Introduction
The recent 15% drop in Punchh's loyalty program enrollment rate across multiple restaurant clients is a concerning trend that requires immediate attention. As we delve into this issue, we'll employ a systematic approach to identify, validate, and address the root cause while considering both short-term fixes and long-term strategic implications.
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 trends could explain temporary fluctuations. Expected answer: No clear seasonal correlation. Impact on approach: If seasonal, we'd focus on cyclical patterns; if not, we'd investigate other factors.
Why it matters: Platform changes could affect user experience across clients. Expected answer: A minor update was rolled out. Impact on approach: If yes, we'd scrutinize the update; if no, we'd look at client-specific factors.
Why it matters: Helps identify if the issue is global or segment-specific. Expected answer: The drop is relatively uniform. Impact on approach: If uniform, we'd look at broad issues; if segmented, we'd focus on specific user groups.
Why it matters: Ensures we're not dealing with a data collection issue. Expected answer: No changes in measurement methodology. Impact on approach: If changed, we'd audit our data systems; if not, we'd focus on actual enrollment factors.
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