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Data Interview Question

Assessing Impact of ETA Range on Ridership

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Requirements Clarification & Assessment

  1. Objective Clarification:

    • Understand the primary goal: To determine if displaying ETA as a range impacts ridership positively.
    • Define what "boost in ridership" means: Is it increased bookings, reduced cancellations, or higher customer satisfaction?
  2. Scope of Change:

    • Confirm if the change affects only the pre-booking ETA display or both pre- and post-booking.
    • Determine the geographical scope: Will this be tested globally, nationally, or in specific regions?
  3. Metrics Definition:

    • Primary Success Metric: Conversion rate from viewing ETA to booking.
    • Secondary Metrics:
      • Number of bookings per user.
      • Cancellation rate.
      • Revenue per day.
      • User satisfaction ratings (if available).
  4. Constraints and Limitations:

    • Ensure the technical feasibility of implementing a range-based ETA display.
    • Identify any existing data limitations or biases that might affect the experiment results.
  5. Hypothesis Development:

    • Null Hypothesis H0H_0: Displaying ETA as a range does not affect ridership metrics.
    • Alternative Hypothesis HAH_A: Displaying ETA as a range positively affects ridership metrics.