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Product Management Root Cause Analysis Question: Investigating sudden drop in fintech app feature engagement
Image of author vinay

Vinay

Updated Nov 19, 2024

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Asked at Lunar

15 mins

Why has user engagement with Lunar's budgeting feature declined by 25% since the latest app update?

Data Analysis Problem-Solving User Experience Fintech Personal Finance Mobile Banking
User Engagement Product Metrics Fintech Root Cause Analysis App Updates

Introduction

The recent 25% decline in user engagement with Lunar's budgeting feature following the latest app update is a critical issue that demands immediate attention. This significant drop in a core product metric could have far-reaching implications for user retention, revenue, and overall product health. To address this challenge, I'll employ a systematic approach to identify, validate, and resolve 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)

  • Looking at the timing, I'm thinking this might be related to the app update. Can you confirm when exactly the update was released and when we started noticing the engagement decline?

Why it matters: Establishing a clear timeline helps us correlate the update with the engagement drop. Expected answer: The update was released on [date], and the decline was noticed within [timeframe]. Impact on approach: A close correlation would focus our investigation on update-related issues.

  • Considering user segments, I'm curious if this decline is uniform across all user groups. Have we seen any particular demographic or user type more affected than others?

Why it matters: Identifying affected segments can point to specific feature changes or usability issues. Expected answer: The decline is [uniform/varied] across user segments, with [specific group] showing the largest drop. Impact on approach: Segment-specific issues would require targeted solutions and user research.

  • Thinking about the budgeting feature itself, has there been any change in how we define or measure engagement with this feature?

Why it matters: Ensures we're comparing apples to apples in our metrics. Expected answer: The engagement definition [has/hasn't] changed recently. Impact on approach: A change in measurement would require us to recalibrate our analysis.

  • Considering potential technical issues, have we noticed any increase in error rates or app crashes related to the budgeting feature since the update?

Why it matters: Technical problems could directly impact user engagement. Expected answer: There [has/hasn't] been an increase in error rates or crashes. Impact on approach: High error rates would shift our focus to technical debugging and stability improvements.

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