Why has Convoy (Road)'s freight matching algorithm seen a 15% decrease in successful matches over the past month?

Introduction

Convoy's freight matching algorithm has experienced a 15% decrease in successful matches over the past month, indicating a significant disruption in the platform's core functionality. This issue directly impacts Convoy's ability to efficiently connect shippers with carriers, potentially leading to decreased customer satisfaction and revenue. I'll approach this problem systematically, focusing on identifying the root cause, validating hypotheses, and developing both short-term fixes and long-term solutions.

Step 1

Clarifying Questions (3 minutes)

• Given the sudden drop, I'm wondering about recent changes. Have there been any significant updates to the algorithm or platform in the last 1-2 months?

Why it matters: Recent changes could directly correlate with the performance drop. Expected answer: Yes, there was a major algorithm update. Impact on approach: If confirmed, I'd focus on the update's specifics and potential unintended consequences.

• Considering market dynamics, has there been any notable shift in the types or volume of freight being shipped recently?

Why it matters: Changes in freight patterns could affect the algorithm's effectiveness. Expected answer: No significant changes in freight types or volume. Impact on approach: If true, I'd shift focus to internal factors rather than market conditions.

• Looking at user behavior, have we seen any changes in how shippers or carriers are interacting with the platform?

Why it matters: User behavior changes could indicate issues with the user interface or experience. Expected answer: Some carriers reporting difficulties with the new interface. Impact on approach: I'd investigate the UI changes and their impact on user engagement.

• Thinking about data integrity, has there been any change in how we're measuring or defining a "successful match"?

Why it matters: Ensures we're comparing apples to apples in our metrics. Expected answer: No changes in measurement or definition. Impact on approach: If confirmed, I'd focus on actual performance issues rather than measurement discrepancies.