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Writer's pictureTravis Hall

Cohort Analysis: A Powerful Tool for Understanding Customer Behavior Over Time in Subscription-Based

Updated: May 5, 2023



In the rapidly evolving world of subscription businesses, understanding customer behavior is paramount. One of the most potent tools at your disposal for this purpose is cohort analysis. This method allows you to track the activities of different customer groups over time, providing valuable insights that can guide your business strategies.


1. What is Cohort Analysis?


Cohort analysis is a type of behavioral analytics that divides your customer base into related groups, or cohorts, who share similar characteristics. For subscription businesses, these cohorts can be grouped based on the customers' subscription start date, the type of subscription they have, or any other common factor. The goal is to track these cohorts over time to gain insights into their behavior and preferences.


2. Why is Cohort Analysis Important?


Cohort analysis offers several benefits for subscription businesses. First, it allows you to understand the long-term behavior of your customers. By tracking the same cohorts over time, you can identify trends and patterns that may not be immediately evident in broader data sets.


Second, cohort analysis enables you to measure the impact of changes in your business strategy. By comparing the behavior of cohorts before and after a change, you can gauge the effectiveness of your strategies.


Finally, cohort analysis can help you predict future behavior. By understanding how past cohorts have behaved, you can make informed predictions about how future cohorts will act.


3. How to Perform Cohort Analysis?


Performing cohort analysis involves several steps:


a. Identify the cohorts: Start by defining what characteristics you'll use to group your customers into cohorts. This could be their subscription start date, the type of subscription they have, or other factors relevant to your business.


b. Collect and analyze the data: Once you have your cohorts, track their behavior over time. Look for trends and patterns that can inform your business strategies.


c. Interpret the results: After analyzing the data, interpret the results. What are the trends? How do different cohorts behave? What factors influence their behavior?


4. Real-life Application of Cohort Analysis


A practical example of cohort analysis in a subscription business could involve grouping customers by the month they subscribed. You could then track these monthly cohorts over time to understand their churn rates. This could reveal seasonal trends in churn or indicate how changes to your product or pricing affect customer retention.



What aspect of cohort analysis do you find most beneficial for your subscription-based business?

  • Understanding long-term customer behavior

  • Measuring the impact of strategic changes

  • Predicting future customer behavior


Cohort analysis is a vital tool for subscription businesses seeking to understand customer behavior over time. By leveraging this technique, you can gain valuable insights, make data-driven decisions, and optimize your strategies for success.


At Dataliction, we specialize in offering deep-dive analytics services, including cohort analysis, to help subscription businesses thrive. Visit our services page to learn more about how we can support your business in harnessing the power of data.

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