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Data Interview Question
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Peak Time Bonus
Practice the Question
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Requirements Calrification & Accessment
Requirements Clarification & Assessment
Clarifying Questions:
Objective:
What is the primary business goal? Is it to increase customer satisfaction, reduce delivery times, or boost order volume?
Current Situation:
What is the current pay structure for delivery drivers?
What are the peak hours defined as? Are they consistent across all regions?
Target Audience:
Are we targeting all drivers or a specific segment (e.g., new vs. experienced drivers)?
Market Specifics:
Is this initiative planned across all markets or specific ones?
What are the current customer satisfaction metrics and order fulfillment rates?
Assumptions:
Incentive Structure:
The bonus is fully allocated to the delivery drivers.
Order Dynamics:
Peak hours are defined by high order volume, not necessarily traffic peaks.
Problem Focus:
The primary issue is high order volume during peak hours, not necessarily the distance of deliveries.
Test Conditions:
The test will be conducted over a two-week period, avoiding holidays to ensure consistency.
Stakeholders:
Drivers:
Incentives could potentially increase the number of drivers available during peak hours.
Customers:
Improved delivery times and service quality during peak hours.
Restaurants:
Increased order volume might affect restaurant operations and order preparation times.
Metrics for Success:
Primary Metrics:
Average daily order volume during peak hours.
Customer satisfaction scores.
Secondary Metrics:
Average delivery time.
Average order value and tip amount.
Driver retention and engagement rates.
Solution
Validation
Considerations and Trade-offs