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Data Interview Question

New Delivery Driver Compensation Model

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Requirements Clarification & Assessment

  1. Objective Clarification:

    • Primary Goal: Determine if the new compensation model can enhance driver motivation and retention while maintaining or improving company profitability.
    • Secondary Goals: Assess the impact on customer satisfaction and service quality.
  2. Stakeholders Impacted:

    • Company: Profit margins, operational costs, and brand reputation.
    • Drivers (Dashers): Earnings, motivation, and retention rates.
    • Customers: Delivery speed, order accuracy, and overall satisfaction.
  3. Metric Definitions:

    • For Drivers:
      • Average earnings per delivery.
      • Number of deliveries per driver.
      • Retention rate and new driver sign-ups.
    • For Company:
      • Total compensation costs.
      • Profitability per delivery.
      • Revenue growth.
    • For Customers:
      • Delivery time.
      • Satisfaction scores.
  4. Assumptions:

    • Average order value is less than $400.
    • New payment model aims to incentivize more frequent deliveries.
    • The $50 bonus is attractive enough to motivate drivers.
  5. Constraints:

    • Budget limitations for pilot testing.
    • Variability in order values across different locations.