AI Systems for Measurement and Insights
AI measurement ideas: anomaly detector flagging unusual patterns, trend identifier detecting changes early, and correlation finder revealing relationships.
February 2026
January 2026
Step-by-Step: Designing Effective Metrics
Keep simple with three to five key metrics. Make actionable so measurement drives improvement. Align with goals avoiding distortion.
How Goodhart's Law Breaks Metrics
When a measure becomes a target, it ceases to be a good measure. People optimize for metrics, not goals, creating distortion and gaming.
December 2025
Measurement and Metrics Terms You Should Know
Metrics vs KPIs: Metrics measure anything; KPIs measure what matters for goals. Leading indicators predict future; lagging indicators show past results.
KPIs Explained Without Buzzwords
KPIs (Key Performance Indicators) are the few metrics that actually matter for your goals. Not all metrics are KPIs—only those that drive real decisions.
Quantitative vs Qualitative Metrics
Quantitative metrics measure numbers like revenue and time. Qualitative metrics assess quality like feedback and satisfaction. Both are needed together.
Intellectual History of Metrics
Scientific management quantified work. Accounting standardized financial measurement. Modern analytics expanded to all aspects of organizational performance.
What Should Be Measured and Why
Measure what drives outcomes, not what's easy to measure. Focus on outcomes over activities, and use leading indicators to predict future results.
Vanity Metrics vs Meaningful Metrics
Vanity metrics look impressive but don't drive decisions: total users, page views. Meaningful metrics change behavior: active users, retention, revenue.
Why Measurement Changes Behavior
What gets measured gets optimized. Measurement creates visibility, accountability, and focuschanging behavior whether intended or not.
September 2025
Qualitative vs Quantitative Metrics
Quantitative metrics use numbers that are scalable and objective but miss context. Qualitative metrics use stories rich in context but subjective.
Metrics Design Checklist
Metrics design checklist: Is it aligned with goals? Actionable and influenceable? Gameable by cheating? Leading or lagging indicator? Simple to understand?
Metrics That Destroyed Performance: Case Studies
UK hospitals held patients in ambulances to meet four-hour emergency room targets. Teaching to test scores narrowed education focus.
How Metrics and Measurement Work
Metrics quantify performance. They create visibility, enable improvement through tracking, establish accountability, and drive behavior toward outcomes.