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Product Management Root Cause Analysis Question: Investigating decreased mileage in TuSimple's autonomous truck fleet
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Nextsprints

Updated Jan 22, 2025

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Why has TuSimple's autonomous truck fleet experienced a 15% decrease in miles driven per day over the past month?

Data Analysis Problem Solving Strategic Thinking Autonomous Vehicles Logistics Transportation
Data Analysis Product Metrics Root Cause Analysis Autonomous Vehicles Fleet Management

Introduction

TuSimple's autonomous truck fleet has experienced a 15% decrease in miles driven per day over the past month, raising concerns about operational efficiency and potential underlying issues. This analysis will systematically identify, validate, and address the root cause while considering both immediate and long-term implications for the company's autonomous trucking operations.

Framework overview

This analysis follows a structured approach covering issue identification, hypothesis generation, validation, and solution development to address the decrease in daily miles driven by TuSimple's autonomous truck fleet.

Step 1

Clarifying Questions (3 minutes)

  • Looking at the timing, I'm thinking there might be seasonal factors at play. Has there been any significant change in weather patterns or road conditions in the past month?

Why it matters: Seasonal changes can impact truck operations and route efficiency. Expected answer: Minimal weather changes, but we'll need to verify. Impact on approach: If confirmed, we'd focus more on internal factors.

  • Considering the metric specificity, I'm curious about the calculation method. Has there been any recent change in how miles driven per day is measured or reported?

Why it matters: Ensures we're comparing apples to apples in our analysis. Expected answer: No changes in measurement methodology. Impact on approach: If changed, we'd need to reassess the validity of the 15% decrease.

  • Given the autonomous nature of the fleet, I'm wondering about recent software updates. Have there been any significant updates to the autonomous driving system in the last 1-2 months?

Why it matters: Software changes could directly impact driving patterns and efficiency. Expected answer: A minor update was rolled out three weeks ago. Impact on approach: If confirmed, we'd prioritize investigating the impact of this update.

  • Thinking about fleet management, has there been any change in the number of trucks in operation or their deployment strategy?

Why it matters: Changes in fleet size or deployment could affect overall miles driven. Expected answer: Fleet size has remained constant, but we'll need to check deployment strategies. Impact on approach: If deployment has changed, we'd focus on optimizing route planning and truck utilization.

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