{"id":2156,"date":"2024-10-10T17:13:14","date_gmt":"2024-10-10T17:13:14","guid":{"rendered":"https:\/\/gallivantcaravan.com\/?p=2156"},"modified":"2026-09-03T19:18:03","modified_gmt":"2026-09-03T19:18:03","slug":"data-segmentation-guide-4-techniques-2026","status":"publish","type":"post","link":"https:\/\/gallivantcaravan.com\/?p=2156","title":{"rendered":"Data Segmentation Guide: 4 Techniques 2026"},"content":{"rendered":"<p><img decoding=\"async\" class='wp-post-image' style='display: block;margin-left:auto;margin-right:auto;' src=\"data:image\/jpg;base64,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\" width=\"258px\" alt=\"data segmentation\"\/><\/p>\n<p><p>For example, if any machine learning model is tasked with the module of predicting customer behaviour for a service based on the model of subscriptions. Data segments help ensure that the model is exposed to a multitude of scenarios within the data sets which further improve the adaptability and robustness. Models that implement machine learning, especially in the niche of predictive analytics are largely reliable on the quality and preciseness of training data. This process improves <a href=\"https:\/\/10minutestorage.com\/ensuring-safe-storage-for-tablets-and-smartphones\/\">https:\/\/10minutestorage.com\/ensuring-safe-storage-for-tablets-and-smartphones\/<\/a> the model&#8217;s ability  to recognize patterns, resulting in accurate predictions.<\/p>\n<\/p>\n<ul>\n<li>Each of these techniques serves a specific purpose while the choice is dependent on the nature of the data and substantial analytical goals.<\/li>\n<li>As a result, they can increase the effectiveness of their marketing efforts and drive higher conversion rates.<\/li>\n<li>When customer data is segmented, product teams can identify which features are favored by specific groups and which are overlooked.<\/li>\n<li>Grouping data into categories helps identify errors, such as duplicates or inconsistent entries.<\/li>\n<li>A segmentation strategy is as good as the data segmentation tool that supports it.<\/li>\n<\/ul>\n<p><p>The mix of these couple profiling approaches can provide B2B sales and marketing teams with a standard yet useful manual on what profiles tend to respond well to a certain type of stimulus. Once the outcome of the interaction a company had with the customer is registered, analysts can confirm what customer data segmentation tactics were the most relevant. To build up a solid buyer persona, a certain amount of customer data segmentation must have already been conducted to designate what criteria must be considered in the first place. Every single action taken by a digital user leaves a data footprint that can be used to understand how, when, and where your contacts are more and less engaged by your digital efforts. In other words, the goal of this class is to recognize the relationship between your leads and the digital platforms your company uses to communicate with them.<\/p>\n<\/p>\n<p><img decoding=\"async\" class='aligncenter' style='display: block;margin-left:auto;margin-right:auto;' src=\"data:image\/jpeg;base64,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\" width=\"252px\" alt=\"data segmentation\"\/><\/p>\n<p><p>Our mission is to help technology buyers make better purchasing decisions, so we provide you with information for all vendors \u2014 even those that don&#8217;t pay us. Data can be transmitted, stored, analyzed, and stolen from a variety of physical and virtual locations at any time. In a 5G and eventual 6G world, data segmentation matters more than ever before because not all data access happens right under our noses anymore. This makes any data that is processed or stored on these devices more vulnerable to attacks, unless IT professionals apply data segmentation to their databases and define security parameters for each set of segmented data. Organizing and securing data through data segmentation decreases the accessibility of your network\u2019s total attack surface, protecting against attacks whether internal or external, accidental or intentional.<\/p>\n<\/p>\n<p><h2>Data Segmentation Techniques for Businesses<\/h2>\n<\/p>\n<p><p>In machine learning, the effective utilization of data is paramount. Our team of data-wise experts develops and maintains scalable, high-quality data architecture and foundations for optimizing analytics as well as modern approaches to data integration. Implementing the right data segmentation strategy helps businesses go beyond the limits of legacy business intelligence technology and processes.<\/p>\n<\/p>\n<p><img decoding=\"async\" class='aligncenter' style='display: block;margin-left:auto;margin-right:auto;' src=\"data:image\/jpeg;base64,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\" width=\"252px\" alt=\"data segmentation\"\/><\/p>\n<p><h2>SQL Data Segmentation:<\/h2>\n<\/p>\n<p><p>Whether it is the segmentation of customer databases or the analysis of sales data, SQL is a provision of a structured and efficient dissection of datasets into meaningful components. Data segmentation in SQL is achieved through the implementation of queries that filter, group and aggregate data based on specific conditions. Each of these techniques serves a specific purpose while the choice is dependent on the nature of the data and substantial analytical goals. They are leveraged through deep learning, a subset of machine learning, for tasks like image and speech recognition. These models are quite helpful in the classification of problems where the major goal is assigning a specific label to each data point. For example, an online retailer can implement clustering to group customers who have similar purchasing behaviour which will facilitate the sales team to improve their email marketing effectiveness.<\/p>\n<\/p>\n<p><div style='text-align:center'><iframe width='561' height='316' src='https:\/\/www.youtube.com\/embed\/oYUcl_cqKcs' frameborder='0' alt='data segmentation' allowfullscreen><\/iframe><\/div>\n<\/p>\n<p><h2>Data Segmentation and Personal Data Protection<\/h2>\n<\/p>\n<p><img decoding=\"async\" class='aligncenter' style='display: block;margin-left:auto;margin-right:auto;' src=\"data:image\/jpeg;base64,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\" width=\"255px\" alt=\"data segmentation\"\/><\/p>\n<p><p>For instance, a health tech startup developing a fitness app might segment its user data into <a href=\"https:\/\/www.homeofamazing.com\/what-are-the-best-smart-home-hubs-for-connectivity\/\">https:\/\/www.homeofamazing.com\/what-are-the-best-smart-home-hubs-for-connectivity\/<\/a> groups based on age, fitness goals, and activity levels. By analyzing user demographics, preferences, and behavior, startups can target their marketing efforts to reach the most receptive audience. In a startup context, data segmentation can help identify the most promising customer segments for a new product or service.<\/p>\n<\/p>\n<p><img decoding=\"async\" class='aligncenter' style='display: block;margin-left:auto;margin-right:auto;' src=\"data:image\/png;base64,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\" width=\"253px\" alt=\"data segmentation\"\/><\/p>\n<p><p>Selecting the right combo (just one tool is usually not enough) also depends on what channels are picking the most data, the number of profiles your company works with every day, and what is your goal with the segmented data. Use a platform like Numerous to visualize goals and outcomes, ensuring <a href=\"https:\/\/gleecus.com\/blogs\/transformative-benefits-automation-healthcare\/\">https:\/\/gleecus.com\/blogs\/transformative-benefits-automation-healthcare\/<\/a> everyone has a shared understanding. By categorizing users based on device type or CRM, you can tailor feature gating and sales targeting campaigns. The scalability of data segmentation techniques is crucial to ensure the efficiency and timelines required in decision-making.<\/p>\n<\/p>\n<ul>\n<li>Data can be transmitted, stored, analyzed, and stolen from a variety of physical and virtual locations at any time.<\/li>\n<li>This approach is particularly useful when dealing with large datasets where manually labeling each instance is impractical or when the underlying patterns in the data are unknown.<\/li>\n<li>Static models of segmentation quickly become obsolete which necessitates a proactive approach that monitors and updates segmentation based on evolving trends and shifts in the business landscape.<\/li>\n<li>Reducing churn helps maintain higher customer lifetime value.<\/li>\n<li>Models that implement machine learning, especially in the niche of predictive analytics are largely reliable on the quality and preciseness of training data.<\/li>\n<\/ul>\n<p><h2>Challenges of Data Segmentation<\/h2>\n<\/p>\n<p><p>There are various types of data segmentation, each with its own unique benefits. AI-powered data segmentation also reduces the risk of data management errors such as human bias. AI also allows marketers to quickly segment experiences for customers based on their behaviors and preferences. The use of artificial intelligence (AI) in data segmentation is becoming increasingly popular. Using data segmentation, businesses are better equipped to make decisions that will help them grow and succeed in their industry. In this complete guide to data segmentation, we&#8217;ll discuss what data segmentation is, the types of data segmentation, and ways you can use data segmentation to improve your business.<\/p>\n<\/p>\n<p><div style='text-align:center'><iframe width='569' height='312' src='https:\/\/www.youtube.com\/embed\/VLiFElTFm40' frameborder='0' alt='data segmentation' allowfullscreen><\/iframe><\/div>\n<\/p>\n<p><p>Uncover the strategies behind data  segmentation and its impact on business insights, and learn about data segmentation techniques and applications. In conclusion, data segmentation is a powerful technique that enables organizations to gain valuable insights and cater to specific customer groups or audiences. In both of these examples, segmentation simplifies organization and improves the overall efficiency and effectiveness of finding what you need. For instance, a digital marketing agency helping a client promote a luxury travel service could segment the target audience based on income levels, travel preferences, and previous travel history. This segmentation could help them identify untapped market opportunities or advise their clients on how to differentiate their offerings based on specific customer segments. By segmenting market data, consultants can provide more tailored insights and recommendations to their clients.<\/p>\n<\/p>\n<p><p>Over time, this improves the overall quality of the dataset. Grouping data into categories helps identify errors, such as duplicates or inconsistent entries. When customer data is segmented, product teams can identify which features are favored by specific groups and which are overlooked.<\/p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>For example, if any machine learning model is tasked with the module of predicting customer behaviour for a service based on the model of subscriptions. Data segments help ensure that the model is exposed to a multitude of scenarios within the data sets which further improve the adaptability and robustness. Models that implement machine learning, [&hellip;]<\/p>\n","protected":false},"author":32,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[189],"tags":[],"class_list":["post-2156","post","type-post","status-publish","format-standard","hentry","category-data-protection-news"],"_links":{"self":[{"href":"https:\/\/gallivantcaravan.com\/index.php?rest_route=\/wp\/v2\/posts\/2156","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/gallivantcaravan.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/gallivantcaravan.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/gallivantcaravan.com\/index.php?rest_route=\/wp\/v2\/users\/32"}],"replies":[{"embeddable":true,"href":"https:\/\/gallivantcaravan.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=2156"}],"version-history":[{"count":1,"href":"https:\/\/gallivantcaravan.com\/index.php?rest_route=\/wp\/v2\/posts\/2156\/revisions"}],"predecessor-version":[{"id":2157,"href":"https:\/\/gallivantcaravan.com\/index.php?rest_route=\/wp\/v2\/posts\/2156\/revisions\/2157"}],"wp:attachment":[{"href":"https:\/\/gallivantcaravan.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=2156"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/gallivantcaravan.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=2156"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/gallivantcaravan.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=2156"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}