What features could CB Insights add to its Company Mosaic scores to better predict startup success?

Introduction

To improve CB Insights' Company Mosaic scores for better startup success prediction, we need to analyze the current features and identify areas for enhancement. I'll outline a strategic approach to address this challenge, focusing on user needs, data analysis, and predictive modeling improvements.

Step 1

Clarifying Questions (5 mins)

• Looking at CB Insights' position in the market, I'm thinking about the primary use case for Mosaic scores. Could you clarify if these scores are primarily used by venture capitalists for investment decisions, or do they serve a broader audience including startups and corporate innovation teams?

Why it matters: Determines the focus of our feature improvements and data sources Expected answer: Primarily VCs, but growing usage among corporates and startups Impact on approach: Would tailor new features to serve multiple stakeholder needs

• Considering the evolving startup landscape, I'm curious about the current accuracy of Mosaic scores. Can you share any data on how well the scores have predicted startup success over the past 2-3 years?

Why it matters: Helps identify specific areas for improvement in the prediction model Expected answer: 70-80% accuracy, with some variation across industries Impact on approach: Would focus on improving accuracy in underperforming sectors

• Given the rapid changes in technology and business models, I'm wondering about the update frequency of the Mosaic score algorithm. How often is the model retrained or adjusted to incorporate new data or market trends?

Why it matters: Influences the agility of our solution and data integration strategies Expected answer: Quarterly updates with major annual revisions Impact on approach: Might suggest more frequent updates or real-time scoring features

• Considering the competitive landscape, I'm interested in understanding CB Insights' unique value proposition. What key differentiators set Mosaic scores apart from other startup evaluation tools in the market?

Why it matters: Helps maintain and enhance CB Insights' competitive advantage Expected answer: Proprietary data sources and advanced AI/ML algorithms Impact on approach: Would focus on leveraging and expanding these unique strengths