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Data Interview Question

Ride Demand Metrics

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Requirements Clarification & Assessment

  1. Understanding Ride Demand:

    • The key objective is to evaluate ride demand in a ride-sharing marketplace.
    • Focus on identifying scenarios of high demand coupled with low supply.
    • Establish a threshold to signify excessive demand.
  2. Metrics to Consider:

    • Ride Requests: Total number of ride requests initiated by users.
    • Completed Rides: Number of rides successfully completed.
    • Average Wait Time: Time taken from request to driver arrival.
    • Surge Pricing: Instances where pricing increases due to high demand.
  3. Indicators for High Demand and Low Supply:

    • Ride requests exceeding available drivers.
    • Increased wait times.
    • High surge pricing multipliers.
  4. Threshold for Excessive Demand:

    • Driver utilization rate.
    • Surge pricing multiplier exceeding a set level.
    • Customer feedback on long wait times or unavailability.
  5. Data Considerations:

    • Historical data for establishing benchmarks.
    • Real-time data for immediate analysis.
    • Geographic and temporal considerations to account for variations.