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Data Interview Question

Driver Incentive Strategy

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Requirements Clarification & Assessment

  1. Objective:

    • The primary goal is to encourage drivers to head towards city zones where the demand for rides is highest, ensuring that rider demand is met efficiently.
  2. Existing Challenges:

    • Traffic and Congestion: High traffic areas may lead to longer trip times and lower driver earnings.
    • Safety Concerns: Some high-demand areas might be perceived as unsafe by drivers.
    • Economic Disincentives: Drivers might find that trips originating from high-demand zones are not financially rewarding due to short distances or high congestion.
    • Cancellation Rates: High cancellation rates due to long waiting times or traffic congestion.
  3. Current Incentive Structures:

    • Surge pricing is in place, but it might not be sufficient to meet demand or reduce cancellations.
  4. Clarifying Questions:

    • Do we have an existing incentive scheme, and how effective is it?
    • Are there specific times or events when demand spikes?
    • Are there particular zones that are consistently high in demand?
    • What are the historical driver ratings in these high-demand areas?
  5. Data Requirements:

    • Historical ride data, including trip durations, cancellations, and earnings.
    • Driver feedback on high-demand areas.
    • Traffic patterns and congestion data.
    • Safety reports or incident data in high-demand areas.