{"id":10774,"date":"2026-02-09T18:40:29","date_gmt":"2026-02-10T00:40:29","guid":{"rendered":"https:\/\/attentionmedia.io\/?p=10774"},"modified":"2026-02-09T18:40:29","modified_gmt":"2026-02-10T00:40:29","slug":"why-context-matters-more-than-data-in-personalization","status":"publish","type":"post","link":"https:\/\/attentionmedia.io\/?p=10774","title":{"rendered":"Why context matters more than data in personalization"},"content":{"rendered":"<div><img fetchpriority=\"high\" decoding=\"async\" width=\"800\" height=\"533\" src=\"https:\/\/martech.org\/wp-content\/uploads\/2026\/02\/context-800x533.png\" class=\"attachment-large size-large wp-post-image\" alt=\"\" \/><\/div>\n<p>Personalization is often treated like a data problem. Do you have enough attributes? Are your segments sophisticated enough? Is your tech stack capable of supporting it?<\/p>\n<p>While <a href=\"https:\/\/martech.org\/why-behavioral-segmentation-beats-personas-for-real-personalization\/\" target=\"_blank\" rel=\"noopener\">those questions matter<\/a>, the secret sauce is understanding the context behind a person\u2019s interaction with your brand at a given moment. A frequent traveler might visit an airline\u2019s website one day to research a family vacation. The next time they see, they might be booking a flight for work. Their attitudinal profile hasn\u2019t changed, but what their context \u2014 and therefore what they want from you \u2014 has.<\/p>\n<p>The real work of personalization begins when you marry behavioral segments with specific contexts. We call these scenarios, and they\u2019re the bridge between knowing your customer and actually serving them.<\/p>\n<h2 class=\"wp-block-heading\">Scenario-based design amplifying personalized experiences<\/h2>\n<p>Scenarios connect behavioral segments with specific, real-world contexts, describing a clear situation, what someone is trying to do and what\u2019s likely to happen next. They\u2019re intentionally specific and deterministic, mapping decision points and potential pathways.<\/p>\n<p>In a retail example, a business might focus on a customer trying to return an online purchase in-store, mapping out two paths \u2014 one before the brand\u2019s return window has technically closed and another after the return window has closed. Regardless of segment, the intended result is the same because the context is the same.\u00a0<\/p>\n<p>In both scenarios, you want to think about how each of your behavioral segments would react and what information they\u2019d need to feel comfortable moving forward. The goal is to design a path to the intended result that\u2019s as frictionless as possible. The way each moment is delivered \u2014 or, perhaps, even how many moments there are \u2014 changes based on the segment.<\/p>\n<p>On an operations level, each scenario branch has the potential to introduce the need for new processes, new content and sometimes new channels or tools. These are mapped and documented. They become part of the holistic design.<\/p>\n<p><strong><em>Dig deeper: <a href=\"https:\/\/martech.org\/ais-personalization-magic-starts-with-the-data-you-cant-see\/\" target=\"_blank\" rel=\"noopener\">AI\u2019s personalization magic starts with the data you can\u2019t see<\/a><\/em><\/strong><\/p>\n<h2 class=\"wp-block-heading\">From theory to practice: Running a scenario workshop<\/h2>\n<p>How do you actually build these scenarios? In my work, I start with workshops that bring together a cross-functional team that understands your business, your customers and your operational realities. My team creates 5-10 strawman scenarios and brings them to the workshop. Together, we walk through each one, evaluating accuracy, frequency and impact.<\/p>\n<p>Some scenarios get refined. Others get cut entirely. The goal isn\u2019t to cover everything. It\u2019s about focusing on the moments that will have a real impact on your customers and your business. Ultimately, you have to prioritize. Select no more than three to start. Then the real work begins.<\/p>\n<p>Here\u2019s a simple view of the process:<\/p>\n<ul class=\"wp-block-list\">\n<li><strong>Start mapping:<\/strong> For each scenario, you blueprint the as-is experience, the default way things work today. You document every step from the customer\u2019s perspective. What do they see? What do they do? Where do they get stuck and why?<\/li>\n<li><strong>Identify opportunities within the current experience:<\/strong> Where are the gaps? Where does the experience break down? Where could you add value, remove friction or anticipate a need before the customer even realizes it?<\/li>\n<li><strong>Design the to-be experience:<\/strong> Start with the ideal foundational experience \u2014 the default. Once you have the default experience, start layering in your segments. Within any given scenario, different segments will need other things.<\/li>\n<li><strong>Stress test it:<\/strong> You don\u2019t just design in a vacuum. You prototype, interview customers by segment and validate your assumptions against real behavior. You\u2019re looking for proof that the experience you\u2019re designing actually resonates.<\/li>\n<\/ul>\n<h2 class=\"wp-block-heading\">Don\u2019t boil the ocean: Prioritize the moments that matter\u00a0<\/h2>\n<p>Not every scenario can launch at once. Once you\u2019ve mapped out your to-be experiences, you need to prioritize. What\u2019s internally feasible immediately vs down the road? What level of effort is required? What\u2019s the timeline? And, critically, what\u2019s the consumer appetite for this change?<\/p>\n<p>You also need to define success. How will you know this scenario-based personalization is working? If your call center is fielding 100 calls a day from customers who can\u2019t figure out how to return something in-store, maybe the goal is to cut that to 50. <\/p>\n<p>You build your success metrics around real outcomes, not vanity metrics. Did they engage with the message about return policies? Did they complete the return without needing support? Did they come back and buy again? Any of those outcomes can be deemed a success, depending on the goal.<\/p>\n<p>Customers engaged via active, context-driven personalization are 2.3 times more likely to confidently complete critical purchase decisions, <a href=\"https:\/\/www.gartner.com\/en\/newsroom\/press-releases\/2025-06-03-gartner-survey-reveals-personalization-can-triple-the-likelihood-of-customer-regret-at-key-journey-points\" target=\"_blank\" rel=\"noopener\">according to Gartner research<\/a>. That kind of improvement translates directly to customer satisfaction and marketing ROI.\u00a0<\/p>\n<p><strong><em>Dig deeper: <a href=\"https:\/\/martech.org\/ai-is-turning-personalization-into-a-two-way-conversation\/\" target=\"_blank\" rel=\"noopener\">AI is turning personalization into a two-way conversation<\/a><\/em><\/strong><\/p>\n<h2 class=\"wp-block-heading\">The operational reality of personalization at scale\u00a0<\/h2>\n<p>Here\u2019s where it can get hard. When you\u2019re talking about hundreds of scenarios and five or more segments per scenario, you\u2019re building a complex system. That system requires real operational muscle.<\/p>\n<p>On the content side, you need to shift tone, messaging and visuals to match different segments and scenarios, which isn\u2019t a small lift. It might also require operational changes beyond marketing. Maybe you\u2019ve never allowed online orders to be returned in stores, so now you need to change a policy. You need to train staff to facilitate those returns. You need to update your point-of-sale system.<\/p>\n<p>You might discover that, to deliver personalized experiences at this level, you need technical infrastructure you don\u2019t currently have. Real-time data becomes critical. You might need a <a href=\"https:\/\/martech.org\/5-ways-a-b2b-cdp-transforms-your-marketing-and-sales-alignment\/\" target=\"_blank\" rel=\"noopener\">customer data platform<\/a> to unify information across systems. You might need SMS capabilities or sentiment listening technology for your call center. Some segments or scenarios might surface needs that are entirely specific to them, including new data sources, integrations or tools.<\/p>\n<p>Personalization isn\u2019t a marketing exercise. It touches operations, technology, data management, training, policy and more. It requires cross-functional collaboration and a willingness to change how your business actually works, not just how it talks to customers.<\/p>\n<p><a href=\"https:\/\/www.mckinsey.com\/featured-insights\/mckinsey-explainers\/what-is-personalization\" target=\"_blank\" rel=\"noopener\">McKinsey research<\/a> shows that personalization can reduce customer acquisition costs by up to 50%, lift revenues by 5 to 15% and increase marketing ROI by 10 to 30%. But the key stat is this: Companies with faster growth rates derive 40% more of their revenue from personalization than their slower-growing counterparts. The difference isn\u2019t just doing personalization but doing it right, at scale, with the operational and technical infrastructure to support it.<\/p>\n<h2 class=\"wp-block-heading\">Why it\u2019s worth the effort\u00a0<\/h2>\n<p>I know this sounds like a lot. It is. The good news is that we now have AI and machine learning that can help pattern match, test, iterate and respond more quickly and with greater accuracy. <a href=\"https:\/\/www.forrester.com\/blogs\/the-forrester-wave-customer-journey-orchestration-platforms-q2-2024-is-live\/\" target=\"_blank\" rel=\"noopener\">Research from Forrester<\/a> shows that journey-centric organizations are now managing journeys at scale, using AI-enabled tools to assess impact, prioritize scenarios and aid in scenario planning. And, of course, AI will play a critical role in the content supply chain to help create and vet variations of message and content. These gaps were previously barriers to even attempting this type of personalization.<\/p>\n<p>But as I\u2019ve said before, you still need intelligent humans and a plan. Even with AI, there\u2019s real work to be done. The alternative is to continue treating personalization as a surface-level tactic, swapping out a name in an email subject line and calling it a day. That approach doesn\u2019t build trust. It doesn\u2019t create loyalty. And increasingly, it doesn\u2019t drive results.<\/p>\n<p>When you design for context, when you build experiences around scenarios that reflect the reality of your customers\u2019 lives, you\u2019re doing something fundamentally different. You\u2019re showing them that you see them, that you understand the complications, trade-offs and messiness of their experience. That creates emotional connection and drives long-term value.<\/p>\n<p>Behavioral segmentation gets you to the door. Scenarios open it and invite your customer in. Together, they transform personalization from a buzzword into a business advantage.<\/p>\n<p><strong><em>Dig deeper: <a href=\"https:\/\/martech.org\/the-overlooked-infrastructure-problem-holding-personalization-back\/\" target=\"_blank\" rel=\"noopener\">The overlooked infrastructure problem holding personalization back<\/a><\/em><\/strong><\/p>\n<p><!-- START INLINE FORM --><\/p>\n<div class=\"nl-inline-form border py-2 px-1 my-2\">\n<div class=\"row align-items-center justify-content-center nl-inline-container\">\n<div class=\"col-12 pb-1\">\n<p class=\"inline-form-text text-center mb-0\">Fuel up with free marketing insights.<\/p>\n<\/div>\n<div class=\"col-12 col-lg-auto pb-2 pb-lg-0\">\n<p class=\"inline-form-text text-center mb-0\">Email:<\/p>\n<\/div>\n<div class=\"col-12 col-lg-8 pe-lg-0\">\n<div class=\"form-nl-inline\"><\/div>\n<\/div>\n<div class=\"col-12 col-lg-auto\">\n<p class=\"text-center mb-0\"><a class=\"nl-terms\" href=\"https:\/\/martech.org\/terms-of-service\/\" target=\"_blank\" aria-label=\"opens in a new tab\">See terms.<\/a><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p><!-- END INLINE FORM --><\/p>\n<p>The post <a href=\"https:\/\/martech.org\/why-context-matters-more-than-data-in-personalization\/\">Why context matters more than data in personalization<\/a> appeared first on <a href=\"https:\/\/martech.org\/\">MarTech<\/a>.<\/p>","protected":false},"excerpt":{"rendered":"<p>Personalization is often treated like a data problem. Do you have enough attributes? Are your segments sophisticated enough? Is your tech stack capable of supporting it? While those questions matter, the secret sauce is understanding the context behind a person\u2019s interaction with your brand at a given moment. A frequent traveler might visit an airline\u2019s &hellip; <\/p>\n<p class=\"link-more\"><a href=\"https:\/\/attentionmedia.io\/?p=10774\" class=\"more-link\">Read more<span class=\"screen-reader-text\"> &#8220;Why context matters more than data in personalization&#8221;<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-10774","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-uncategorized"],"featured_media_urls":{"thumbnail":["https:\/\/martech.org\/wp-content\/uploads\/2026\/02\/context-800x533.png",0,0,false],"medium":["https:\/\/martech.org\/wp-content\/uploads\/2026\/02\/context-800x533.png",0,0,false],"medium_large":["https:\/\/martech.org\/wp-content\/uploads\/2026\/02\/context-800x533.png",0,0,false],"large":["https:\/\/martech.org\/wp-content\/uploads\/2026\/02\/context-800x533.png",0,0,false],"1536x1536":["https:\/\/martech.org\/wp-content\/uploads\/2026\/02\/context-800x533.png",0,0,false],"2048x2048":["https:\/\/martech.org\/wp-content\/uploads\/2026\/02\/context-800x533.png",0,0,false],"inspiro-featured-image":["https:\/\/martech.org\/wp-content\/uploads\/2026\/02\/context-800x533.png",0,0,false],"inspiro-loop":["https:\/\/martech.org\/wp-content\/uploads\/2026\/02\/context-800x533.png",0,0,false],"inspiro-loop@2x":["https:\/\/martech.org\/wp-content\/uploads\/2026\/02\/context-800x533.png",0,0,false],"portfolio_item-thumbnail":["https:\/\/martech.org\/wp-content\/uploads\/2026\/02\/context-800x533.png",0,0,false],"portfolio_item-thumbnail@2x":["https:\/\/martech.org\/wp-content\/uploads\/2026\/02\/context-800x533.png",0,0,false],"portfolio_item-masonry":["https:\/\/martech.org\/wp-content\/uploads\/2026\/02\/context-800x533.png",0,0,false],"portfolio_item-masonry@2x":["https:\/\/martech.org\/wp-content\/uploads\/2026\/02\/context-800x533.png",0,0,false],"portfolio_item-thumbnail_cinema":["https:\/\/martech.org\/wp-content\/uploads\/2026\/02\/context-800x533.png",0,0,false],"portfolio_item-thumbnail_portrait":["https:\/\/martech.org\/wp-content\/uploads\/2026\/02\/context-800x533.png",0,0,false],"portfolio_item-thumbnail_portrait@2x":["https:\/\/martech.org\/wp-content\/uploads\/2026\/02\/context-800x533.png",0,0,false],"portfolio_item-thumbnail_square":["https:\/\/martech.org\/wp-content\/uploads\/2026\/02\/context-800x533.png",0,0,false]},"_links":{"self":[{"href":"https:\/\/attentionmedia.io\/index.php?rest_route=\/wp\/v2\/posts\/10774","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/attentionmedia.io\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/attentionmedia.io\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/attentionmedia.io\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/attentionmedia.io\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=10774"}],"version-history":[{"count":0,"href":"https:\/\/attentionmedia.io\/index.php?rest_route=\/wp\/v2\/posts\/10774\/revisions"}],"wp:attachment":[{"href":"https:\/\/attentionmedia.io\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=10774"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/attentionmedia.io\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=10774"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/attentionmedia.io\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=10774"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}