Building Behavioural Segments That Actually Convert

The Challenge

Our client faced a common challenge: segment by trading frequency and product usage, not demographics. how to target each segment with personalized nudges. We ran an experiment to test and validate the approach.

What We Did

We took a systematic approach:

1. Analyzed user behavior and identified the opportunity
2. Designed and prototyped the solution
3. Ran a controlled A/B test with real users
4. Measured impact on key metrics
5. Iterated based on results

Key Insights

Through this experiment, we discovered several important patterns about how fintech users behave. These insights informed the broader product strategy and helped prioritize future improvements.

The Results

The intervention drove measurable improvements in key metrics. Most notably, users saw better experience and higher engagement rates across the board.

How to Implement This

If you want to apply this playbook to your product:

• Start with user research to validate the problem
• Build a prototype or MVP version first
• Run a small test with a segment of users
• Measure thoroughly before rolling out broadly
• Iterate based on what you learn

Why This Works

This approach works because it respects both user needs and business goals. By focusing on genuinely improving the user experience, we drive better engagement and retention, which ultimately benefits the business.