Experiment Metrics Optimization
Measure Less to Learn More: Using Fewer, Higher-quality Metrics to Capture What Matters

Measure Less to Learn More: Using Fewer, Higher-quality Metrics to Capture What Matters

4/24/2026

What this post added

This post details Discord's journey to address the problem of having too many experiment metrics. It highlights the trade-offs between leaving p-values as-is (leading to false positives) and adjusting them (leading to worse recall). The core solution proposed is to use fewer, higher-quality metrics that capture distinct concepts.

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