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Product Management Root Cause Analysis Question: Investigating ride-sharing driver cancellations during high demand periods

Asked at Gojek

15 mins

What's causing the sudden 30% increase in driver cancellations for GoCar rides during peak hours?

Data Analysis Problem-Solving Strategic Thinking Transportation Gig Economy Technology
Root Cause Analysis Ride-Sharing Driver Retention App Performance Peak Demand

Introduction

The sudden 30% increase in driver cancellations for GoCar rides during peak hours is a critical issue that demands immediate attention. This problem not only affects our service quality but also impacts user satisfaction and driver retention. I'll approach this analysis 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 this might be a recent change. When exactly did we start observing this 30% increase in cancellations?

Why it matters: Pinpointing the timeframe helps correlate the issue with potential triggers. Expected answer: Within the last 1-2 weeks. Impact on approach: A sudden change suggests a specific event or update as the cause.

  • Considering the focus on peak hours, I'm wondering about the overall demand. Has there been a significant increase in ride requests during these times?

Why it matters: Increased demand could be overwhelming drivers, leading to more cancellations. Expected answer: Yes, we've seen a 20% increase in ride requests during peak hours. Impact on approach: If confirmed, we'd need to focus on supply-demand balance solutions.

  • Given the specificity of the issue, I'm curious about our driver segments. Are we seeing this increase across all driver types or is it more prevalent among newer or part-time drivers?

Why it matters: Different driver segments may have different motivations or pain points. Expected answer: The increase is more pronounced among part-time drivers. Impact on approach: We'd need to tailor our solutions to address part-time driver concerns specifically.

  • Considering potential system issues, have there been any recent updates to our driver app or pricing algorithm?

Why it matters: Technical changes could be causing unintended consequences. Expected answer: We rolled out a new version of the driver app last week. Impact on approach: We'd need to investigate the app update as a potential root cause.

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