Introduction
For Betterfly's rewards program, we're facing a critical trade-off between immediate, smaller rewards to encourage frequent app usage and larger, long-term rewards to promote sustained behavior change. This decision will significantly impact user engagement, retention, and the overall success of our rewards program.
In my analysis, I'll cover the following key areas:
- Clarifying questions to understand the context
- Identification of the trade-off type
- Product understanding and user journey
- Trade-off agreement and hypothesis
- Key metrics identification
- Experiment design
- Data analysis plan
- Decision framework
- Recommendation and next steps
I'd like to start by asking a few clarifying questions to ensure we're aligned on the context and objectives before diving into the analysis.
Step 1
Clarifying Questions (3 minutes)
Why it matters: Helps prioritize the solution against business objectives Expected answer: Critical for long-term user retention and habit formation Impact on approach: Would influence the balance between short-term and long-term rewards
Why it matters: Informs reward structure and targeting Expected answer: Mix of highly engaged users and those needing more motivation Impact on approach: Might lead to a hybrid reward system tailored to different segments
Why it matters: Determines feasibility of personalized reward strategies Expected answer: Basic personalization in place, room for improvement Impact on approach: Could influence decision between standardized vs. personalized rewards
Why it matters: Affects the complexity of the solution we can realistically implement Expected answer: Limited resources, need to balance complexity with maintainability Impact on approach: Might favor a simpler, more scalable reward structure
Why it matters: Influences the scope and phasing of the solution Expected answer: Aiming for implementation before Q4 holiday season Impact on approach: Could lead to a phased rollout, starting with quick wins
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