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How to Use Data Science to Improve Your Customer Experience First, you must understand your customers' needs. Identifying customers’ background, interests, and preferences will help you develop a better understanding of their needs. This is key to personalizing your CX. Collecting customer data can be done by asking direct questions on surveys or collecting Ecommerce related data like items purchased, clickthrough rates from online ads, etc.