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Data Interview Question

Driver Assessment Using Car GPS

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Requirements Clarification & Assessment

  1. Objective Definition:

    • Primary Goal: Evaluate a driver's performance using car GPS data.
    • Secondary Goals: Ensure safety, efficiency, and compliance with traffic regulations.
  2. Data Requirements:

    • GPS Data: Latitude, longitude, timestamp, speed, and heading.
    • External Data (if needed): Road speed limits, locations of stop signs/traffic lights, accident reports.
  3. Assumptions:

    • The GPS data is accurate and collected in real-time.
    • The vehicle is a regular car, not a commercial or business vehicle.
    • The driver is not using GPS for navigation in familiar areas.
  4. Performance Metrics:

    • Safety: Frequency of speeding, harsh braking, and rapid acceleration.
    • Efficiency: Average time to destination, adherence to optimal routes.
    • Compliance: Adherence to traffic signs and signals.
  5. Limitations:

    • GPS data might not capture all aspects of driving behavior (e.g., driver attentiveness).
    • Potential inaccuracies due to GPS signal loss or interference.