Introduction
The decline in average engagement time with Sharecare's personalized health recommendations from 5 minutes to 3 minutes per session this quarter is a concerning trend that requires immediate attention. This issue could significantly impact user satisfaction, health outcomes, and ultimately, our product's success. I'll approach this problem systematically, focusing on identifying the root cause, validating hypotheses, and developing both short-term and long-term solutions.
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 patterns could explain temporary engagement drops. Expected answer: No clear seasonal correlation. Impact on approach: If seasonal, we'd focus on cyclical engagement strategies.
Why it matters: Identifies if the issue is global or specific to certain users. Expected answer: The decline is relatively uniform across segments. Impact on approach: Uniform decline suggests a system-wide issue rather than targeted fixes.
Why it matters: Recent changes could directly impact user engagement. Expected answer: Minor UI tweaks, no major algorithm changes. Impact on approach: If recent changes correlate with the decline, we'd prioritize reverting or optimizing these updates.
Why it matters: Ensures we're comparing apples to apples in our metrics. Expected answer: No changes in measurement methodology. Impact on approach: If measurement changed, we'd need to reassess our baseline metrics.
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