Introduction
The 20% quarter-over-quarter decline in customer engagement with Airship's in-app messaging feature is a significant issue that requires immediate attention. To address this problem, I'll employ a systematic approach to identify, validate, and resolve the root cause while considering both short-term 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: Seasonal patterns could explain the drop and inform our solution approach. Expected answer: No, this decline is unprecedented for this quarter. Impact on approach: If seasonal, we'd focus on adjusting expectations and strategies for this period.
Why it matters: Identifying specific affected segments could pinpoint the root cause more accurately. Expected answer: The decline is more pronounced in newer users, with a 30% drop compared to 15% for long-term users. Impact on approach: We'd prioritize investigating onboarding processes and new user experience.
Why it matters: Recent changes could directly correlate with the engagement decline. Expected answer: A new UI for the messaging feature was rolled out six weeks ago. Impact on approach: We'd focus on analyzing the impact of the UI change on user behavior.
Why it matters: Ensures we're comparing apples to apples in our metrics. Expected answer: No changes in measurement or definition. Impact on approach: Confirms the decline is real and not a result of measurement discrepancies.
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