Every user interaction with a site or app provides valuable signals about their preferences and intent. If a user adds an item to their cart, we can surmise an interest in some or all of the attributes associated with the particular product at hand. And combined with the significance and recency of the engagement, it can allow companies to both create experiences the user is more likely to engage with and better recognize changes in user preferences over time.
However, much of the rich browsing data described above has gone completely unused. Too complex to untangle and action as visitors become exposed to a wider range of brands, colors, styles, prices, and more, important correlations between the product a user is interacting with and it’s many attributes end up being missed.
To solve for this, Dynamic Yield now automatically collects, analyzes, and calculates this data to build unique affinity profiles for each individual in real-time. In turn, marketers can utilize these sophisticated new user segments across web, mobile, app, and email as well as in external third-party platforms like DMPs, BI tools, DSPs, and more.
Dynamic Yield’s approach to affinity
We’ve been in the game for a while now, and our affinity-based personalization capabilities are growing to support new and emerging applications as the process of affinity modeling evolves.
Our recommendation engine taps into direct engagement with product feed attributes, using data aggregated through rich affinity profiles to serve the most appropriate experience variations and products to each visitor. We also provide multiple methods and algorithms to power how these recommendations are personalized, allowing teams to employ deep learning and neural networks as well as continuously test and optimize a mix of affinity and popularity scores to best fit their needs.
And the affinity scores powering these recommendations don’t live behind gated walls. With our Unified Customer Profile API, this history of online activity can be fed through Dynamic Yield, or into any other system, such as a chatbot, smart TV, clienteling app, and more for the creation of other highly-tailored experiences.
For example, using our Affinity Profile tool, a new user who lands on a site for the very first time would have an empty affinity state.
Over the course of the session, the user’s affinity score would begin to populate, with important actions and behaviors like visiting a product page or adding an item to the cart contributing to the calculation. Top values are then bucketed according to the various signals of intent for a high-level view depicting which interactions held the greatest significance.
Furthermore, marketers can choose to drill into the user’s full profile, analyzing each of the values and attributes captured to better understand the nature of interactions made over time. For instance, what an individual’s score looks like for women’s products versus those for the home.
And because affinity profiling is tied to a product feed, we make it easy to explore a brand’s catalog, offering helpful suggestions for recommendations based on either a personalized algorithm a popularity-based approach.
And the ability to action these valuable user attributes doesn’t end there.
Making affinity targetable
Up until now, if a marketer wanted to target an audience of people who had a high affinity to, say, the category ‘running,’ they would have to arbitrarily define the makeup of that segment through a series of targeting conditions. Based on historical interactions, this might be visitors who viewed 3 items or running products in the past week and who’s average order value (AOV) was above $75.
With Affinity-based conditions, visitors with preferences to specific brands, colors, categories, and other attributes from the product catalog can be segmented and automatically targeted without having to build the audience manually.
A few use cases of how teams leverage affinity profiles for the creation of highly-targeted experiences include:
- Promoting relevant products in the homepage banner for users with an affinity to brown boots
- Reordering menu items within the navigation based on the user’s affinity to Men’s pants
- Moving product rows up on the shoe category page to surface Nike before any other brand
- Serving targeted discount notifications to users with an affinity to women and/or accessories.
Additionally, you can breakdown any campaign report based on affinity segments, and have Dynamic Yield’s Predictive Targeting solution continuously analyze and identify opportunities to serve the most relevant content for each affinity audience segment.
Turning complexity into actionability
Affinity-based personalization opens up an entirely new world of potential, giving brands the power to capitalize on what they know about their customers but weren’t previously able to. We’re excited about what the future holds and hope you’ll stay tuned as we continue to expand our offering in this area.
If you want to learn more about our affinity-based personalization capabilities, contact us here.
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cta_url,
page_url = window.location.href;
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cta_url = cta.attr('href');
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"destinationURL": cta_url,
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}</script> <link rel="shortcut icon" href="https://www.dynamicyield.com/wp-content/uploads/2018/11/favicon-194x194.png" /><link rel="amphtml" href="https://www.dynamicyield.com/blog/affinity-based-audiences/amp/"></head><body class="post-template-default single single-post postid-120735 single-format-standard wp-featherlight-captions et_fixed_nav osx et_right_sidebar chrome et_includes_sidebar elementor-default default_header"><div id="page-container"><header id="main-header" class="et_nav_text_color_dark"
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class="nav"></li></li></li></li></li></li></li></li></li></li></li></li></li></li></li></li></li></li></li></li></li></li></li></li></li></li></li></li></li></li></li></li></li></li></li></li></li></li></li></li></li></li></li></li></li></li></li></li></li></li></li></li></li></li></li></li></li></li></li></li></li></li></li></li></li></li></li></li></li></li></li></li></li></li><li class="has-dropdown product menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children" data-content="product" title=""> <a href="">Product</a></li><li class="has-dropdown solutions menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children" data-content="solutions" title=""> <a href="">Solutions</a></li><li class="has-dropdown why_dy menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children" data-content="why-dynamic-yield" title="Why DY"> <a href="">Why Dynamic Yield</a></li><li class="has-dropdown company menu-has-cta menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children" data-content="company" title=""> <a href="">Company</a></li><li class="has-dropdown learning_center menu-has-cta top-link-use-cases menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children" data-content="learning-center" title=""> <a href="">Learning Center</a></li><li class="contact top-link walker-last mobile-only menu-item menu-item-type-post_type menu-item-object-page" data-content="connect-with-us" title=""> <a href="https://www.dynamicyield.com/contact/"><span class="button-arrow">Connect with us</span></a></li></ul></nav><div class="morph-dropdown-wrapper"><div class="dropdown-list"><div class="dropdown-tooltip"></div><ul><li id="product" class="dropdown links"><a href="" class="label">Product</a><div class="content"><ul><li class="intro"><div class="exp_os-wrapper"><h2>Experience OS</h2><ul class="links-list"><li class=" menu-item menu-item-type-custom menu-item-object-custom"><a href="https://www.dynamicyield.com/experience-os/"><span class="menu-banner-img-wrap"><img class="menu-banner-img-desktop" src="/wp-content/uploads/2024/10/expos-nav-updated.png" width="218" height="131" /><img class="menu-banner-img-mobile" src="/wp-content/uploads/2024/10/expos-nav-updated-mobile.png" width="114" height="98" /></span><span class="menu-cta-text-wrap"><span class="menu-cta-subtitle">Get an overview of Dynamic Yield’s product and see why we’re known as the Experience OS.</span> <span class="menu-cta-button">Learn more →</span></span></a></li></ul></div></li><li class="left"><div class="key_caps-wrapper"><h2>Core Capabilities</h2><ul class="links-list"><li class="key-caps-segment menu-item menu-item-type-post_type menu-item-object-page"><a href="https://www.dynamicyield.com/segmentation/"><svg version="1.1" id="audience" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" x="0px" y="0px" viewBox="0 0 30 30" style="enable-background:new 0 0 30 30;" xml:space="preserve"><path id="audience-green" fill="#4FB294" d="M9.291,30H30V9.291C18.562737,9.291,9.291,18.562737,9.291,30z"/><path id="audience-black" d="M12.527,15.947C9.240353,12.385597,4.806085,10.093244,0,9.471V30h7.639 C7.632218,24.897682,9.35532,19.943764,12.527,15.947z"/><circle id="audience-circle" fill="#4FB294" cx="15" cy="4.967" r="4.967"/></svg>Segmentation<span>Identify, build, and analyze audiences</span></a></li><li class="key-caps-omnichannel menu-item menu-item-type-post_type menu-item-object-page"><a href="https://www.dynamicyield.com/targeting/"><svg version="1.1" id="personalization" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" x="0px" y="0px" viewBox="0 0 20.987 30" style="enable-background:new 0 0 20.987 30;" xml:space="preserve"><path id="personalization-black-2" d="M20.987,19.507c0,5.795401-4.698099,10.4935-10.4935,10.4935S0,25.302401,0,19.507H20.987z"/><path id="personalization-pink" fill="#EE3968" d="M18.143,10.245c0,4.224978-3.425022,7.649999-7.65,7.649999S2.842999,14.469978,2.842999,10.245 H18.143z"/><circle id="personalization-black-1" cx="10.494" cy="4.307" r="4.307"/></svg>Targeting<span>Serve each customer with unique offers</span></a></li><li class="key-caps-recs menu-item menu-item-type-post_type menu-item-object-page"><a href="https://www.dynamicyield.com/recommendations/"><svg version="1.1" id="recs" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" x="0px" y="0px" viewBox="0 0 30 30" style="enable-background:new 0 0 30 30;" xml:space="preserve"><path id="recs_4" d="M15.953,30H30V15.953H15.953V30z"/> <path id="recs_3" d="M0,15.953V30h14.047V15.953H0z"/><path id="recs_2" fill="#FFA354" d="M30,14.047V0H15.953v14.047H30z"/><path id="recs_1" d="M14.047,0H0v14.047h14.047V0z"/></svg>Recommendations<span>Algorithmically predict customers’ interests</span></a></li><li class="key-caps-email menu-item menu-item-type-post_type menu-item-object-page"><a href="https://www.dynamicyield.com/journey-orchestration/"><svg version="1.1" id="trigger" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" x="0px" y="0px" viewBox="0 0 26.017 30" style="enable-background:new 0 0 26.017 30;" xml:space="preserve"><path id="trigger-black" d="M14.017,12h12l-12,18V12z"/><path id="trigger-purple" fill="#5D39B9" d="M12,18H0L12,0V18z"/></svg>Journey Orchestration<span>Reach customers at critical moments</span></a></li><li class="key-caps-abtesting menu-item menu-item-type-custom menu-item-object-custom"><a href="/optimization/"><svg version="1.1" id="testing" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" x="0px" y="0px" viewBox="0 0 28.713001 30" style="enable-background:new 0 0 28.713001 30;" xml:space="preserve"><path id="testing-blue" fill="#6BDADA" d="M15.831,0c7.114532,0,12.882001,5.767468,12.882001,12.882S22.945532,25.764,15.831,25.764l0,0V0z"/><path id="testing-black" d="M12.882,30C5.767468,30,0,24.232533,0,17.118S5.767468,4.236,12.882,4.236V30z"/></svg>Optimization<span>Experiment on any digital property</span></a></li><li class="key-caps-search menu-item menu-item-type-post_type menu-item-object-page"><a href="https://www.dynamicyield.com/search/"><svg width="16" height="16" viewBox="0 0 16 16" fill="none" xmlns="http://www.w3.org/2000/svg"> <g clip-path="url(#clip0_4082_5186)" id="cap-search-svg-bg"> <path d="M11.6757 9.81054C8.73958 9.81054 6.35089 7.42177 6.35089 4.48562C6.35089 2.62899 7.30664 0.992133 8.75134 0.0388074C8.50309 0.0155936 8.25193 0.00238037 7.99762 0.00238037C3.58066 0.00238037 0 3.58304 0 8C0 12.417 3.58066 15.9976 7.99762 15.9976C12.4146 15.9976 15.9952 12.417 15.9952 8C15.9952 7.86848 15.9916 7.73782 15.9853 7.60785C15.0166 8.94122 13.4462 9.81054 11.6757 9.81054Z" fill="black"/> <path id="cap-search-svg-circle" d="M11.6757 0.161346C11.2226 0.161346 10.7857 0.231773 10.3749 0.361649C8.62429 0.915114 7.35156 2.55436 7.35156 4.48561C7.35156 6.87003 9.29141 8.80988 11.6757 8.80988C13.5373 8.80988 15.1277 7.62753 15.7358 5.97437C15.9066 5.51 16 5.00851 16 4.48561C16 2.10119 14.0602 0.161346 11.6757 0.161346Z" fill="#FFC61E"/> </g> <defs> <clipPath id="clip0_4082_5186"> <rect width="16" height="16" fill="white"/> </clipPath> </defs> </svg>Search<span>Help customers find what they want</span></a></li></ul></div></li><li class="right"><div class="scale-wrapper"><h2>Made for Scale</h2><ul class="links-list"><li class="key_caps-element menu-item menu-item-type-custom menu-item-object-custom"><a href="/element/">Element<span>A groundbreaking new dimension of hyper-personalization</span></a></li><li class="key_caps-adaptml menu-item menu-item-type-post_type menu-item-object-page"><a href="https://www.dynamicyield.com/ai/">AI & Automation<span>Increase automation, lower operational costs, and drive more revenue with a holistic AI personalization system</span></a></li><li class="key_caps-apis menu-item menu-item-type-custom menu-item-object-custom"><a href="https://www.dynamicyield.com/experience-apis/">Experience APIs<span>Give developers the tools they need to build the best customer experiences</span></a></li><li class="key_caps-enterprise menu-item menu-item-type-custom menu-item-object-custom"><a href="https://www.dynamicyield.com/enterprise-grade-personalization/">Enterprise solutions<span>Scale with security, privacy, and compliance, made for the enterprise</span></a></li></ul></div></li></ul><a href="/shopping-muse/" target="" class="banner"><div class="menu-banner"><span class="menu-cta-text"><strong>Meet Shopping Muse: </strong> Conversational commerce meets cutting-edge personalization.</span> <span class="menu-cta-button">Learn more →</span></div></a></div></li><li id="solutions" class="dropdown links"><a href="" class="label">Solutions</a><div class="content"><ul><li class="left"><div class="industries-wrapper"><h2>Industries</h2><ul class="links-list"><li class="industry-ecomm menu-item menu-item-type-post_type menu-item-object-page"><a href="https://www.dynamicyield.com/ecommerce/">eCommerce</a></li><li class="industry-finserv menu-item menu-item-type-post_type menu-item-object-page"><a href="https://www.dynamicyield.com/financial-services/">Financial Services</a></li><li class="industry-qsr menu-item menu-item-type-post_type menu-item-object-page"><a href="https://www.dynamicyield.com/restaurants/">Restaurants</a></li><li class="industry-grocery menu-item menu-item-type-post_type menu-item-object-page"><a href="https://www.dynamicyield.com/grocery/">Grocery</a></li><li class="industry-b2b menu-item menu-item-type-post_type menu-item-object-page"><a href="https://www.dynamicyield.com/b2b-ecommerce/">B2B eCommerce</a></li><li class="industry-travel menu-item menu-item-type-post_type menu-item-object-page"><a href="https://www.dynamicyield.com/travel/">Travel</a></li><li class="industry-gaming menu-item menu-item-type-post_type menu-item-object-page"><a href="https://www.dynamicyield.com/gaming/">iGaming</a></li><li class="industry-media menu-item menu-item-type-post_type menu-item-object-page"><a href="https://www.dynamicyield.com/media/">Media</a></li></ul></div></li><li class="right"><div class="channels-wrapper"><h2>Channels</h2><ul class="links-list"><li class="channels-web menu-item menu-item-type-custom menu-item-object-custom"><a href="/web/">Web<span>Create customer-centric web experiences</span></a></li><li class="channels-email menu-item menu-item-type-post_type menu-item-object-page"><a href="https://www.dynamicyield.com/channels/email/">Email<span>Personalize emails with a no-code builder</span></a></li><li class="channels-mobile-apps menu-item menu-item-type-post_type menu-item-object-page"><a href="https://www.dynamicyield.com/mobile/">Apps<span>Optimize mobile app experiences</span></a></li><li class="channels-ads menu-item menu-item-type-post_type menu-item-object-page"><a href="https://www.dynamicyield.com/advertising/">Ads<span>Improve customer acquisition results</span></a></li></ul></div></li></ul></div></li><li id="why-dynamic-yield" class="dropdown links"><a href="" class="label">Why Dynamic Yield</a><div class="content"><ul><li class="impact-wrapper"><h2>Proven impact and success services</h2><ul class="links-list"><li class=" menu-item menu-item-type-post_type menu-item-object-page"><a href="https://www.dynamicyield.com/clients/">Select customers</a></li><li class=" menu-item menu-item-type-custom menu-item-object-custom"><a href="/case-studies/">Case studies</a></li><li class=" menu-item menu-item-type-custom menu-item-object-custom"><a href="/customer-success/">Customer success services</a></li></ul></li><li class="scale-wrapper"><h2>Built for scale</h2><ul class="links-list"><li class=" menu-item menu-item-type-post_type menu-item-object-page"><a href="https://www.dynamicyield.com/enterprise-grade-personalization/">Enterprise-grade solutions</a></li><li class=" menu-item menu-item-type-custom menu-item-object-custom"><a href="/adaptml/">AI Technology</a></li><li class=" menu-item menu-item-type-post_type menu-item-object-page"><a href="https://www.dynamicyield.com/gdpr-and-privacy/">GDPR and data privacy</a></li><li class=" menu-item menu-item-type-post_type menu-item-object-page"><a href="https://www.dynamicyield.com/security/">Security</a></li><li class=" menu-item menu-item-type-post_type menu-item-object-page"><a href="https://www.dynamicyield.com/compliance/">Compliance</a></li></ul></li><li class="network-wrapper"><h2>Robust partner network</h2><ul class="links-list"><li class=" menu-item menu-item-type-post_type menu-item-object-page"><a href="https://www.dynamicyield.com/partners/">Partner library</a></li><li class=" menu-item menu-item-type-post_type menu-item-object-page"><a href="https://www.dynamicyield.com/partner-program/">Partnership program</a></li><li class=" menu-item menu-item-type-custom menu-item-object-custom"><a href="/partners/#technology-partners">Tech Partners and Integrations</a></li></ul></li><li class="resources-wrapper"><h2>Extensive product resources</h2><ul class="links-list"><li class=" menu-item menu-item-type-custom menu-item-object-custom"><a href="https://support.dynamicyield.com/hc/en-us">Knowledge Base</a></li><li class=" menu-item menu-item-type-custom menu-item-object-custom"><a href="http://academy.dynamicyield.com/">Academy & Certification</a></li><li class=" menu-item menu-item-type-custom menu-item-object-custom"><a href="https://support.dynamicyield.com/hc/en-us/community/topics">Community</a></li><li class=" menu-item menu-item-type-custom menu-item-object-custom"><a href="https://dy.dev/">API documentation</a></li></ul></li></ul><a href="https://www.dynamicyield.com/personalization-awards/" target="_self" class="banner"><div class="menu-banner"><div class="menu-cta--left"> <img src="/wp-content/uploads/2023/11/2023-award-badge.svg" width="60" height="60" /></div><div class="menu-cta--right"> <strong class="menu-cta-title">The Personalization Awards</strong> <span class="menu-cta-subtitle">Celebrating customers and partners setting the gold-standard for personalization</span> <span class="menu-cta-button">Learn more →</span></div></div></a></div></li><li id="company" class="dropdown button"><a href="" class="label">Company</a><div class="content"><ul class="links-list"><li class=" menu-item menu-item-type-custom menu-item-object-custom"><a href="https://www.mastercard.com/us/en/for-the-world/about-us.html">About us</a></li><li class=" menu-item menu-item-type-custom menu-item-object-custom"><a href="/blog/">Blog</a></li><li class=" menu-item menu-item-type-post_type menu-item-object-page"><a href="https://www.dynamicyield.com/labs/">DY Labs</a></li><li class=" menu-item menu-item-type-post_type menu-item-object-page"><a href="https://www.dynamicyield.com/careers/">Careers</a></li><li class=" menu-item menu-item-type-custom menu-item-object-custom"><a href="https://events.dynamicyield.com/">Events</a></li><li class=" menu-item menu-item-type-custom menu-item-object-custom"><a href="https://www.mastercard.com/us/en/news-and-trends/stories.html">Press</a></li><li class=" menu-item menu-item-type-post_type menu-item-object-page"><a href="https://www.dynamicyield.com/awards-and-recognitions/">Awards</a></li><li class=" menu-item menu-item-type-post_type menu-item-object-page"><a href="https://www.dynamicyield.com/contact/">Contact us</a></li><li class=" menu-item menu-item-type-custom menu-item-object-custom"><a href="/request-demo/">Request a demo</a></li></ul></div></li><li id="learning-center" class="dropdown links"><a href="" class="label">Learning Center</a><div class="content"><ul><li class="top"><ul class="links-list"><li class="resources-xp hidden-mobile menu-item menu-item-type-post_type menu-item-object-page"><a href="https://www.dynamicyield.com/learn/">Take your knowledge to exponential levels</a></li><li class="hidden-desktop menu-item menu-item-type-custom menu-item-object-custom"><a href="/learn/">XP<sup>2</sup> Hub<span>Take your knowledge to exponential levels</span></a></li><li class="resources-paths menu-item menu-item-type-post_type menu-item-object-page"><a href="https://www.dynamicyield.com/learning-paths/">Learning Paths<span>Curated courses on key skill areas</span></a></li><li class="resources-webinars menu-item menu-item-type-post_type menu-item-object-page"><a href="https://www.dynamicyield.com/talks/">Talks<span>Engaging discussions taking place in CX</span></a></li><li class="resources-articles menu-item menu-item-type-post_type menu-item-object-page"><a href="https://www.dynamicyield.com/articles/">Articles<span>An expansive collection of in-depth playbooks</span></a></li><li class="resources-glossary menu-item menu-item-type-custom menu-item-object-custom"><a href="/glossary-terms/">Encyclopedia<span>A glossary of experience optimization terms</span></a></li><li class="resources-use-cases menu-item menu-item-type-post_type menu-item-object-page"><a href="https://www.dynamicyield.com/personalization-examples/">Inspiration Library<span>Personalization examples from real brands</span></a></li><li class="resources-maturity menu-item menu-item-type-custom menu-item-object-custom"><a href="https://www.dynamicyield.com/personalization-maturity/"><strong class="badge-new">Personalization Maturity</strong><span>How global businesses prioritize personalization</span></a></li><li class="resources-guides menu-item menu-item-type-custom menu-item-object-custom"><a href="/guides/">Guides & reports<span>Comprehensive topic-specific materials</span></a></li><li class="resources-benchmarks menu-item menu-item-type-custom menu-item-object-custom"><a href="https://marketing.dynamicyield.com/benchmarks/">Benchmarks<span>Industry performance metrics and insights</span></a></li></ul></li><li class="bottom"><a href="/rooted-personalization/" target="_self"><div class="menu-banner"><div class="menu-cta--left"> <img src="/wp-content/uploads/2023/03/rooted-icon.svg" width="60" height="60" /></div><div class="menu-cta--right"> <strong class="menu-cta-title">Rooted Personalization<span>new</span></strong> <span class="menu-cta-subtitle">Learn a scalable methodology for building an audience-based personalization program.</span> <span class="menu-cta-button">Find out more →</span></div></div></a></li></ul></div></li><li class="contact top-link walker-last mobile-only menu-item menu-item-type-post_type menu-item-object-page" data-content="connect-with-us" title=""> <a href="https://www.dynamicyield.com/contact/"><span class="button-arrow">Connect with us</span></a></li></ul><div class="bg-layer" aria-hidden="true"></div></div></div></li></ul></nav></div><div class="topnav-buttons"><div class="language-switcher header-language-switcher"><ul><li>en<ul><li><a class="active" 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class="lc-header-right lc-flex"><ul class="lc-header-social lc-flex"><li class="et-social-icon"> <a href="#" title="Share on Facebook" class="icon" onclick="window.open('https://www.facebook.com/sharer/sharer.php?u=' + encodeURIComponent(document.URL) + '&t=' + encodeURIComponent(document.URL)); return false;"> <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 460.1990662 458.5138245"><path 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class="button-inner"> XP² Newsletter </span> </a></div></div></div><div class="lc-progress-wrap"><div class="lc-scroll-progress"></div></div></header><article id="post-120735" class="et_pb_post post-120735 post type-post status-publish format-standard has-post-thumbnail hentry category-product tag-affinity-profiling tag-affinity-based-personalization"><div class="article-content"><div class="article-breadcrumbs"> <a href="https://www.dynamicyield.com/blog/" title="Blog">Blog</a><ul class="post-categories"><li><a href="https://www.dynamicyield.com/blog/category/product/" rel="category tag">Product</a></li></ul></div><h1 class="article-title">Leverage a new class of affinity-based audiences for hyper-targeted experiences</h1><h2 class="article-excerpt">Create experiences the user is more likely to engage with now, and as their preferences change over time using affinty-based audiences.</h2><div class="article-authors lc-flex"><div class="article-author-box lc-col lc-flex"><div class="article-author-image lc-col"><div class="entry_author_image"><img src="https://www.dynamicyield.com/wp-content/authors/shana-126.jpg" alt="Shana Pilewski" width="76" height="76" /></div></div><div class="article-author-title lc-col"><div class="article-author-name"> <a href="https://www.dynamicyield.com/blog/author/shana/" title="Posts by Shana Pilewski" rel="author">Shana Pilewski</a></div><div class="article-author-title-text"> Senior Director of Marketing, Dynamic Yield</div></div></div></div><div class="entry-content article-entry-content"><p>Every user interaction with a site or app provides valuable signals about their preferences and intent. If a user adds an item to their cart, we can surmise an interest in some or all of the attributes associated with the particular product at hand. And combined with the significance and recency of the engagement, it can allow companies to both create experiences the user is more likely to engage with and better recognize changes in user preferences over time.</p><p>However, much of the rich browsing data described above has gone completely unused. Too complex to untangle and action as visitors become exposed to a wider range of brands, colors, styles, prices, and more, important correlations between the product a user is interacting with and it’s many attributes end up being missed.</p><p>To solve for this, Dynamic Yield now automatically collects, analyzes, and calculates this data to build unique affinity profiles for each individual in real-time. In turn, marketers can utilize these sophisticated new user segments across web, mobile, app, and email as well as in external third-party platforms like DMPs, BI tools, DSPs, and more.</p><h2>Dynamic Yield’s approach to affinity</h2><p>We’ve been in the game for a while now, and our affinity-based personalization capabilities are growing to support new and emerging applications as <a href="https://www.dynamicyield.com/blog/exposing-the-complexity-of-user-affinities/">the process of affinity modeling</a> evolves.</p><p>Our <a href="https://www.dynamicyield.com/recommendationsations/">recommendation engine</a> taps into direct engagement with product feed attributes, using data aggregated through rich affinity profiles to serve the most appropriate experience variations and products to each visitor. We also provide multiple methods and algorithms to power how these recommendations are personalized, allowing teams to employ deep learning and neural networks as well as continuously test and optimize a mix of affinity and popularity scores to best fit their needs.</p><p>And the affinity scores powering these recommendations don’t live behind gated walls. With our <a href="https://www.dynamicyield.com/blog/unified-customer-profile-apis/">Unified Customer Profile API</a>, this history of online activity can be fed through Dynamic Yield, or into any other system, such as a chatbot, smart TV, clienteling app, and more for the creation of other highly-tailored experiences. </p><p>For example, using our Affinity Profile tool, a new user who lands on a site for the very first time would have an empty affinity state.</p><p><img fetchpriority="high" decoding="async" src="/wp-content/uploads/2019/09/new-user-1.gif" alt="An affinity score populating as the user interacts with different products" width="1330" height="657" class="aligncenter size-full wp-image-103562" /></p><p>Over the course of the session, the user’s affinity score would begin to populate, with important actions and behaviors like visiting a product page or adding an item to the cart contributing to the calculation. Top values are then bucketed according to the various signals of intent for a high-level view depicting which interactions held the greatest significance. </p><p><img decoding="async" src="/wp-content/uploads/2019/09/affinity-values.png" alt="Top attribute values ranked by significance" width="1330" height="705" class="aligncenter size-full wp-image-103551" /></p><p>Furthermore, marketers can choose to drill into the user’s full profile, analyzing each of the values and attributes captured to better understand the nature of interactions made over time. For instance, what an individual’s score looks like for women’s products versus those for the home.</p><p><img decoding="async" src="/wp-content/uploads/2019/09/affinity-score-1.gif" alt="Diving into a user's affinity scores" width="1330" height="657" class="aligncenter size-full wp-image-103541" /></p><p>And because affinity profiling is tied to a product feed, we make it easy to explore a brand’s catalog, offering helpful suggestions for recommendations based on either a personalized algorithm a popularity-based approach. </p><p><img loading="lazy" decoding="async" src="/wp-content/uploads/2019/09/affinity-recs-1.gif" alt="Exploring recommendation strategies based on affinity vs popularity" width="1330" height="657" class="aligncenter size-full wp-image-103536" /></p><p>And the ability to action these valuable user attributes doesn’t end there. </p><h3>Making affinity targetable</h3><p>Up until now, if a marketer wanted to target an audience of people who had a high affinity to, say, the category ‘running,’ they would have to arbitrarily define the makeup of that segment through a series of targeting conditions. Based on historical interactions, this might be visitors who viewed 3 items or running products in the past week and who’s average order value (AOV) was above $75.</p><p>With Affinity-based conditions, visitors with preferences to specific brands, colors, categories, and other attributes from the product catalog can be segmented and automatically targeted without having to build the audience manually. </p><p><img loading="lazy" decoding="async" src="/wp-content/uploads/2019/09/affinity-ui-screenshot.png" alt="Targeting users by affinity with Dynamic Yield" width="1330" height="482" class="aligncenter size-full wp-image-103546" /></p><p>A few use cases of how teams leverage affinity profiles for the creation of highly-targeted experiences include:</p><ul><li>Promoting relevant products in the homepage banner for users with an affinity to brown boots</li><li>Reordering menu items within the navigation based on the user’s affinity to Men’s pants</li><li>Moving product rows up on the shoe category page to surface Nike before any other brand</li><li>Serving targeted discount notifications to users with an affinity to women and/or accessories.</li></ul><p>Additionally, you can breakdown any campaign report based on affinity segments, and have Dynamic Yield’s <a href="https://www.dynamicyield.com/predictive-targeting">Predictive Targeting</a> solution continuously analyze and identify opportunities to serve the most relevant content for each affinity audience segment.</p><h2>Turning complexity into actionability </h2><p>Affinity-based personalization opens up an entirely new world of potential, giving brands the power to capitalize on what they know about their customers but weren’t previously able to. We’re excited about what the future holds and hope you’ll stay tuned as we continue to expand our offering in this area.</p><p>If you want to learn more about our affinity-based personalization capabilities, <a href="https://www.dynamicyield.com/contact/">contact us here</a>. </p><style>.single .affinity-table.mobile{
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