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Product Management Root Cause Analysis Question: Investigating sudden decrease in Blablacar's long-distance ride bookings

What caused the sudden 50% decrease in ride bookings for long-distance trips on Blablacar's platform last month?

Data Analysis Problem-Solving Strategic Thinking Transportation Sharing Economy Travel
Data Analysis Root Cause Analysis User Behavior Ride-Sharing Pricing Strategy

Introduction

The sudden 50% decrease in ride bookings for long-distance trips on Blablacar's platform last month is a critical issue that demands immediate attention. This analysis will systematically identify, validate, and address the root cause while considering both short-term and long-term implications for the platform's success.

To tackle this problem, I'll employ a structured approach that covers issue identification, hypothesis generation, validation, and solution development. My goal is to uncover the underlying factors contributing to this significant drop in bookings and propose actionable strategies to reverse the trend.

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 decrease been observed in previous years during the same month?

Why it matters: Seasonal patterns could explain the drop and inform our solution approach. Expected answer: No, this is unprecedented for this time of year. Impact on approach: If seasonal, we'd focus on adapting to cyclical demand; if not, we'd investigate other factors.

  • Considering user segments, I'm curious about the impact across different demographics. Has the decrease been uniform across all user groups, or are certain segments more affected?

Why it matters: Identifying affected segments helps pinpoint specific issues and tailor solutions. Expected answer: The decrease is more pronounced among younger users (18-25). Impact on approach: We'd focus on understanding and addressing the needs of the most affected segment.

  • Thinking about recent changes, have there been any significant updates to the platform or pricing structure in the weeks leading up to this decrease?

Why it matters: Recent changes could directly impact user behavior and booking patterns. Expected answer: A new pricing algorithm was implemented two weeks before the decrease. Impact on approach: We'd scrutinize the algorithm's impact and consider reverting or adjusting it.

  • Considering external factors, has there been any major shift in transportation alternatives or competitor offerings during this period?

Why it matters: External market changes could explain the shift in user behavior. Expected answer: A new high-speed train route launched, covering similar long-distance routes. Impact on approach: We'd need to reassess our value proposition and potentially adjust our offering to remain competitive.

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