the analytics vault
Resources: 136 (72 new this week)
a Hipster Data Club product Hipster Data Club

Why your big ideas matter more than perfect data

Original: TMB 5/52: Powerful Ideas > Perfect Measures

John Cutler
June 2, 2025
2 min read
Opinion
Intermediate
TMB 5/52: Powerful Ideas > Perfect Measures

Summary

This article argues that powerful ideas, even if imperfectly measured, are more useful for business decision-making than perfect measures for less impactful ideas. It discusses the importance of focusing on high-leverage metrics and acknowledging the limitations of data, rather than getting overly bogged down in pursuit of perfect measurement.

Who This Is For

Product Managers
Business Analysts
Data Scientists

Key Takeaways

  • Focus on measuring high-impact business concepts even if you can't get perfect data on them
  • Use structured interviews and qualitative methods to measure intangible outcomes like business transformation
  • Create coarse-grained measurement systems for subjective concepts like content quality to test hypotheses
  • Prioritize reducing uncertainty on powerful ideas over achieving perfect certainty on generic metrics

Tools & Technologies

Structured interviews Content classification systems Customer acquisition tracking

Topics Covered

business-models metrics data-analysis decision-making

More from John Cutler

Related Resources in Business Understanding

Topics

business-models metrics data-analysis decision-making