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Product Management Root Cause Analysis Question: Investigating declining driver ratings in ride-sharing platform

Why has the average rating for Blablacar drivers declined from 4.8 to 4.3 stars over the past quarter?

Data Analysis Problem-Solving Strategic Thinking Transportation Sharing Economy Technology
Product Metrics Root Cause Analysis Ride-Sharing Customer Satisfaction User Ratings

Introduction

The decline in Blablacar driver ratings from 4.8 to 4.3 stars over the past quarter is a significant issue that requires immediate attention. This drop could impact user trust, driver retention, and overall platform health. I'll approach this problem systematically, focusing on identifying potential root causes, validating hypotheses, and developing both short-term and long-term solutions.

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 seasonal factors at play. Has this decline coincided with any particular season or holiday period?

Why it matters: Seasonal patterns could explain temporary fluctuations in ratings. Expected answer: The decline occurred during summer months. Impact on approach: If seasonal, we'd focus on strategies to mitigate seasonal effects.

  • Considering user segments, I'm curious if this decline is uniform across all driver types. Are we seeing differences between new and experienced drivers?

Why it matters: Helps identify if the issue is systemic or specific to certain driver groups. Expected answer: New drivers are experiencing a steeper decline in ratings. Impact on approach: We'd prioritize onboarding and training improvements for new drivers.

  • Thinking about recent changes, have there been any significant updates to the rating system or app interface in the last quarter?

Why it matters: Product changes could directly impact user behavior and ratings. Expected answer: A new rating prompt was introduced two months ago. Impact on approach: We'd investigate the impact of this change and consider reverting or modifying it.

  • Considering external factors, has there been any notable increase in competition or changes in the ride-sharing market recently?

Why it matters: External pressures could be influencing driver behavior or user expectations. Expected answer: A new competitor entered key markets last month. Impact on approach: We'd analyze our competitive positioning and consider adjusting our value proposition.

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