{"id":39270,"date":"2023-03-31T07:23:07","date_gmt":"2023-03-31T07:23:07","guid":{"rendered":"https:\/\/userpilot.com\/blog\/customer-attrition-analysis\/"},"modified":"2026-04-01T08:18:41","modified_gmt":"2026-04-01T08:18:41","slug":"customer-attrition-analysis","status":"publish","type":"post","link":"https:\/\/userpilot.com\/blog\/customer-attrition-analysis\/","title":{"rendered":"How To Conduct a Customer Attrition Analysis &#038; Use It To Improve Retention?"},"content":{"rendered":"<p>Trying to reduce churn but don\u2019t know where to start with customer attrition analysis?<\/p>\n<p>Customer attrition takes place when customers leave your product or service. While it&#8217;s not possible for customer churn to be zero, you can always keep it at an acceptable level by adopting the right tactics.<\/p>\n<p>Attrition analysis allows you to leverage the right tools and strategies to <a href=\"https:\/\/userpilot.com\/blog\/increase-user-engagement\/\">improve user engagement<\/a> and satisfaction.<\/p>\n<p>So let&#8217;s find out how to achieve this and boost <a href=\"https:\/\/userpilot.com\/solutions\/customer-retention-software\" target=\"_blank\" rel=\"noopener noreferrer\">customer retention<\/a>.<\/p>\n<h2>Summary of a customer attrition analysis<\/h2>\n<ul>\n<li>Customer attrition occurs when customers stop doing business with you.<\/li>\n<li>Churn analysis is the process used to convert data into actionable insights that can be applied to <a href=\"https:\/\/userpilot.com\/blog\/osano-case-study-churn-reduction\/\">churn reduction<\/a> strategies.<\/li>\n<li>You should track and analyze churn data every month to respond quickly to changing rates.<\/li>\n<li>The 6 key customer churn metrics are customer retention rate, customer churn rate, <a href=\"https:\/\/userpilot.com\/blog\/nps-survey-best-practices-saas\/\" target=\"_blank\" rel=\"noopener noreferrer\">Net Promoter Score<\/a>, customer health score, customer satisfaction score, and <a href=\"https:\/\/userpilot.com\/blog\/customer-engagement-analytics\/\" target=\"_blank\" rel=\"noopener noreferrer\">customer engagement<\/a> rate.<\/li>\n<li>To perform attrition analysis, track in-app user engagement, gather <a href=\"https:\/\/userpilot.com\/blog\/user-feedback\/\" target=\"_blank\" rel=\"noopener noreferrer\">user feedback<\/a>, <a href=\"https:\/\/userpilot.com\/blog\/user-segmentation\/\" target=\"_blank\" rel=\"noopener noreferrer\">segment customers<\/a> based on engagement and satisfaction, send churn surveys, and get an analysis overview on the dashboard.<\/li>\n<li>To <a href=\"https:\/\/userpilot.com\/blog\/negative-churn-saas\/\" target=\"_blank\" rel=\"noopener noreferrer\">reduce churn<\/a>, proactively reach out to high-risk customers, offer in-app self-service support, and run <a href=\"https:\/\/userpilot.com\/blog\/alternatives-to-ab-testing\/\" target=\"_blank\" rel=\"noopener noreferrer\">A\/B tests<\/a> for product optimization.<\/li>\n<\/ul>\n<h2 id=\"3embo\">What is customer attrition?<\/h2>\n<p><a href=\"https:\/\/userpilot.com\/blog\/customer-attrition\/\" target=\"_blank\" rel=\"noopener noreferrer\">Customer attrition<\/a> is the loss of customers from your business. In SaaS, it&#8217;s more popularly known as customer churn and occurs when your product or service fails to offer continuous value to customers.<\/p>\n<p>Mathematically speaking, customer attrition is the percentage of customers lost over a specific period. To calculate the customer churn rate, divide the number of customers who left in a given period by the number of customers present at the beginning of that period.<\/p>\n<figure class=\"image strchf-type-image regular strchf-size-regular strchf-align-center\"><picture><source srcset=\"https:\/\/blog-static.userpilot.com\/blog\/wp-content\/uploads\/2025\/10\/customer-attrition_ffa24fd913dff9b2363575c8896e4e36_800.png 1x\" media=\"(max-width: 768px)\" \/><source srcset=\"https:\/\/blog-static.userpilot.com\/blog\/wp-content\/uploads\/2025\/10\/customer-attrition_ffa24fd913dff9b2363575c8896e4e36_800.png 1x\" media=\"&quot;(mi&lt;\/p\" \/><\/picture>\n<h2 id=\"dla89\">What is customer attrition analysis?<\/h2>\n<p><a href=\"https:\/\/userpilot.com\/blog\/churn-analytics\/\" target=\"_blank\" rel=\"noopener noreferrer\">Customer churn analysis<\/a> is the process used to leverage data to answer the four primary questions about churn:<\/p>\n<ol type=\"1\">\n<li>Which customers are leaving your product?<\/li>\n<li>Why are they churning?<\/li>\n<li>Which customers are likely to leave soon?<\/li>\n<li>What can you do to reduce churn?<\/li>\n<\/ol>\n<p>For SaaS businesses, the churn rate shouldn&#8217;t exceed <a href=\"https:\/\/messaged.com\/saas-churn-benchmarks-metrics#saas-churn-benchmarks\" target=\"_blank\" rel=\"nofollow noopener\">5%-7%<\/a>. However, flaws in your product or negligence toward changing customer needs can greatly disappoint customers and push churn up to even 20%.<\/p>\n<p>Analyzing the data from churn analysis should give you actionable insights into <a href=\"https:\/\/userpilot.com\/blog\/reasons-for-customer-churn\/\" target=\"_blank\" rel=\"noopener noreferrer\">the drivers of churn<\/a> and how to minimize this. You can identify and remove friction points, enhance the customer experience, and optimize your product to address rising churn rates.<\/p>\n<h2 id=\"9m22o\">Customer churn analysis vs customer attrition analysis<\/h2>\n<p>So far, the article has used the words &#8216;churn&#8217; and &#8216;attrition&#8217; interchangeably because there&#8217;s no difference between <a href=\"https:\/\/userpilot.com\/blog\/customer-churn-analysis\/\">customer churn analysis<\/a> and customer attrition analysis. They are the same process with different names.<\/p>\n<h2 id=\"31dbj\">How often should you analyze churn?<\/h2>\n<p>You should monitor and <a href=\"https:\/\/userpilot.com\/blog\/customer-churn-data\/\" target=\"_blank\" rel=\"noopener noreferrer\">analyze churn<\/a> data every month. This will make sure you don&#8217;t lose sight of any rise or fall in churn rates.<\/p>\n<p>Therefore, you can avoid losing more customers by stepping in with solutions at the right time. You can also check the impact of any improvements to your product or customer service on the churn rates.<\/p>\n<p>You can see from the graph below that about two-thirds of the businesses from the Databox survey said they perform customer attrition analysis monthly.<\/p>\n<figure class=\"image strchf-type-image regular strchf-size-regular strchf-align-center\"><picture><source srcset=\"https:\/\/blog-static.userpilot.com\/blog\/wp-content\/uploads\/2025\/10\/track-churn-frequency-report_4cc802e503c137c9ee7163503f64a9a0_800.png 1x, https:\/\/images.storychief.com\/account_6827\/track-churn-frequency-report_4cc802e503c137c9ee7163503f64a9a0_1600.png 2x\" media=\"(max-width: 768px)\" \/><source srcset=\"https:\/\/blog-static.userpilot.com\/blog\/wp-content\/uploads\/2025\/10\/track-churn-frequency-report_4cc802e503c137c9ee7163503f64a9a0_800.png 1x, https:\/\/images.storychief.com\/account_6827\/track-churn-frequency-report_4cc802e503c137c9ee7163503f64a9a0_1600.png 2x\" media=\"(min-width: 769px)\" \/><img decoding=\"async\" src=\"https:\/\/blog-static.userpilot.com\/blog\/wp-content\/uploads\/2025\/10\/track-churn-frequency-report_4cc802e503c137c9ee7163503f64a9a0_800.png\" alt=\"track-churn-frequency-report.png\" \/><\/picture><figcaption>Track churn frequency.<\/figcaption><\/figure>\n<h2 id=\"6q3to\">What metrics should you track for customer attrition analysis?<\/h2>\n<p>SaaS companies need to track a number of key metrics to ensure high product performance and customer satisfaction. Let&#8217;s briefly go over the six customer churn metrics that you should track regularly.<\/p>\n<ol type=\"1\">\n<li><strong><a href=\"https:\/\/userpilot.com\/blog\/average-churn-rate-for-saas\/\" target=\"_blank\" rel=\"noopener noreferrer\">Churn rate<\/a><\/strong>: This measures the percentage of customers who stop using your product within a given period. Monitoring the churn rate monthly helps you identify when to intervene with <a href=\"https:\/\/userpilot.com\/blog\/churn-management-basics\/\" target=\"_blank\" rel=\"noopener noreferrer\">churn prevention strategies<\/a>.<\/li>\n<li><strong>Retention rate<\/strong>: This is the opposite of churn rate and measures the percentage of customers who renew their subscriptions. To calculate it, subtract the churn rate from 100%. <a href=\"https:\/\/userpilot.com\/blog\/user-retention\/\" target=\"_blank\" rel=\"noopener noreferrer\">Maintaining high retention rates<\/a> is essential for subscription-based businesses.<\/li>\n<li><strong>Customer health score<\/strong>: This metric predicts the likelihood of a customer churning or staying loyal. It helps you <a href=\"https:\/\/userpilot.com\/blog\/at-risk-customers\/\" target=\"_blank\" rel=\"noopener noreferrer\">identify customers who are at risk of churning<\/a> and address their issues proactively.<\/li>\n<li><strong><a href=\"https:\/\/userpilot.com\/blog\/customer-satisfaction-benchmarking\/\" target=\"_blank\" rel=\"noopener noreferrer\">Customer satisfaction score<\/a><\/strong>: This measures how satisfied customers are with specific experiences, such as using new features or resolving support tickets. Low satisfaction scores indicate that you need to investigate and fix issues to prevent churn.<\/li>\n<li><strong>Net Promoter Score<\/strong>: This measures customer satisfaction and loyalty by asking them to rate their likelihood of recommending your product. <a href=\"https:\/\/userpilot.com\/blog\/nps-detractors-guide\/\" target=\"_blank\" rel=\"noopener noreferrer\">Detractors<\/a>, customers who score 6 or below, are at high risk of churning. You can follow up with these customers to <a href=\"https:\/\/userpilot.com\/blog\/build-in-app-surveys-saas\/\" target=\"_blank\" rel=\"noopener noreferrer\">collect feedback<\/a> and take action.<\/li>\n<li><strong><a href=\"https:\/\/userpilot.com\/blog\/product-engagement-metrics\/\" target=\"_blank\" rel=\"noopener noreferrer\">Customer engagement rate<\/a><\/strong>: This measures how engaged your customers are with your product. High engagement rates indicate that customers frequently use core features, renew their subscriptions, and upgrade.<\/li>\n<\/ol>\n<h2 id=\"24p16\">Customer attrition analytics process: How to do it right?<\/h2>\n<p>Because customer churn is induced by a multitude of factors, your attrition analytics process should be robust enough to reveal all unhappy customers and their sources of dissatisfaction.<\/p>\n<p>Here&#8217;s what you can do to get the process right.<\/p>\n<h3 id=\"721q5\">Track in-app user engagement and identify behavioral patterns<\/h3>\n<p>Predictive <a href=\"https:\/\/userpilot.com\/blog\/churn-analytics\/\">churn analytics<\/a> is critical to identifying customers at risk of churn. And one of the most effective ways of gathering relevant and accurate data is by using <a href=\"https:\/\/userpilot.com\/blog\/userpilot-features\/\" target=\"_blank\" rel=\"noopener noreferrer\">feature tagging<\/a>.<\/p>\n<p>Feature tagging helps you understand the effect of your <a href=\"https:\/\/userpilot.com\/blog\/onboarding-user-flow-examples\/\" target=\"_blank\" rel=\"noopener noreferrer\">in-app onboarding flows<\/a> on your product growth goals.<\/p>\n<p>You can track in-app customer engagement with different features and <a href=\"https:\/\/userpilot.com\/blog\/user-behavior-analytics-use-cases\/\" target=\"_blank\" rel=\"noopener noreferrer\">find trends in user behavior<\/a>. It not only helps you know how customers use and interact with each of these features but also uncovers features that users are struggling with the most.<\/p>\n<p>Along with feature usage, you should track specific elements like clicks, text inputs, and hovers regularly. Tracking user engagement at different touchpoints across the <a href=\"https:\/\/userpilot.com\/blog\/customer-journey-analytics\/\" target=\"_blank\" rel=\"noopener noreferrer\">customer journey<\/a> will give you a comprehensive view of user behavioral patterns. Therefore, the insights make it easier for you to form the next strategy.<\/p>\n<figure class=\"image strchf-type-image regular strchf-size-regular strchf-align-center\"><picture><source srcset=\"https:\/\/blog-static.userpilot.com\/blog\/wp-content\/uploads\/2025\/10\/tag-feature_a3fdbc94f0abb9c38532fb1fe519e1fa.gif 1x, https:\/\/blog-static.userpilot.com\/blog\/wp-content\/uploads\/2025\/10\/tag-feature_a3fdbc94f0abb9c38532fb1fe519e1fa.gif 2x\" media=\"(max-width: 768px)\" \/><source srcset=\"https:\/\/blog-static.userpilot.com\/blog\/wp-content\/uploads\/2025\/10\/tag-feature_a3fdbc94f0abb9c38532fb1fe519e1fa.gif 1x, https:\/\/blog-static.userpilot.com\/blog\/wp-content\/uploads\/2025\/10\/tag-feature_a3fdbc94f0abb9c38532fb1fe519e1fa.gif 2x\" media=\"(min-width: 769px)\" \/><img decoding=\"async\" src=\"https:\/\/blog-static.userpilot.com\/blog\/wp-content\/uploads\/2025\/10\/tag-feature_a3fdbc94f0abb9c38532fb1fe519e1fa.gif\" alt=\"customer-attrition-analysis-tag-feature.gif\" \/><\/picture><figcaption>Track in-app user engagement.<\/figcaption><\/figure>\n<h3 id=\"d4efg\">Use microsurveys to track customer satisfaction and collect qualitative data<\/h3>\n<p><a href=\"https:\/\/userpilot.com\/blog\/microsurveys-saas-product\/\" target=\"_blank\" rel=\"noopener noreferrer\">Microsurveys<\/a> are easy and fast for <a href=\"https:\/\/userpilot.com\/blog\/types-of-customer-feedback\/\" target=\"_blank\" rel=\"noopener noreferrer\">collecting customer feedback<\/a> at various stages of the user journey. You can trigger these surveys to appear inside your app after a customer completes a specific action. This increases the number of responses you can get.<\/p>\n<p>There are multiple microsurveys used for various purposes, such as <a href=\"https:\/\/userpilot.com\/blog\/customer-satisfaction-benchmarking\/\" target=\"_blank\" rel=\"noopener noreferrer\">NPS, CSAT, customer effort score<\/a>, and feature surveys. If the survey asks users to rate their experience on a number scale like <a href=\"https:\/\/userpilot.com\/blog\/customer-satisfaction-survey-examples\/\" target=\"_blank\" rel=\"noopener noreferrer\">CSAT surveys<\/a> do, include <a href=\"https:\/\/userpilot.com\/blog\/nps-follow-up-question\/\" target=\"_blank\" rel=\"noopener noreferrer\">a qualitative follow-up question<\/a> to learn the exact reason behind each score.<\/p>\n<p>Based on the data you want to collect, you may have to send microsurveys to only a particular group of people. Therefore, we would recommend you segment customers based on common characteristics.<\/p>\n<p>Let&#8217;s discuss this in more detail.<\/p>\n<figure class=\"image strchf-type-image regular strchf-size-regular strchf-align-center\"><picture><source srcset=\"https:\/\/blog-static.userpilot.com\/blog\/wp-content\/uploads\/2025\/10\/feature-surveys-slack-in-app-messages_d36c51cd467ce39eb0c6159c1ddd74d9_800.png 1x\" media=\"(max-width: 768px)\" \/><source srcset=\"https:\/\/blog-static.userpilot.com\/blog\/wp-content\/uploads\/2025\/10\/feature-surveys-slack-in-app-messages_d36c51cd467ce39eb0c6159c1ddd74d9_800.png 1x\" media=\"(min-width: 769px)\" \/><img decoding=\"async\" src=\"https:\/\/blog-static.userpilot.com\/blog\/wp-content\/uploads\/2025\/10\/feature-surveys-slack-in-app-messages_d36c51cd467ce39eb0c6159c1ddd74d9_800.png\" alt=\"feature_surveys_slack-in-app-messages.png\" \/><\/picture><figcaption>Collect customer feedback through microsurveys.<\/figcaption><\/figure>\n<h3 id=\"1hhok\">Segment customers based on engagement and satisfaction<\/h3>\n<p><a href=\"https:\/\/userpilot.com\/blog\/customer-segmentation\/\" target=\"_blank\" rel=\"noopener noreferrer\">Customer segmentation<\/a> is the process of dividing customers into groups depending on multiple shared criteria like engagement level, satisfaction score, and NPS score.<\/p>\n<p>Let&#8217;s say you want to know whether trial users find value in your product. You can trigger a microsurvey, such as the one shown above after they&#8217;ve completed a key activity. This will help you address any issues before a trial user leaves without subscribing to your product.<\/p>\n<p>With segmentation, you can create several user segments according to a number of criteria.<\/p>\n<p>The example below shows how you can create a segment of detractors based on their NPS scores. The NPS response tagging feature lets you analyze qualitative responses and create tags such as &#8216;missing features&#8217;. You can add these tags as another criterion for segmentation.<\/p>\n<figure class=\"image strchf-type-image regular strchf-size-regular strchf-align-center\"><picture><source srcset=\"https:\/\/blog-static.userpilot.com\/blog\/wp-content\/uploads\/2025\/10\/segmentation-userpilot_37717274ab8885d7ba2e64392257b4fa_800.png 1x, https:\/\/images.storychief.com\/account_6827\/segmentation-userpilot_37717274ab8885d7ba2e64392257b4fa_1600.png 2x\" media=\"(max-width: 768px)\" \/><source srcset=\"https:\/\/blog-static.userpilot.com\/blog\/wp-content\/uploads\/2025\/10\/segmentation-userpilot_37717274ab8885d7ba2e64392257b4fa_800.png 1x, https:\/\/images.storychief.com\/account_6827\/segmentation-userpilot_37717274ab8885d7ba2e64392257b4fa_1600.png 2x\" media=\"(min-width: 769px)\" \/><img decoding=\"async\" src=\"https:\/\/blog-static.userpilot.com\/blog\/wp-content\/uploads\/2025\/10\/segmentation-userpilot_37717274ab8885d7ba2e64392257b4fa_800.png\" alt=\"customer-attrition-analysis-segmentation-userpilot.png\" \/><\/picture><figcaption>Segment customers according to multiple criteria.<\/figcaption><\/figure>\n<h3 id=\"bidd4\">Send exit surveys to understand why customers churn<\/h3>\n<p>Exit surveys, or <a href=\"https:\/\/userpilot.com\/blog\/churn-surveys-saas\/\" target=\"_blank\" rel=\"noopener noreferrer\">churn surveys<\/a>, are sent after a customer downgrades or cancels their subscription to your product to understand why they chose to leave\/downgrade.<\/p>\n<p>There are 3 types of questions on churn surveys:<\/p>\n<ol type=\"1\">\n<li>Open-ended questions<\/li>\n<li>Multiple-choice questions<\/li>\n<li>Mixed questions<\/li>\n<\/ol>\n<p>Among these three, mixed questions may be the best option. You can add <a href=\"https:\/\/userpilot.com\/blog\/qualitative-feedback\/\" target=\"_blank\" rel=\"noopener noreferrer\">an optional qualitative question<\/a> for customers who want to elaborate on their answer or who couldn&#8217;t find any relevant option in the multiple choice.<\/p>\n<p>The in-app churn surveys are sent right after a user hits the cancelation button. This ensures that they see the survey before finalizing their decision.<\/p>\n<p>Moreover, you can suggest alternative choices to churning customers, such as temporarily pausing their accounts instead of leaving permanently. That said, knowing the causes of churn allows you to make improvements in your product and user experience for them and your existing customers.<\/p>\n<figure class=\"image strchf-type-image regular strchf-size-regular strchf-align-center\"><picture><source srcset=\"https:\/\/blog-static.userpilot.com\/blog\/wp-content\/uploads\/2025\/10\/userpilot-churn-survey-predict-churn_14a8ce43ffdc1f0de9c29f3fa13683da_800.png 1x, https:\/\/images.storychief.com\/account_6827\/userpilot-churn-survey-predict-churn_14a8ce43ffdc1f0de9c29f3fa13683da_1600.png 2x\" media=\"(max-width: 768px)\" \/><source srcset=\"https:\/\/blog-static.userpilot.com\/blog\/wp-content\/uploads\/2025\/10\/userpilot-churn-survey-predict-churn_14a8ce43ffdc1f0de9c29f3fa13683da_800.png 1x, https:\/\/images.storychief.com\/account_6827\/userpilot-churn-survey-predict-churn_14a8ce43ffdc1f0de9c29f3fa13683da_1600.png 2x\" media=\"(min-width: 769px)\" \/><img decoding=\"async\" src=\"https:\/\/blog-static.userpilot.com\/blog\/wp-content\/uploads\/2025\/10\/userpilot-churn-survey-predict-churn_14a8ce43ffdc1f0de9c29f3fa13683da_800.png\" alt=\"userpilot-churn-survey-predict-churn.png\" \/><\/picture><figcaption>Churn survey.<\/figcaption><\/figure>\n<h3 id=\"do5i7\">Collect data insights in one place and analyze customer attrition<\/h3>\n<p>Finally, bring all the data together and use tools like <a href=\"https:\/\/userpilot.com\/blog\/analytics-dashboard\/\" target=\"_blank\" rel=\"noopener noreferrer\">dashboards for analysis<\/a>. A dashboard gives an overview of your key customer metrics and visualizes trends in metrics like churn rates using simple charts.<\/p>\n<p>The customer attrition rate should be among the important metrics measured and compared with results from <a href=\"https:\/\/userpilot.com\/blog\/feedback-analysis\/\" target=\"_blank\" rel=\"noopener noreferrer\">feedback analysis<\/a>. This will help you better understand the churn drivers in your company. You can also identify the drop-off points to tailor your churn reduction strategies to these particular areas.<\/p>\n<h2 id=\"7e9tc\">How to use attrition analysis to improve customer retention?<\/h2>\n<p>Now that you know how to conduct customer attrition analysis, it&#8217;s time to incorporate the insights into retention strategies. Here&#8217;s what you should do.<\/p>\n<h3 id=\"fuuht\">Predict future churn and proactively reach out to at-risk customers<\/h3>\n<p>You should use historical data to find high-risk customers. Combined with insights from <a href=\"https:\/\/userpilot.com\/blog\/feedback-analysis\/\">customer feedback analysis<\/a>, you can <a href=\"https:\/\/userpilot.com\/blog\/proactive-engagement\/\" target=\"_blank\" rel=\"noopener noreferrer\">proactively reach out<\/a> to these customers with customized solutions.<\/p>\n<p>It\u2019s better to make them feel as involved as possible in your improvement strategy. Allowing customers to share more thoughts on how their experience can be improved will increase the chances of customer success. Moreover, customers will appreciate your emphasis on their input and might choose to stick around.<\/p>\n<p>A trend analysis of the historical churn data will let you predict future churn rates. You can re-evaluate these rates later on to check the impact of your churn reduction strategies.<\/p>\n<figure class=\"image strchf-type-image regular strchf-size-regular strchf-align-center\"><picture><source srcset=\"https:\/\/blog-static.userpilot.com\/blog\/wp-content\/uploads\/2025\/10\/reaching-out-to-detractors_73c551da9bd536753da73134c4f8232e_800.png 1x\" media=\"(max-width: 768px)\" \/><source srcset=\"https:\/\/blog-static.userpilot.com\/blog\/wp-content\/uploads\/2025\/10\/reaching-out-to-detractors_73c551da9bd536753da73134c4f8232e_800.png 1x\" media=\"(min-width: 769px)\" \/><img decoding=\"async\" src=\"https:\/\/blog-static.userpilot.com\/blog\/wp-content\/uploads\/2025\/10\/reaching-out-to-detractors_73c551da9bd536753da73134c4f8232e_800.png\" alt=\"reach-out-detractors-NPS-at-risk-customers.png\" \/><\/picture><figcaption>Reach out to detractors proactively.<\/figcaption><\/figure>\n<h3 id=\"9p0fl\">Run A\/B experiments and optimize your product<\/h3>\n<p>After implementing strategies to mitigate the apps you have found in your analysis, you can run <a href=\"https:\/\/userpilot.com\/blog\/product-experiment-how-to\/\" target=\"_blank\" rel=\"noopener noreferrer\">A\/B experiments <\/a>and optimize your product.<\/p>\n<p>You can A\/B test to see if an <a href=\"https:\/\/userpilot.com\/blog\/interactive-user-guides\/\" target=\"_blank\" rel=\"noopener noreferrer\">interactive walkthrough<\/a> helps users reach a product milestone without churning. For example, can a tooltip help users discover and engage with a new feature? Run an experiment to see.<\/p>\n<p>Analyzing the experiment results will help you <a href=\"https:\/\/userpilot.com\/blog\/increase-measure-product-engagement\/\" target=\"_blank\" rel=\"noopener noreferrer\">understand how customers engage with your product<\/a>. As a product manager, you can run A\/B experiments and iterate your onboarding processes to <a href=\"https:\/\/userpilot.com\/blog\/in-app-tutorials-adoption\/\" target=\"_blank\" rel=\"noopener noreferrer\">drive adoption goals<\/a> and prevent churn.<\/p>\n<figure class=\"image strchf-type-image regular strchf-size-regular strchf-align-center\"><picture><source srcset=\"https:\/\/blog-static.userpilot.com\/blog\/wp-content\/uploads\/2025\/10\/ab-test-userpilot-1_7147d794d71b0fd1020a509e4fae7290_800.png 1x, https:\/\/images.storychief.com\/account_6827\/ab-test-userpilot-1_7147d794d71b0fd1020a509e4fae7290_1600.png 2x\" media=\"(max-width: 768px)\" \/><source srcset=\"https:\/\/blog-static.userpilot.com\/blog\/wp-content\/uploads\/2025\/10\/ab-test-userpilot-1_7147d794d71b0fd1020a509e4fae7290_800.png 1x, https:\/\/images.storychief.com\/account_6827\/ab-test-userpilot-1_7147d794d71b0fd1020a509e4fae7290_1600.png 2x\" media=\"(min-width: 769px)\" \/><img decoding=\"async\" src=\"https:\/\/blog-static.userpilot.com\/blog\/wp-content\/uploads\/2025\/10\/ab-test-userpilot-1_7147d794d71b0fd1020a509e4fae7290_800.png\" alt=\"customer-attrition-analysis-ab-test-userpilot.png\" \/><\/picture><figcaption>A\/B test onboarding flows.<\/figcaption><\/figure>\n<h3 id=\"fhnu\">Improve in-app guidance to provide better support to existing customers<\/h3>\n<p>Build in-app <a href=\"https:\/\/userpilot.com\/blog\/help-center-software\/\" target=\"_blank\" rel=\"noopener noreferrer\">self-service support<\/a> so that customers can access it whenever they run into problems, particularly the repetitive kind. This ensures top-notch, 24\/7 support that would also reduce pressure on the customer support team.<\/p>\n<p>One poor customer service is often enough to make a long-term customer skeptical about using your product. To prevent this, the in-app resource center comes with bug fixes, documentation, FAQs, troubleshooting tips, a live chat option, a link to the knowledge base, etc.<\/p>\n<p><a href=\"https:\/\/userpilot.com\/blog\/in-app-guidance-saas\/\" target=\"_blank\" rel=\"noopener noreferrer\">In-app guidance<\/a> reduces frustration and improves the customer experience. Users also feel accomplished when they fix an issue using your knowledge base.<\/p>\n<figure class=\"image strchf-type-image regular strchf-size-regular strchf-align-center\"><picture><source srcset=\"https:\/\/blog-static.userpilot.com\/blog\/wp-content\/uploads\/2025\/10\/video-tutorial-playing-in-app-resource-center-userpilot_9d397fcf20c07e6c129604d0289b4687.gif 1x, https:\/\/blog-static.userpilot.com\/blog\/wp-content\/uploads\/2025\/10\/video-tutorial-playing-in-app-resource-center-userpilot_9d397fcf20c07e6c129604d0289b4687.gif 2x\" media=\"(max-width: 768px)\" \/><source srcset=\"https:\/\/blog-static.userpilot.com\/blog\/wp-content\/uploads\/2025\/10\/video-tutorial-playing-in-app-resource-center-userpilot_9d397fcf20c07e6c129604d0289b4687.gif 1x, https:\/\/blog-static.userpilot.com\/blog\/wp-content\/uploads\/2025\/10\/video-tutorial-playing-in-app-resource-center-userpilot_9d397fcf20c07e6c129604d0289b4687.gif 2x\" media=\"(min-width: 769px)\" \/><img decoding=\"async\" src=\"https:\/\/blog-static.userpilot.com\/blog\/wp-content\/uploads\/2025\/10\/video-tutorial-playing-in-app-resource-center-userpilot_9d397fcf20c07e6c129604d0289b4687.gif\" alt=\"video-tutorial-playing-in-app-resource-center-userpilot.gif\" \/><\/picture><figcaption>Create an in-app resource center.<\/figcaption><\/figure>\n<figure class=\"image strchf-type-image regular strchf-size-regular strchf-align-center\"><\/figure>\n<h2 id=\"2nn8b\">Wrapping it up<\/h2>\n<p>Churn reduction is not feasible without proper analysis. Here, churn analysis enables you to uncover meaningful insights into user behavior and engagement. You can use the results to develop strategies to improve the customer experience.<\/p>\n<p>Want to get started with customer attrition analysis? <a href=\"https:\/\/userpilot.com\/userpilot-demo\" target=\"_blank\" rel=\"noopener noreferrer\">Get a Userpilot demo<\/a> and <a href=\"https:\/\/userpilot.com\/blog\/reduce-customer-churn\/\">reduce customer churn<\/a>.<\/figure>\n","protected":false},"excerpt":{"rendered":"<p>Churn reduction is not feasible without proper analysis. Here, churn analysis enables you to uncover meaningful insights into user behavior and engagement. So let&#8217;s find out how to achieve this and boost customer retention.<\/p>\n","protected":false},"author":24,"featured_media":39271,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"categories":[770],"tags":[1749,1669,1748,285,199,263,1750,316,236,245,880],"class_list":["post-39270","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ux-analytics","tag-attrition-analysis","tag-churn-analysis","tag-customer-attrition","tag-customer-retention","tag-nps","tag-reduce-churn","tag-segement-customers","tag-user-engagement","tag-user-feedback","tag-user-retention","tag-user-satisfaction"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.2 (Yoast SEO v27.2) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>How To Conduct a Customer Attrition Analysis &amp; Use It To Improve Retention?<\/title>\n<meta name=\"description\" content=\"Want to get started with customer attrition analysis? 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