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Data Interview Question

Peak Time Bonus

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Requirements Clarification & Assessment

Clarifying Questions:

  1. Objective:
    • What is the primary business goal? Is it to increase customer satisfaction, reduce delivery times, or boost order volume?
  2. Current Situation:
    • What is the current pay structure for delivery drivers?
    • What are the peak hours defined as? Are they consistent across all regions?
  3. Target Audience:
    • Are we targeting all drivers or a specific segment (e.g., new vs. experienced drivers)?
  4. Market Specifics:
    • Is this initiative planned across all markets or specific ones?
    • What are the current customer satisfaction metrics and order fulfillment rates?

Assumptions:

  1. Incentive Structure:
    • The bonus is fully allocated to the delivery drivers.
  2. Order Dynamics:
    • Peak hours are defined by high order volume, not necessarily traffic peaks.
  3. Problem Focus:
    • The primary issue is high order volume during peak hours, not necessarily the distance of deliveries.
  4. Test Conditions:
    • The test will be conducted over a two-week period, avoiding holidays to ensure consistency.

Stakeholders:

  1. Drivers:
    • Incentives could potentially increase the number of drivers available during peak hours.
  2. Customers:
    • Improved delivery times and service quality during peak hours.
  3. Restaurants:
    • Increased order volume might affect restaurant operations and order preparation times.

Metrics for Success:

  1. Primary Metrics:
    • Average daily order volume during peak hours.
    • Customer satisfaction scores.
  2. Secondary Metrics:
    • Average delivery time.
    • Average order value and tip amount.
    • Driver retention and engagement rates.