Should Payscale prioritize expanding its salary database coverage or improving the accuracy of existing data in its compensation reports?

Introduction

The trade-off between expanding Payscale's salary database coverage and improving the accuracy of existing data in compensation reports is a critical decision that will shape our product strategy and impact our users. This scenario touches on the core value proposition of Payscale: providing reliable, comprehensive compensation data. I'll analyze this trade-off by examining its implications for our business, users, and technical infrastructure, ultimately recommending a path forward with clear next steps.

Step 1

Clarifying Questions (3 minutes)

• Based on our current market position, I'm thinking database coverage might be our competitive edge. How does our coverage compare to our main competitors right now?

Why it matters: Helps assess if expansion is truly needed or if we should focus on accuracy Expected answer: We're trailing in certain industries or regions Impact on approach: Would prioritize targeted expansion in those areas

• Considering user feedback, I suspect data accuracy might be a pain point. What's our current user satisfaction rate regarding data accuracy?

Why it matters: Indicates whether accuracy improvement should be prioritized Expected answer: Satisfaction is below target, especially for certain job categories Impact on approach: Would focus on improving accuracy for problematic categories first

• Looking at our tech stack, I'm curious about the scalability of our data processing. How easily can we expand our database without compromising performance?

Why it matters: Determines feasibility of rapid expansion Expected answer: Current infrastructure can handle 20% more data without major upgrades Impact on approach: Would inform the pace and scale of potential expansion

• Thinking about our team structure, I wonder about our current data science capabilities. Do we have the in-house expertise to significantly improve data accuracy?

Why it matters: Affects the feasibility and timeline of accuracy improvements Expected answer: We have a small but skilled team, potentially needing to scale up Impact on approach: Might suggest a phased approach to accuracy improvements

• Considering our product roadmap, I'm curious about any upcoming features that might influence this decision. Are there any major releases planned that depend on either expanded coverage or improved accuracy?

Why it matters: Helps align the decision with broader product strategy Expected answer: A new predictive salary tool is planned for Q4 Impact on approach: Would prioritize the option that best supports this upcoming feature