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Product Management Root Cause Analysis Question: Investigating automated savings feature engagement decline
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Nextsprints

Updated Jan 22, 2025

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Why has Attain's automated savings feature seen a 15% drop in user engagement over the past month?

Data Analysis Problem Solving User Behavior Understanding FinTech Personal Finance Banking
Product Strategy User Engagement Data Analysis Root Cause Analysis FinTech

Introduction

The 15% drop in user engagement for Attain's automated savings feature over the past month is a concerning trend that requires immediate attention. To address this issue, I'll employ a systematic approach to identify, validate, and resolve the root cause while considering both short-term fixes and long-term implications for the product.

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 there might be a seasonal component. Has this drop coincided with any particular events or time of year?

Why it matters: Seasonal trends can significantly impact financial behavior. Expected answer: No clear seasonal correlation. Impact on approach: If seasonal, we'd focus on adapting the feature to different financial cycles.

  • Considering user segments, I'm curious if this drop is uniform across all user groups. Have you noticed any particular demographic or user type more affected?

Why it matters: Different user groups may have distinct needs or pain points. Expected answer: The drop is more pronounced among younger users. Impact on approach: We'd tailor our solution to address the specific needs of the most affected group.

  • Thinking about recent changes, have there been any updates to the app or the automated savings algorithm in the past 1-2 months?

Why it matters: Recent changes could directly impact user engagement. Expected answer: A minor UI update was implemented. Impact on approach: We'd investigate if the UI change affected user interaction with the savings feature.

  • Regarding external factors, has there been any significant economic news or changes in the financial landscape that might influence saving behavior?

Why it matters: Economic conditions can greatly affect users' willingness to save. Expected answer: No major economic shifts noted. Impact on approach: If economic factors are at play, we'd need to adjust our strategy to align with current financial realities.

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