Introduction
The decline in Swile's employee benefits card average transaction value by 8% compared to the previous quarter is a concerning trend that requires thorough investigation. To address this issue, I'll employ a systematic approach to identify, validate, and resolve the root cause while considering both immediate and long-term implications for the product and business.
This analysis follows a structured approach covering issue identification, hypothesis generation, validation, and solution development.
Step 1
Clarifying Questions (3 minutes)
Why it matters: Helps distinguish between cyclical patterns and genuine issues. Expected answer: No, this decline is unusual for this quarter. Impact on approach: If seasonal, we'd focus on year-over-year comparisons; if not, we'd investigate recent changes.
Why it matters: Identifies whether the issue is systemic or localized to specific user segments. Expected answer: The decline is more pronounced in mid-level employees and meal benefit transactions. Impact on approach: We'd focus our investigation on those specific segments and benefit types.
Why it matters: Helps identify if recent product changes could be contributing to the decline. Expected answer: A new UI for the mobile app was rolled out two months ago. Impact on approach: We'd investigate the impact of the UI change on user behavior and transaction patterns.
Why it matters: Helps rule out or consider external influences on the observed decline. Expected answer: No major changes, but a new competitor entered the market last month. Impact on approach: We'd assess the impact of the new competitor on our market share and user behavior.
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