Interview Questions › Root Cause Analysis
Push notification click-through rate has declined recently
Overall click-through rate (CTR) on retention push notifications dropped from 8.2% to 5.4% over the last month. Find the root cause.
Context
Daily push send volume increased by 25% due to a new engagement experiment targeting dormant learners.
Clarifying questions to ask first
- Did opt-out / notification disabling rates also increase?
- Which user cohorts experienced the steepest drop?
How to approach it
- Segment push types (Streak Reminders, Social Leaderboard, Promotional, New Course content)
- Analyze deliverability (iOS Focus Mode / Android 13+ Notification Permissions)
- Assess notification fatigue and send frequency per user per day
- Evaluate copy personalization and timing algorithm effectiveness
Framework: Notification Frequency & Fatigue -> Segmentation by Push Category -> Platform Permission Changes -> Send Time Optimization
Sample answer
- Over-messaging fatigue from multiple concurrent team campaigns
- iOS notification summary grouping reducing instant glanceability
- Decline in copy relevance for dormant cohort
- Break down CTR by push category: Streak reminders steady at 11%, but new "Friend Activity" broadcast had a 1.2% CTR and fatigued users
- Total pushes per active user increased from 2.1 to 4.2 per day
Push fatigue due to overlapping marketing campaigns; implemented global messaging frequency capping (max 2/day) and prioritized high-CTR streak alerts.
What interviewers look for
- Push CTR (%)
- Push Opt-Out Rate
- Sends per User / Day
- Time-to-Open Distribution