Introduction
Railsbank's Banking-as-a-Service (BaaS) offering has experienced a concerning 15% decline in customer retention this quarter. This analysis will systematically identify, validate, and address the root cause of this issue, considering both immediate and long-term implications for the product and business.
Framework overview
This analysis follows a structured approach covering issue identification, hypothesis generation, validation, and solution development.
Step 1
Clarifying Questions (3 minutes)
Why it matters: Seasonal fluctuations could explain the retention drop. Expected answer: No, we haven't compared to the same quarter last year. Impact on approach: If seasonal, we'd focus on year-over-year comparisons and cyclical strategies.
Why it matters: Competitor actions could be drawing customers away. Expected answer: A major competitor launched a new feature last month. Impact on approach: We'd need to analyze our product positioning and feature set.
Why it matters: Internal changes could have unintended consequences on retention. Expected answer: Yes, we rolled out a new API version. Impact on approach: We'd focus on the impact of the API change on user experience.
Why it matters: Different segments may be affected differently, requiring targeted solutions. Expected answer: The decline is more pronounced in small business customers. Impact on approach: We'd prioritize investigating and addressing small business needs.
Why it matters: Ensures we're dealing with a real issue, not a measurement anomaly. Expected answer: No changes in measurement or reporting methods. Impact on approach: Confirms we need to look at actual retention factors, not data issues.
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