Should TrueCar prioritize expanding its dealer network to offer more vehicle choices or focus on improving the accuracy of its price estimates for existing listings?

Introduction

The trade-off we're examining today is whether TrueCar should prioritize expanding its dealer network to offer more vehicle choices or focus on improving the accuracy of its price estimates for existing listings. This decision is crucial for TrueCar's growth strategy and user satisfaction. 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)

• Context: I'm thinking TrueCar's current market position might influence this decision. Could you share our current market share and how it compares to our main competitors?

Why it matters: Helps determine if growth or consolidation is more critical Expected answer: Mid-tier market share with room for growth Impact on approach: Higher market share might favor accuracy, lower share expansion

• Business Context: Based on our revenue model, I assume dealer partnerships are a key revenue driver. Can you confirm if this is correct and what percentage of our revenue comes from dealer partnerships versus other sources?

Why it matters: Informs the financial impact of expanding the dealer network Expected answer: Majority of revenue from dealer partnerships Impact on approach: High dependency would favor expansion

• User Impact: I'm curious about our user retention rates. Do we have data on how often users return to TrueCar for subsequent car purchases?

Why it matters: Indicates the importance of long-term user satisfaction Expected answer: Moderate retention with room for improvement Impact on approach: Low retention might prioritize accuracy for trust-building

• Technical: Regarding our price estimation algorithm, what's our current level of accuracy, and what are the main factors limiting further improvements?

Why it matters: Assesses the potential impact and feasibility of accuracy improvements Expected answer: Moderate accuracy with challenges in real-time data integration Impact on approach: High potential for improvement would favor focusing on accuracy

• Resource: Can you give me an idea of our current team structure and capacity? Are we better equipped for network expansion or algorithm improvement?

Why it matters: Determines the feasibility of each option given our current resources Expected answer: Balanced team with some flexibility Impact on approach: Strong technical team might favor accuracy focus, while a strong business development team might favor expansion