Introduction
Addressing an increase in ride cancellation rates at Uber is a critical challenge that directly impacts user experience, driver satisfaction, and overall platform efficiency. I'll approach this issue systematically, focusing on identifying root causes, validating hypotheses, and developing both short-term fixes and long-term strategies to mitigate cancellations.
Framework overview
This analysis follows a structured approach covering issue identification, hypothesis generation, validation, and solution development.
Step 1
Clarifying Questions (3 minutes)
Why it matters: Helps determine if this is a sudden issue or a gradual trend. Expected answer: A recent spike in the last month. Impact on approach: A sudden spike would suggest looking for recent changes or events.
Why it matters: Identifies if the issue is widespread or localized to specific segments. Expected answer: Higher rates among new users in urban areas. Impact on approach: Would focus on onboarding experience and urban-specific factors.
Why it matters: Pinpoints where in the user journey the problem is most acute. Expected answer: Most cancellations occur after driver assignment but before pickup. Impact on approach: Would investigate factors affecting the period between assignment and pickup.
Why it matters: Identifies potential internal causes for the increase in cancellations. Expected answer: Recent changes to the surge pricing algorithm. Impact on approach: Would examine how pricing changes might be affecting user behavior.
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