Should Convoy (Road) prioritize expanding its carrier network to increase shipment capacity or focus on improving existing carrier retention and utilization?

Introduction

The trade-off we're examining today is whether Convoy should prioritize expanding its carrier network to increase shipment capacity or focus on improving existing carrier retention and utilization. This decision is crucial for Convoy's growth strategy and operational efficiency. I'll analyze this trade-off by considering the business context, user impact, technical feasibility, and resource allocation. My response will cover clarifying questions, product understanding, hypothesis formulation, metrics identification, experiment design, data analysis, and a final recommendation.

Step 1

Clarifying Questions (3 minutes)

• Based on recent market trends, I'm thinking carrier churn might be a significant issue. Could you share insights on our current carrier retention rates compared to industry standards?

Why it matters: Helps determine if retention is a pressing concern or if expansion should take priority. Expected answer: Retention rates are below industry average. Impact on approach: Would lean towards focusing on retention strategies if confirmed.

• Considering our growth trajectory, I'm assuming we're targeting aggressive expansion. What's our current market share, and what's the goal for the next 12-24 months?

Why it matters: Aligns solution with overall business strategy. Expected answer: Aiming to double market share in 18 months. Impact on approach: Higher growth targets would favor network expansion.

• Looking at user feedback, I'm wondering about our carrier satisfaction levels. Do we have recent NPS or satisfaction scores for our existing carriers?

Why it matters: Indicates whether retention efforts should focus on improving satisfaction or other factors. Expected answer: Moderate satisfaction scores with room for improvement. Impact on approach: Low scores would prioritize retention and utilization improvements.

• Regarding our technical capabilities, I'm curious about our current platform scalability. How easily can our systems handle a significant increase in carrier onboarding?

Why it matters: Determines if rapid expansion is technically feasible without major infrastructure changes. Expected answer: Systems can handle 30% growth with current infrastructure. Impact on approach: Limited scalability would favor focusing on utilization over expansion.

• Considering resource allocation, I'm thinking about team capacity. How are our product and operations teams currently split between acquisition and retention efforts?

Why it matters: Helps understand if we have the right balance of resources for either strategy. Expected answer: 70% focused on acquisition, 30% on retention. Impact on approach: Significant imbalance might suggest reallocating resources before pursuing either strategy.