18n_reaction_selection_state" style="display: none"><!--"%reactionType% %selectionState%"--></code> <div class="reactions-menu flex flex-row relative items-center justify-center select-none 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data-entity-urn="urn:li:comment:(urn:li:articleSegment:(urn:li:linkedInArticle:7053469636918468609,7053469639468621824),7242914907657048064)" tabindex="0"> <img alt data-reaction-type="LIKE" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/9sun4diznbhgyelaeryxy75ur" height="16px" width="16px"> <span aria-hidden="true" class="font-normal ml-0.5" data-test-id="social-actions__reaction-count"> 1 </span> </div> <code id="social-actions__reaction-image-APPRECIATION" style="display: none"><!--"https://static.licdn.com/aero-v1/sc/h/cib97epu77mrzque5gqlzjgaw"--></code> <!----><!----> <code id="social-actions__reaction-image-EMPATHY" style="display: none"><!--"https://static.licdn.com/aero-v1/sc/h/37hg81qnm85dsy5mbqfifg9qs"--></code> <code id="social-actions__reaction-image-ENTERTAINMENT" style="display: none"><!--"https://static.licdn.com/aero-v1/sc/h/e7ppwfmo0if15fgie4q5r4us4"--></code> <!----> <code id="social-actions__reaction-image-INTEREST" style="display: none"><!--"https://static.licdn.com/aero-v1/sc/h/4v7dh2d6cuqm24mzps1pqzeqt"--></code> <code id="social-actions__reaction-image-LIKE" style="display: none"><!--"https://static.licdn.com/aero-v1/sc/h/9sun4diznbhgyelaeryxy75ur"--></code> <code id="social-actions__reaction-image-MAYBE" style="display: none"><!--"https://static.licdn.com/aero-v1/sc/h/4iy169rwfs5rdhspekg2r5wc6"--></code> <code id="social-actions__reaction-image-PRAISE" style="display: none"><!--"https://static.licdn.com/aero-v1/sc/h/cjrxeu0ese8oxe32kiom8kzoh"--></code> <!----><!----><!----><!----> </div> </div> <!----> </div> <!----><!----> </div> <!----><!----><!----> </li> <li class="contribution" data-contribution-urn="urn:li:comment:(urn:li:articleSegment:(urn:li:linkedInArticle:7053469636918468609,7053469639468621824),7212803292714680321)" data-contributor-urn="urn:li:member:258786099" data-contribution-tracking-id="aayMHBMqcj26LMpbeVkn+Q==" data-is-logged-in="false"> <div class="flex items-center justify-between"> <a href="https://br.linkedin.com/in/julia-vidigal-munhoz/en?trk=article-ssr-frontend-x-article" target="_blank" data-tracking-control-name="comment_actor" data-tracking-will-navigate class="contribution__lockup relative flex items-center overflow-hidden pr-1 font-sans hover:no-underline focus:no-underline xs:left-[-56px]"> <figure class="top-[4px] inline-flex lg:hidden"> <img class="inline-block relative rounded-[50%] w-4 h-4 bg-color-entity-ghost-background" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt="Contributor profile photo"> </figure> <figure class="top-[4px] hidden lg:inline-flex"> <img class="inline-block relative rounded-[50%] w-6 h-6 bg-color-entity-ghost-background" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt="Contributor profile photo"> </figure> <div class="min-w-0 ml-2"> <div class="flex items-center"> <span class="mr-0.5 truncate text-sm font-bold text-color-text lg:text-md"> Júlia Vidigal Munhoz </span> <!----><!----> </div> <p class="m-0 truncate text-sm text-color-text-low-emphasis md:text-md" data-test-id="contribution-lock-up-headline"> Head of Multichannel Marketing • PUCRS Professor &amp; more ♡ • Speaker • Columnist at Economia SC • Mentor at Awalé and Abstartups • Branding • Design • Communication • Events • Journey and Experience • Management </p> </div> </a> <div class="flex items-center"> <!----> <div class="ellipsis-menu absolute right-0 top-0 contribution-control-menu relative" data-feed-action="show-comment-dropdown" data-id="comment__ellipsis-menu" data-feed-control="control_menu" data-tracking-control-name="comment_control_menu" data-feed-action-type="expandControl" 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data-semaphore-content-urn="urn:li:comment:(articleSegment:(urn:li:linkedInArticle:7053469636918468609,7053469639468621824),7212803292714680321)" data-semaphore-author-urn="urn:li:member:258786099" data-semaphore-tracking-prefix="comment-semaphore" data-is-logged-in="false" data-modal="semaphore__toggle" class="semaphore__toggle visited:text-color-text-secondary mx-0.25 flex items-center w-full py-1 px-2 cursor-pointer font-sans text-sm font-bold link-styled focus:link-styled link:no-underline active:bg-color-background-container-tint hover:bg-color-background-container-tint " role="menuitem"> <!----> <icon data-svg-class-name=" ellipsis-menu__item-icon text-color-icon h-[20px] w-[auto] mr-1 flex " data-delayed-url="https://static.licdn.com/aero-v1/sc/h/eo60762wicg7snl6mo020acft"></icon> <span class=" ellipsis-menu__item-text inline-block text-color-text font-semibold ">Report contribution</span> </a> <!----> <template id="comment-reported-card-template"> <p class="comment-reported-card bg-color-background-container p-2 text-sm font-medium text-color-text-secondary"> Thanks for letting us know&#33; You&#39;ll no longer see this contribution</p> </template> </li> <!----><!----> </ul> <!----> </div> </div> <code id="contributionCopyLink" style="display: none"><!--"Link copied to clipboard"--></code> <code id="contributionCopyFail" style="display: none"><!--"Copy failed&#44; try again later."--></code> <code id="contributionCopyUnsupported" style="display: none"><!--"Copy to clipboard is unsupported."--></code> </div> </div> <div class="contribution__container left__border -mb-2 -mt-1 animate-show ml-0 pl-0 md:ml-[-41px] md:pl-[32px] pr-0 lg:ml-[-33px] lg:pl-[40px] lg:pr-1 pt-2 pb-4"> <div class="flex flex-col justify-between lg:flex-col"> <div class="flex items-center justify-between gap-1"> </div> </div> <div class="contribution__text-wrapper relative"> <p class="contribution__text mb-1 whitespace-pre-wrap pt-1 text-md leading-open text-color-text md:mb-0 md:pt-0 line-clamp-5 lg:text-lg" data-tracking-control-name="comment_text">The different types of channel attribution models help businesses understand how various touchpoints influence customer conversions. The first-touch attribution model assigns full conversion credit to the initial customer interaction, whereas the last-non-direct click model focuses on the last interaction before purchase, excluding direct accesses. The linear model distributes credit equally among all touchpoints, while the time decay model gives more credit to contacts closer to conversion. The position-based model assigns different credits to first, last, and other interactions, allowing for a detailed analysis of each channel's impact throughout the customer journey.</p> <button class="contribution__see-more-button absolute bottom-0 right-0 hidden cursor-pointer border-0 bg-color-surface p-0 text-md leading-open text-color-text-secondary hover:text-color-action hover:underline lg:text-lg" data-tracking-control-name="comment_expand" data-feed-control="comment_expand" data-feed-action-type="expandContributionText" data-feed-action-category="EXPAND" role="button" type="button">…see more</button> </div> <!----> <div class="contribution__social-action-bar relative right-1 flex flex-row items-center justify-start gap-1"> <div class="contribution-social-activity inline-flex items-center justify-start"> <code id="i18n_reaction_selection_state" style="display: none"><!--"%reactionType% %selectionState%"--></code> <div class="reactions-menu flex flex-row relative items-center justify-center select-none [-webkit-user-select:none] pointer-events-auto contribution-social-activity__reactions-menu " data-accessory-entity-urn="urn:li:comment:(urn:li:articleSegment:(urn:li:linkedInArticle:7053469636918468609,7053469639468621824),7212803292714680321)" data-reactions-count="0"> <a class="reactions-menu__link text-color-text contribution-social-activity__button flex items-center btn-sm btn-tertiary justify-center sm:flex-row sm:text-sm rounded-sm px-0.5 relative h-6 cursor-pointer w-full contribution-social-activity__reactions-menu " href="https://www.linkedin.com/signup/cold-join?session_redirect=%2Fadvice%2F0%2Fhow-do-you-use-cross-channel-attribution&amp;trk=article-ssr-frontend-x-article_contribution-social-activity_like-cta" target="_blank" data-tracking-control-name="article-ssr-frontend-x-article_contribution-social-activity_reactions-cta" data-parent-urn="urn:li:comment:(urn:li:articleSegment:(urn:li:linkedInArticle:7053469636918468609,7053469639468621824),7212803292714680321)" data-tracking-will-navigate data-accessory-entity-urn="urn:li:comment:(urn:li:articleSegment:(urn:li:linkedInArticle:7053469636918468609,7053469639468621824),7212803292714680321)" data-reactions-count="0"> <!----> <div class="like-button-default flex flex-row items-center "> <icon class="contribution-social-activity__icon w-[24px] h-[24px] mr-0.5 sm:m-0" data-svg-class-name="contribution-social-activity__icon w-[24px] h-[24px] mr-0.5 sm:m-0--svg" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/e2cf8dn8tvjcu9gl3qcxhw31q"> </icon> <span class="contribution-social-activity__button-text sm:pl-0.5 text-md font-bold hidden md:block">Like</span> </div> </a> </div> <template id="selected-reaction"> <div> <div class="selected-reaction--LIKE flex flex-row items-center"> <img class="inline-block align-middle relative w-3 h-3 mr-1 babybear:mr-0 mb-0.5" alt="Like" aria-hidden="true" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/7ze70iqo2l1rn7hwfoykiwjod"> <span class="contribution-social-activity__button-text sm:pl-0.5 text-md font-bold hidden md:block">Like</span> </div> <div class="selected-reaction--PRAISE flex flex-row items-center"> <img class="inline-block align-middle relative w-3 h-3 mr-1 babybear:mr-0 mb-0.5" alt="Celebrate" aria-hidden="true" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/czva5w81r4b0pjr7sh5r4nbw9"> <span class="contribution-social-activity__button-text sm:pl-0.5 text-md font-bold hidden md:block">Celebrate</span> </div> <div class="selected-reaction--APPRECIATION flex flex-row items-center"> <img class="inline-block align-middle relative w-3 h-3 mr-1 babybear:mr-0 mb-0.5" alt="Support" aria-hidden="true" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/8kvqqk9m1eu5ffqkdlum1ka1m"> <span class="contribution-social-activity__button-text sm:pl-0.5 text-md font-bold hidden md:block">Support</span> </div> <div class="selected-reaction--EMPATHY flex flex-row items-center"> <img class="inline-block align-middle relative w-3 h-3 mr-1 babybear:mr-0 mb-0.5" alt="Love" aria-hidden="true" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5yukss5d7kh4xrbd5642z6tk0"> <span class="contribution-social-activity__button-text sm:pl-0.5 text-md font-bold hidden md:block">Love</span> </div> <div class="selected-reaction--INTEREST flex flex-row items-center"> <img class="inline-block align-middle relative w-3 h-3 mr-1 babybear:mr-0 mb-0.5" alt="Insightful" aria-hidden="true" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/es4dlamdpym2zbuhglwx2cuz0"> <span class="contribution-social-activity__button-text sm:pl-0.5 text-md font-bold hidden md:block">Insightful</span> </div> <div class="selected-reaction--ENTERTAINMENT flex flex-row items-center"> <img class="inline-block align-middle relative w-3 h-3 mr-1 babybear:mr-0 mb-0.5" alt="Funny" aria-hidden="true" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/e0rqrq0h755yqqu59fy047ayt"> <span class="contribution-social-activity__button-text sm:pl-0.5 text-md font-bold hidden md:block">Funny</span> </div> </div> </template> <!----> </div> <!----> </div> <!----><!----> </div> <!----><!----><!----> </li> </ul> <!----> </div> </div> </div> <code id="loginUrl" style="display: none"><!--"https://www.linkedin.com/signup/cold-join?session_redirect=%2Fadvice%2F0%2Fhow-do-you-use-cross-channel-attribution"--></code> <div class="article-segment" data-is-logged-in="false" data-thread-urn="urn:li:articleSegment:(urn:li:linkedInArticle:7053469636918468609,7053469639476977665)" data-test-id="article-segment" data-total-count="0" data-tracking-prefix="article-ssr-frontend-x-article" role="presentation"> <div class="md:row pb-6 md:flex"> <div class="column-article-segment-content md:column md:mb-8 md:mr-4 md:w-1/2 md:flex-1 md:pr-[88px]"> <div class="md:pt-6 sticky-on-scroll"> <div class="article-segment-content-container "> <div id="content-urn_li_articleSegment__urn_li_linkedInArticle_7053469636918468609_7053469639476977665_"> <div class="article-main__content" data-test-id="publishing-text-block"> <h2 class="flex"> <a id="how-do-you-choose-the-right-cross-channel-attribution-model?" href="#how-do-you-choose-the-right-cross-channel-attribution-model?" class="dummy-anchor invisible absolute mt-[-100px]"></a> <span class="header-index pr-1.5">2</span> <span class>How do you choose the right cross-channel attribution model?</span><!----> </h2> </div> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>Choosing the right cross-channel attribution model for your business and goals is not a one-size-fits-all process. Factors such as marketing objectives, customer behavior, data availability, and analytical tools must be taken into consideration. To make the best decision, you should define your marketing goals and KPIs, analyze your customer journey and touchpoints, evaluate your data sources and quality, and compare and test different models. This will help you measure success and ROI, optimize your budget, strategy, and campaigns, and understand how customers interact with your brand across different channels.</span><!----> </p> </div> </div> </div> </div> </div> <div class="column-article-segment-contributions md:column md:pb-[200px] md:w-1/2"> <div class="article-segment-contributions-header-container bg-color-canvas-tint md:ml-[-12px] md:pt-6 lg:ml-0 sticky-on-scroll mt-1 "> <!----> <div class="add-your-perspective-section relative flex flex-row items-center " data-segment-urn="urn:li:articleSegment:(urn:li:linkedInArticle:7053469636918468609,7053469639476977665)" data-test-add-contribution> <code id="add_your_perspective_tracking_prefix" style="display: none"><!--"article-ssr-frontend-x-article"--></code> <code id="isGuest" style="display: none"><!--true--></code> <code id="showFuseErrorMessage" style="display: none"><!--true--></code> <div class="mb-2"> <a href="https://www.linkedin.com/signup/cold-join?session_redirect=%2Fadvice%2F0%2Fhow-do-you-use-cross-channel-attribution&amp;trk=article-ssr-frontend-x-article" target="_self" data-tracking-control-name="add_contribution_cta" data-tracking-will-navigate data-test-link class="add-your-perspective-button btn-sm flex flex-col items-start justify-center lg:btn-md bg-color-surface-accent-tint-1 hover:bg-color-container-tertiary-hover " data-test-add-contribution-btn aria-describedby="content-urn_li_articleSegment__urn_li_linkedInArticle_7053469636918468609_7053469639476977665_" data-test-contribution-cta-link-guest role="button"> <div data-test-contribution-btn-text class="add-your-perspective-button-text text-left text-color-text-low-emphasis">Add your perspective</div> <!----></a> </div> <div class="contribution-text-area-wrapper relative w-full hidden"> <code id="min_char_limit" style="display: none"><!--"125"--></code> <code id="min_reply_char_limit" style="display: none"><!--"1"--></code> <code id="max_char_limit" style="display: none"><!--"750"--></code> <code id="i18n_contribution_post_success" style="display: none"><!--"Contribution added successfully"--></code> <code id="i18n_contribution_post_error" style="display: none"><!--"Sorry, something went wrong while adding your contribution."--></code> <code id="i18n_contribution_edit_post_success" style="display: none"><!--"Contribution edited successfully"--></code> <code id="i18n_contribution_edit_post_error" style="display: none"><!--"Sorry, something went wrong while editing your contribution."--></code> <code id="i18n_try_refreshing_the_page" style="display: none"><!--"Try refreshing the page."--></code> <code id="i18n_characters" style="display: none"><!--"10 characters."--></code> <code id="i18n_characters_fraction" style="display: none"><!--"10/20 characters"--></code> <code id="i18n_contribution_post_rate_limit_error" style="display: none"><!--"It looks like you’ve already contributed a few times. To ensure diverse perspectives, we limit contributions."--></code> <code id="i18n_contribution_post_rate_limit_error_suggestion" style="display: none"><!--"Check out other articles"--></code> <div class="contribution-text-area-border ease-linear duration-300 mb-2 rounded-md border-1 border-solid border-[var(--color-input-container-border)] p-2 transition-all focus-within:shadow-border hover:shadow-border active:shadow-border-active md:px-3"> <textarea class="contribution-text-area leading-normal placeholder:text-color-input-hint box-border w-full resize-none border-0 bg-color-transparent p-0 text-md leading-open tracking-wide text-color-text outline-none placeholder:text-color-text-disabled lg:text-lg" placeholder="Some ways to get started: - One time at work… - In my experience… - One thing I’ve found helpful…" rows="4" data-segment-urn="urn:li:articleSegment:(urn:li:linkedInArticle:7053469636918468609,7053469639476977665)" aria-errormessage="error-urn:li:articleSegment:(urn:li:linkedInArticle:7053469636918468609,7053469639476977665)" data-feed-control="comment_box" data-feed-action-category="EXPAND" data-feed-action-type="expandContributionBox"></textarea> <div class="contribution-action-bar flex w-full items-center pt-2"> <span class="contribution-helper-text grow text-left text-xs text-color-text-secondary lg:text-sm" role="alert"> <span class="contribution-character-count"></span> <span class="contribution-error-message hidden text-color-signal-negative" id="error-urn:li:articleSegment:(urn:li:linkedInArticle:7053469636918468609,7053469639476977665)"> Help others by sharing more (125 characters min.) </span> </span> <button class="contribution-cancel-button ease-linear duration-300 btn-sm btn-tertiary mr-1 transition-all lg:btn-md" data-tracking-control-name="cancel_contribution"> Cancel </button> <button disabled="true" aria-disabled="true" class="submit-contribution-button ease-linear duration-300 btn-sm btn-primary transition-all lg:btn-md" data-tracking-control-name="comment_post" data-feed-control="comment_post" data-feed-action-category="COMMENT" data-feed-action-type="submitContribution"> <div class="loader flex"> <div class="loader__container mb-2 overflow-hidden"> <icon class="loader__icon inline-block loader__icon--default text-color-progress-loading" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/ddi43qwelxeqjxdd45pe3fvs1" data-svg-class-name="loader__icon-svg--x-small fill-currentColor h-[20px] min-h-[20px] w-[20px] min-w-[20px]"></icon> </div> </div> <span class="submit-contribution-button-text">Add</span> <span class="save-contribution-changes-button-text">Save</span> </button> </div> </div> </div> </div> </div> <ul class="contribution-list contribution-list-guest"> <!----> </ul> <!----> </div> </div> </div> <code id="loginUrl" style="display: none"><!--"https://www.linkedin.com/signup/cold-join?session_redirect=%2Fadvice%2F0%2Fhow-do-you-use-cross-channel-attribution"--></code> <div class="article-segment" data-is-logged-in="false" data-thread-urn="urn:li:articleSegment:(urn:li:linkedInArticle:7053469636918468609,7053469639485403137)" data-test-id="article-segment" data-total-count="0" data-tracking-prefix="article-ssr-frontend-x-article" role="presentation"> <div class="md:row pb-6 md:flex"> <div class="column-article-segment-content md:column md:mb-8 md:mr-4 md:w-1/2 md:flex-1 md:pr-[88px]"> <div class="md:pt-6 sticky-on-scroll"> <div class="article-segment-content-container "> <div id="content-urn_li_articleSegment__urn_li_linkedInArticle_7053469636918468609_7053469639485403137_"> <div class="article-main__content" data-test-id="publishing-text-block"> <h2 class="flex"> <a id="how-do-you-use-cross-channel-attribution-models-to-optimize-your-marketing-performance?" href="#how-do-you-use-cross-channel-attribution-models-to-optimize-your-marketing-performance?" class="dummy-anchor invisible absolute mt-[-100px]"></a> <span class="header-index pr-1.5">3</span> <span class>How do you use cross-channel attribution models to optimize your marketing performance?</span><!----> </h2> </div> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>Cross-channel attribution models can provide valuable insights and actionable recommendations to help optimize your marketing performance. These models can help you identify the most effective and efficient channels and touchpoints in terms of conversions, revenue, and ROI, as well as customer satisfaction, engagement, and advocacy. Additionally, they can assist in allocating your marketing budget and resources across various channels and touchpoints, while allowing you to adjust your marketing strategy and campaigns to align with customer journey and behavior. Finally, they can enable you to create personalized messages and offers based on customer preferences and needs.</span><!----> </p> </div> </div> </div> </div> </div> <div class="column-article-segment-contributions md:column md:pb-[200px] md:w-1/2"> <div class="article-segment-contributions-header-container bg-color-canvas-tint md:ml-[-12px] md:pt-6 lg:ml-0 sticky-on-scroll mt-1 "> <!----> <div class="add-your-perspective-section relative flex flex-row items-center " data-segment-urn="urn:li:articleSegment:(urn:li:linkedInArticle:7053469636918468609,7053469639485403137)" data-test-add-contribution> <code id="add_your_perspective_tracking_prefix" style="display: none"><!--"article-ssr-frontend-x-article"--></code> <code id="isGuest" style="display: none"><!--true--></code> <code id="showFuseErrorMessage" style="display: none"><!--true--></code> <div class="mb-2"> <a href="https://www.linkedin.com/signup/cold-join?session_redirect=%2Fadvice%2F0%2Fhow-do-you-use-cross-channel-attribution&amp;trk=article-ssr-frontend-x-article" target="_self" data-tracking-control-name="add_contribution_cta" data-tracking-will-navigate data-test-link class="add-your-perspective-button btn-sm flex flex-col items-start justify-center lg:btn-md bg-color-surface-accent-tint-1 hover:bg-color-container-tertiary-hover " data-test-add-contribution-btn aria-describedby="content-urn_li_articleSegment__urn_li_linkedInArticle_7053469636918468609_7053469639485403137_" data-test-contribution-cta-link-guest role="button"> <div data-test-contribution-btn-text class="add-your-perspective-button-text text-left text-color-text-low-emphasis">Add your perspective</div> <!----></a> </div> <div class="contribution-text-area-wrapper relative w-full hidden"> <code id="min_char_limit" style="display: none"><!--"125"--></code> <code id="min_reply_char_limit" style="display: none"><!--"1"--></code> <code id="max_char_limit" style="display: none"><!--"750"--></code> <code id="i18n_contribution_post_success" style="display: none"><!--"Contribution added successfully"--></code> <code id="i18n_contribution_post_error" style="display: none"><!--"Sorry, something went wrong while adding your contribution."--></code> <code id="i18n_contribution_edit_post_success" style="display: none"><!--"Contribution edited successfully"--></code> <code id="i18n_contribution_edit_post_error" style="display: none"><!--"Sorry, something went wrong while editing your contribution."--></code> <code id="i18n_try_refreshing_the_page" style="display: none"><!--"Try refreshing the page."--></code> <code id="i18n_characters" style="display: none"><!--"10 characters."--></code> <code id="i18n_characters_fraction" style="display: none"><!--"10/20 characters"--></code> <code id="i18n_contribution_post_rate_limit_error" style="display: none"><!--"It looks like you’ve already contributed a few times. To ensure diverse perspectives, we limit contributions."--></code> <code id="i18n_contribution_post_rate_limit_error_suggestion" style="display: none"><!--"Check out other articles"--></code> <div class="contribution-text-area-border ease-linear duration-300 mb-2 rounded-md border-1 border-solid border-[var(--color-input-container-border)] p-2 transition-all focus-within:shadow-border hover:shadow-border active:shadow-border-active md:px-3"> <textarea class="contribution-text-area leading-normal placeholder:text-color-input-hint box-border w-full resize-none border-0 bg-color-transparent p-0 text-md leading-open tracking-wide text-color-text outline-none placeholder:text-color-text-disabled lg:text-lg" placeholder="Some ways to get started: - One time at work… - In my experience… - One thing I’ve found helpful…" rows="4" data-segment-urn="urn:li:articleSegment:(urn:li:linkedInArticle:7053469636918468609,7053469639485403137)" aria-errormessage="error-urn:li:articleSegment:(urn:li:linkedInArticle:7053469636918468609,7053469639485403137)" data-feed-control="comment_box" data-feed-action-category="EXPAND" data-feed-action-type="expandContributionBox"></textarea> <div class="contribution-action-bar flex w-full items-center pt-2"> <span class="contribution-helper-text grow text-left text-xs text-color-text-secondary lg:text-sm" role="alert"> <span class="contribution-character-count"></span> <span class="contribution-error-message hidden text-color-signal-negative" id="error-urn:li:articleSegment:(urn:li:linkedInArticle:7053469636918468609,7053469639485403137)"> Help others by sharing more (125 characters min.) </span> </span> <button class="contribution-cancel-button ease-linear duration-300 btn-sm btn-tertiary mr-1 transition-all lg:btn-md" data-tracking-control-name="cancel_contribution"> Cancel </button> <button disabled="true" aria-disabled="true" class="submit-contribution-button ease-linear duration-300 btn-sm btn-primary transition-all lg:btn-md" data-tracking-control-name="comment_post" data-feed-control="comment_post" data-feed-action-category="COMMENT" data-feed-action-type="submitContribution"> <div class="loader flex"> <div class="loader__container mb-2 overflow-hidden"> <icon class="loader__icon inline-block loader__icon--default text-color-progress-loading" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/ddi43qwelxeqjxdd45pe3fvs1" data-svg-class-name="loader__icon-svg--x-small fill-currentColor h-[20px] min-h-[20px] w-[20px] min-w-[20px]"></icon> </div> </div> <span class="submit-contribution-button-text">Add</span> <span class="save-contribution-changes-button-text">Save</span> </button> </div> </div> </div> </div> </div> <ul class="contribution-list contribution-list-guest"> <!----> </ul> <!----> </div> </div> </div> <code id="loginUrl" style="display: none"><!--"https://www.linkedin.com/signup/cold-join?session_redirect=%2Fadvice%2F0%2Fhow-do-you-use-cross-channel-attribution"--></code> <div class="article-segment" data-is-logged-in="false" data-thread-urn="urn:li:articleSegment:(urn:li:linkedInArticle:7053469636918468609,7053469639493697536)" data-test-id="article-segment" data-total-count="0" data-tracking-prefix="article-ssr-frontend-x-article" role="presentation"> <div class="md:row pb-6 md:flex"> <div class="column-article-segment-content md:column md:mb-8 md:mr-4 md:w-1/2 md:flex-1 md:pr-[88px]"> <div class="md:pt-6 sticky-on-scroll"> <div class="article-segment-content-container "> <div id="content-urn_li_articleSegment__urn_li_linkedInArticle_7053469636918468609_7053469639493697536_"> <div class="article-main__content" data-test-id="publishing-text-block"> <h2 class="flex"> <a id="what-are-the-challenges-and-limitations-of-cross-channel-attribution-models?" href="#what-are-the-challenges-and-limitations-of-cross-channel-attribution-models?" class="dummy-anchor invisible absolute mt-[-100px]"></a> <span class="header-index pr-1.5">4</span> <span class>What are the challenges and limitations of cross-channel attribution models?</span><!----> </h2> </div> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>Cross-channel attribution models have some challenges and limitations that should be taken into account. Data silos and fragmentation can lead to incomplete, inconsistent, or inaccurate data, while customer identity and privacy issues can cause duplicate or missing data. Additionally, different attribution models may have different assumptions or biases that can result in inaccurate attribution results. All of this can affect the results and insights of your attribution model.</span><!----> </p> </div> </div> </div> </div> </div> <div class="column-article-segment-contributions md:column md:pb-[200px] md:w-1/2"> <div class="article-segment-contributions-header-container bg-color-canvas-tint md:ml-[-12px] md:pt-6 lg:ml-0 sticky-on-scroll mt-1 "> <!----> <div class="add-your-perspective-section relative flex flex-row items-center " data-segment-urn="urn:li:articleSegment:(urn:li:linkedInArticle:7053469636918468609,7053469639493697536)" data-test-add-contribution> <code id="add_your_perspective_tracking_prefix" style="display: none"><!--"article-ssr-frontend-x-article"--></code> <code id="isGuest" style="display: none"><!--true--></code> <code id="showFuseErrorMessage" style="display: none"><!--true--></code> <div class="mb-2"> <a href="https://www.linkedin.com/signup/cold-join?session_redirect=%2Fadvice%2F0%2Fhow-do-you-use-cross-channel-attribution&amp;trk=article-ssr-frontend-x-article" target="_self" data-tracking-control-name="add_contribution_cta" data-tracking-will-navigate data-test-link class="add-your-perspective-button btn-sm flex flex-col items-start justify-center lg:btn-md bg-color-surface-accent-tint-1 hover:bg-color-container-tertiary-hover " data-test-add-contribution-btn aria-describedby="content-urn_li_articleSegment__urn_li_linkedInArticle_7053469636918468609_7053469639493697536_" data-test-contribution-cta-link-guest role="button"> <div data-test-contribution-btn-text class="add-your-perspective-button-text text-left text-color-text-low-emphasis">Add your perspective</div> <!----></a> </div> <div class="contribution-text-area-wrapper relative w-full hidden"> <code id="min_char_limit" style="display: none"><!--"125"--></code> <code id="min_reply_char_limit" style="display: none"><!--"1"--></code> <code id="max_char_limit" style="display: none"><!--"750"--></code> <code id="i18n_contribution_post_success" style="display: none"><!--"Contribution added successfully"--></code> <code id="i18n_contribution_post_error" style="display: none"><!--"Sorry, something went wrong while adding your contribution."--></code> <code id="i18n_contribution_edit_post_success" style="display: none"><!--"Contribution edited successfully"--></code> <code id="i18n_contribution_edit_post_error" style="display: none"><!--"Sorry, something went wrong while editing your contribution."--></code> <code id="i18n_try_refreshing_the_page" style="display: none"><!--"Try refreshing the page."--></code> <code id="i18n_characters" style="display: none"><!--"10 characters."--></code> <code id="i18n_characters_fraction" style="display: none"><!--"10/20 characters"--></code> <code id="i18n_contribution_post_rate_limit_error" style="display: none"><!--"It looks like you’ve already contributed a few times. To ensure diverse perspectives, we limit contributions."--></code> <code id="i18n_contribution_post_rate_limit_error_suggestion" style="display: none"><!--"Check out other articles"--></code> <div class="contribution-text-area-border ease-linear duration-300 mb-2 rounded-md border-1 border-solid border-[var(--color-input-container-border)] p-2 transition-all focus-within:shadow-border hover:shadow-border active:shadow-border-active md:px-3"> <textarea class="contribution-text-area leading-normal placeholder:text-color-input-hint box-border w-full resize-none border-0 bg-color-transparent p-0 text-md leading-open tracking-wide text-color-text outline-none placeholder:text-color-text-disabled lg:text-lg" placeholder="Some ways to get started: - One time at work… - In my experience… - One thing I’ve found helpful…" rows="4" data-segment-urn="urn:li:articleSegment:(urn:li:linkedInArticle:7053469636918468609,7053469639493697536)" aria-errormessage="error-urn:li:articleSegment:(urn:li:linkedInArticle:7053469636918468609,7053469639493697536)" data-feed-control="comment_box" data-feed-action-category="EXPAND" data-feed-action-type="expandContributionBox"></textarea> <div class="contribution-action-bar flex w-full items-center pt-2"> <span class="contribution-helper-text grow text-left text-xs text-color-text-secondary lg:text-sm" role="alert"> <span class="contribution-character-count"></span> <span class="contribution-error-message hidden text-color-signal-negative" id="error-urn:li:articleSegment:(urn:li:linkedInArticle:7053469636918468609,7053469639493697536)"> Help others by sharing more (125 characters min.) </span> </span> <button class="contribution-cancel-button ease-linear duration-300 btn-sm btn-tertiary mr-1 transition-all lg:btn-md" data-tracking-control-name="cancel_contribution"> Cancel </button> <button disabled="true" aria-disabled="true" class="submit-contribution-button ease-linear duration-300 btn-sm btn-primary transition-all lg:btn-md" data-tracking-control-name="comment_post" data-feed-control="comment_post" data-feed-action-category="COMMENT" data-feed-action-type="submitContribution"> <div class="loader flex"> <div class="loader__container mb-2 overflow-hidden"> <icon class="loader__icon inline-block loader__icon--default text-color-progress-loading" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/ddi43qwelxeqjxdd45pe3fvs1" data-svg-class-name="loader__icon-svg--x-small fill-currentColor h-[20px] min-h-[20px] w-[20px] min-w-[20px]"></icon> </div> </div> <span class="submit-contribution-button-text">Add</span> <span class="save-contribution-changes-button-text">Save</span> </button> </div> </div> </div> </div> </div> <ul class="contribution-list contribution-list-guest"> <!----> </ul> <!----> </div> </div> </div> <code id="loginUrl" style="display: none"><!--"https://www.linkedin.com/signup/cold-join?session_redirect=%2Fadvice%2F0%2Fhow-do-you-use-cross-channel-attribution"--></code> <div class="article-segment" data-is-logged-in="false" data-thread-urn="urn:li:articleSegment:(urn:li:linkedInArticle:7053469636918468609,7053469639502159872)" data-test-id="article-segment" data-total-count="0" data-tracking-prefix="article-ssr-frontend-x-article" role="presentation"> <div class="md:row pb-6 md:flex"> <div class="column-article-segment-content md:column md:mb-8 md:mr-4 md:w-1/2 md:flex-1 md:pr-[88px]"> <div class="md:pt-6 sticky-on-scroll"> <div class="article-segment-content-container "> <div id="content-urn_li_articleSegment__urn_li_linkedInArticle_7053469636918468609_7053469639502159872_"> <div class="article-main__content" data-test-id="publishing-text-block"> <h2 class="flex"> <a id="how-do-you-improve-your-cross-channel-attribution-models?" href="#how-do-you-improve-your-cross-channel-attribution-models?" class="dummy-anchor invisible absolute mt-[-100px]"></a> <span class="header-index pr-1.5">5</span> <span class>How do you improve your cross-channel attribution models?</span><!----> </h2> </div> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>In order to improve your cross-channel attribution models and address some of the challenges and limitations, you should integrate your data sources and platforms with tools and technologies that can help you collect, integrate, and analyze customer data. Additionally, it is important to respect customer privacy and consent by following the best practices and regulations for data privacy and protection. Give customers the option to opt-in or opt-out of data collection or sharing to build trust and loyalty. Lastly, experiment with different models, test and validate assumptions, and learn from successes and failures to find the best model that suits your goals and needs.</span><!----> </p> </div> </div> </div> </div> </div> <div class="column-article-segment-contributions md:column md:pb-[200px] md:w-1/2"> <div class="article-segment-contributions-header-container bg-color-canvas-tint md:ml-[-12px] md:pt-6 lg:ml-0 sticky-on-scroll mt-1 "> <!----> <div class="add-your-perspective-section relative flex flex-row items-center " data-segment-urn="urn:li:articleSegment:(urn:li:linkedInArticle:7053469636918468609,7053469639502159872)" data-test-add-contribution> <code id="add_your_perspective_tracking_prefix" style="display: none"><!--"article-ssr-frontend-x-article"--></code> <code id="isGuest" style="display: none"><!--true--></code> <code id="showFuseErrorMessage" style="display: none"><!--true--></code> <div class="mb-2"> <a href="https://www.linkedin.com/signup/cold-join?session_redirect=%2Fadvice%2F0%2Fhow-do-you-use-cross-channel-attribution&amp;trk=article-ssr-frontend-x-article" target="_self" data-tracking-control-name="add_contribution_cta" data-tracking-will-navigate data-test-link class="add-your-perspective-button btn-sm flex flex-col items-start justify-center lg:btn-md bg-color-surface-accent-tint-1 hover:bg-color-container-tertiary-hover " data-test-add-contribution-btn aria-describedby="content-urn_li_articleSegment__urn_li_linkedInArticle_7053469636918468609_7053469639502159872_" data-test-contribution-cta-link-guest role="button"> <div data-test-contribution-btn-text class="add-your-perspective-button-text text-left text-color-text-low-emphasis">Add your perspective</div> <!----></a> </div> <div class="contribution-text-area-wrapper relative w-full hidden"> <code id="min_char_limit" style="display: none"><!--"125"--></code> <code id="min_reply_char_limit" style="display: none"><!--"1"--></code> <code id="max_char_limit" style="display: none"><!--"750"--></code> <code id="i18n_contribution_post_success" style="display: none"><!--"Contribution added successfully"--></code> <code id="i18n_contribution_post_error" style="display: none"><!--"Sorry, something went wrong while adding your contribution."--></code> <code id="i18n_contribution_edit_post_success" style="display: none"><!--"Contribution edited successfully"--></code> <code id="i18n_contribution_edit_post_error" style="display: none"><!--"Sorry, something went wrong while editing your contribution."--></code> <code id="i18n_try_refreshing_the_page" style="display: none"><!--"Try refreshing the page."--></code> <code id="i18n_characters" style="display: none"><!--"10 characters."--></code> <code id="i18n_characters_fraction" style="display: none"><!--"10/20 characters"--></code> <code id="i18n_contribution_post_rate_limit_error" style="display: none"><!--"It looks like you’ve already contributed a few times. To ensure diverse perspectives, we limit contributions."--></code> <code id="i18n_contribution_post_rate_limit_error_suggestion" style="display: none"><!--"Check out other articles"--></code> <div class="contribution-text-area-border ease-linear duration-300 mb-2 rounded-md border-1 border-solid border-[var(--color-input-container-border)] p-2 transition-all focus-within:shadow-border hover:shadow-border active:shadow-border-active md:px-3"> <textarea class="contribution-text-area leading-normal placeholder:text-color-input-hint box-border w-full resize-none border-0 bg-color-transparent p-0 text-md leading-open tracking-wide text-color-text outline-none placeholder:text-color-text-disabled lg:text-lg" placeholder="Some ways to get started: - One time at work… - In my experience… - One thing I’ve found helpful…" rows="4" data-segment-urn="urn:li:articleSegment:(urn:li:linkedInArticle:7053469636918468609,7053469639502159872)" aria-errormessage="error-urn:li:articleSegment:(urn:li:linkedInArticle:7053469636918468609,7053469639502159872)" data-feed-control="comment_box" data-feed-action-category="EXPAND" data-feed-action-type="expandContributionBox"></textarea> <div class="contribution-action-bar flex w-full items-center pt-2"> <span class="contribution-helper-text grow text-left text-xs text-color-text-secondary lg:text-sm" role="alert"> <span class="contribution-character-count"></span> <span class="contribution-error-message hidden text-color-signal-negative" id="error-urn:li:articleSegment:(urn:li:linkedInArticle:7053469636918468609,7053469639502159872)"> Help others by sharing more (125 characters min.) </span> </span> <button class="contribution-cancel-button ease-linear duration-300 btn-sm btn-tertiary mr-1 transition-all lg:btn-md" data-tracking-control-name="cancel_contribution"> Cancel </button> <button disabled="true" aria-disabled="true" class="submit-contribution-button ease-linear duration-300 btn-sm btn-primary transition-all lg:btn-md" data-tracking-control-name="comment_post" data-feed-control="comment_post" data-feed-action-category="COMMENT" data-feed-action-type="submitContribution"> <div class="loader flex"> <div class="loader__container mb-2 overflow-hidden"> <icon class="loader__icon inline-block loader__icon--default text-color-progress-loading" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/ddi43qwelxeqjxdd45pe3fvs1" data-svg-class-name="loader__icon-svg--x-small fill-currentColor h-[20px] min-h-[20px] w-[20px] min-w-[20px]"></icon> </div> </div> <span class="submit-contribution-button-text">Add</span> <span class="save-contribution-changes-button-text">Save</span> </button> </div> </div> </div> </div> </div> <ul class="contribution-list contribution-list-guest"> <!----> </ul> <!----> </div> </div> </div> <code id="loginUrl" style="display: none"><!--"https://www.linkedin.com/signup/cold-join?session_redirect=%2Fadvice%2F0%2Fhow-do-you-use-cross-channel-attribution"--></code> <div class="article-segment" data-is-logged-in="false" data-thread-urn="urn:li:articleSegment:(urn:li:linkedInArticle:7053469636918468609,7053469639510503424)" data-test-id="article-segment" data-total-count="1" data-tracking-prefix="article-ssr-frontend-x-article" role="presentation"> <div class="md:row pb-6 md:flex"> <div class="column-article-segment-content md:column md:mb-8 md:mr-4 md:w-1/2 md:flex-1 md:pr-[88px]"> <div class="md:pt-6 "> <div class="article-segment-content-container "> <div id="content-urn_li_articleSegment__urn_li_linkedInArticle_7053469636918468609_7053469639510503424_"> <div class="article-main__content" data-test-id="publishing-text-block"> <h2 class="flex"> <a id="here’s-what-else-to-consider" href="#here’s-what-else-to-consider" class="dummy-anchor invisible absolute mt-[-100px]"></a> <span class="header-index pr-1.5">6</span> <span class>Here’s what else to consider</span><!----> </h2> </div> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>This is a space to share examples, stories, or insights that don’t fit into any of the previous sections. What else would you like to add?</span><!----> </p> </div> </div> </div> </div> </div> <div class="column-article-segment-contributions md:column md:pb-[200px] md:w-1/2"> <div class="article-segment-contributions-header-container bg-color-canvas-tint md:ml-[-12px] md:pt-6 lg:ml-0 mt-1 "> <!----> <div class="add-your-perspective-section relative flex flex-row items-center " data-segment-urn="urn:li:articleSegment:(urn:li:linkedInArticle:7053469636918468609,7053469639510503424)" data-test-add-contribution> <code id="add_your_perspective_tracking_prefix" style="display: none"><!--"article-ssr-frontend-x-article"--></code> <code id="isGuest" style="display: none"><!--true--></code> <code id="showFuseErrorMessage" style="display: none"><!--true--></code> <div class="mb-2"> <a href="https://www.linkedin.com/signup/cold-join?session_redirect=%2Fadvice%2F0%2Fhow-do-you-use-cross-channel-attribution&amp;trk=article-ssr-frontend-x-article" target="_self" data-tracking-control-name="add_contribution_cta" data-tracking-will-navigate data-test-link class="add-your-perspective-button btn-sm flex flex-col items-start justify-center lg:btn-md bg-color-surface-accent-tint-1 hover:bg-color-container-tertiary-hover " data-test-add-contribution-btn aria-describedby="content-urn_li_articleSegment__urn_li_linkedInArticle_7053469636918468609_7053469639510503424_" data-test-contribution-cta-link-guest role="button"> <div data-test-contribution-btn-text class="add-your-perspective-button-text text-left text-color-text-low-emphasis">Add your perspective</div> <!----></a> </div> <div class="contribution-text-area-wrapper relative w-full hidden"> <code id="min_char_limit" style="display: none"><!--"125"--></code> <code id="min_reply_char_limit" style="display: none"><!--"1"--></code> <code id="max_char_limit" style="display: none"><!--"750"--></code> <code id="i18n_contribution_post_success" style="display: none"><!--"Contribution added successfully"--></code> <code id="i18n_contribution_post_error" style="display: none"><!--"Sorry, something went wrong while adding your contribution."--></code> <code id="i18n_contribution_edit_post_success" style="display: none"><!--"Contribution edited successfully"--></code> <code id="i18n_contribution_edit_post_error" style="display: none"><!--"Sorry, something went wrong while editing your contribution."--></code> <code id="i18n_try_refreshing_the_page" style="display: none"><!--"Try refreshing the page."--></code> <code id="i18n_characters" style="display: none"><!--"10 characters."--></code> <code id="i18n_characters_fraction" style="display: none"><!--"10/20 characters"--></code> <code id="i18n_contribution_post_rate_limit_error" style="display: none"><!--"It looks like you’ve already contributed a few times. To ensure diverse perspectives, we limit contributions."--></code> <code id="i18n_contribution_post_rate_limit_error_suggestion" style="display: none"><!--"Check out other articles"--></code> <div class="contribution-text-area-border ease-linear duration-300 mb-2 rounded-md border-1 border-solid border-[var(--color-input-container-border)] p-2 transition-all focus-within:shadow-border hover:shadow-border active:shadow-border-active md:px-3"> <textarea class="contribution-text-area leading-normal placeholder:text-color-input-hint box-border w-full resize-none border-0 bg-color-transparent p-0 text-md leading-open tracking-wide text-color-text outline-none placeholder:text-color-text-disabled lg:text-lg" placeholder="Some ways to get started: - One time at work… - In my experience… - One thing I’ve found helpful…" rows="4" data-segment-urn="urn:li:articleSegment:(urn:li:linkedInArticle:7053469636918468609,7053469639510503424)" aria-errormessage="error-urn:li:articleSegment:(urn:li:linkedInArticle:7053469636918468609,7053469639510503424)" data-feed-control="comment_box" data-feed-action-category="EXPAND" data-feed-action-type="expandContributionBox"></textarea> <div class="contribution-action-bar flex w-full items-center pt-2"> <span class="contribution-helper-text grow text-left text-xs text-color-text-secondary lg:text-sm" role="alert"> <span class="contribution-character-count"></span> <span class="contribution-error-message hidden text-color-signal-negative" id="error-urn:li:articleSegment:(urn:li:linkedInArticle:7053469636918468609,7053469639510503424)"> Help others by sharing more (125 characters min.) </span> </span> <button class="contribution-cancel-button ease-linear duration-300 btn-sm btn-tertiary mr-1 transition-all lg:btn-md" data-tracking-control-name="cancel_contribution"> Cancel </button> <button disabled="true" aria-disabled="true" class="submit-contribution-button ease-linear duration-300 btn-sm btn-primary transition-all lg:btn-md" data-tracking-control-name="comment_post" data-feed-control="comment_post" data-feed-action-category="COMMENT" data-feed-action-type="submitContribution"> <div class="loader flex"> <div class="loader__container mb-2 overflow-hidden"> <icon class="loader__icon inline-block loader__icon--default text-color-progress-loading" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/ddi43qwelxeqjxdd45pe3fvs1" data-svg-class-name="loader__icon-svg--x-small fill-currentColor h-[20px] min-h-[20px] w-[20px] min-w-[20px]"></icon> </div> </div> <span class="submit-contribution-button-text">Add</span> <span class="save-contribution-changes-button-text">Save</span> </button> </div> </div> </div> </div> </div> <ul class="contribution-list contribution-list-guest"> <li class="contribution" data-contribution-urn="urn:li:comment:(urn:li:articleSegment:(urn:li:linkedInArticle:7053469636918468609,7053469639510503424),7225543335283699712)" data-contributor-urn="urn:li:member:309594318" data-is-logged-in="false"> <div class="flex items-center justify-between"> <a href="https://br.linkedin.com/in/laisblopes?trk=article-ssr-frontend-x-article" target="_blank" data-tracking-control-name="comment_actor" data-tracking-will-navigate class="contribution__lockup relative flex items-center overflow-hidden pr-1 font-sans hover:no-underline focus:no-underline xs:left-[-56px]"> <figure class="top-[4px] inline-flex lg:hidden"> <img class="inline-block relative rounded-[50%] w-4 h-4 " data-delayed-url="https://media.licdn.com/dms/image/v2/D4E03AQFCr14ok5ky7Q/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1718327218266?e=2147483647&amp;v=beta&amp;t=kOlTI3kB4Q4ArYi73PXqJ52Y_VducbwJI5qoKelgCTs" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt="Contributor profile photo"> </figure> <figure class="top-[4px] hidden lg:inline-flex"> <img class="inline-block relative rounded-[50%] w-6 h-6 " data-delayed-url="https://media.licdn.com/dms/image/v2/D4E03AQFCr14ok5ky7Q/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1718327218266?e=2147483647&amp;v=beta&amp;t=kOlTI3kB4Q4ArYi73PXqJ52Y_VducbwJI5qoKelgCTs" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt="Contributor profile photo"> </figure> <div class="min-w-0 ml-2"> <div class="flex items-center"> <span class="mr-0.5 truncate text-sm font-bold text-color-text lg:text-md"> Laís Bradacz Lopes </span> <!----><!----> </div> <p class="m-0 truncate text-sm text-color-text-low-emphasis md:text-md" data-test-id="contribution-lock-up-headline"> CEO na Conecta Suite | Gente &amp; 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and the button because screen reader focus goes to button on desktop and li on mobile--> <button aria-label="Español (Spanish)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-es_ES" data-locale="es_ES" role="menuitem" lang="es_ES"> Español (Spanish) </button> </li> <li class="language-selector__item" role="presentation"> <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile--> <button aria-label="فارسی (Persian)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-fa_IR" data-locale="fa_IR" role="menuitem" lang="fa_IR"> فارسی (Persian) </button> </li> <li class="language-selector__item" role="presentation"> <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile--> <button aria-label="Suomi (Finnish)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-fi_FI" data-locale="fi_FI" role="menuitem" lang="fi_FI"> Suomi (Finnish) </button> </li> <li class="language-selector__item" role="presentation"> <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile--> <button aria-label="Français (French)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-fr_FR" data-locale="fr_FR" role="menuitem" lang="fr_FR"> Français (French) </button> </li> <li class="language-selector__item" role="presentation"> <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile--> <button aria-label="हिंदी (Hindi)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-hi_IN" data-locale="hi_IN" role="menuitem" lang="hi_IN"> हिंदी (Hindi) </button> </li> <li class="language-selector__item" role="presentation"> <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile--> <button aria-label="Magyar (Hungarian)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-hu_HU" data-locale="hu_HU" role="menuitem" lang="hu_HU"> Magyar (Hungarian) </button> </li> <li class="language-selector__item" role="presentation"> <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile--> <button aria-label="Bahasa Indonesia (Indonesian)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-in_ID" data-locale="in_ID" role="menuitem" lang="in_ID"> Bahasa Indonesia (Indonesian) </button> </li> <li class="language-selector__item" role="presentation"> <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile--> <button aria-label="Italiano (Italian)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-it_IT" data-locale="it_IT" role="menuitem" lang="it_IT"> Italiano (Italian) </button> </li> <li class="language-selector__item" role="presentation"> <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile--> <button aria-label="עברית (Hebrew)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-iw_IL" data-locale="iw_IL" role="menuitem" lang="iw_IL"> עברית (Hebrew) </button> </li> <li class="language-selector__item" role="presentation"> <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile--> <button aria-label="日本語 (Japanese)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-ja_JP" data-locale="ja_JP" role="menuitem" lang="ja_JP"> 日本語 (Japanese) </button> </li> <li class="language-selector__item" role="presentation"> <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile--> <button aria-label="한국어 (Korean)" class="font-sans text-xs link 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the button because screen reader focus goes to button on desktop and li on mobile--> <button aria-label="Bahasa Malaysia (Malay)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-ms_MY" data-locale="ms_MY" role="menuitem" lang="ms_MY"> Bahasa Malaysia (Malay) </button> </li> <li class="language-selector__item" role="presentation"> <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile--> <button aria-label="Nederlands (Dutch)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-nl_NL" data-locale="nl_NL" role="menuitem" lang="nl_NL"> Nederlands (Dutch) </button> </li> <li class="language-selector__item" role="presentation"> <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile--> <button aria-label="Norsk (Norwegian)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-no_NO" data-locale="no_NO" role="menuitem" lang="no_NO"> Norsk (Norwegian) </button> </li> <li class="language-selector__item" role="presentation"> <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile--> <button aria-label="ਪੰਜਾਬੀ (Punjabi)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action 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and li on mobile--> <button aria-label="Português (Portuguese)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-pt_BR" data-locale="pt_BR" role="menuitem" lang="pt_BR"> Português (Portuguese) </button> </li> <li class="language-selector__item" role="presentation"> <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile--> <button aria-label="Română (Romanian)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-ro_RO" data-locale="ro_RO" role="menuitem" lang="ro_RO"> Română (Romanian) 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(Thai)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-th_TH" data-locale="th_TH" role="menuitem" lang="th_TH"> ภาษาไทย (Thai) </button> </li> <li class="language-selector__item" role="presentation"> <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile--> <button aria-label="Tagalog (Tagalog)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-tl_PH" data-locale="tl_PH" role="menuitem" lang="tl_PH"> Tagalog (Tagalog) </button> </li> <li class="language-selector__item" role="presentation"> 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