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

2026-04-27

Discord reduced its default experiment metrics from approximately 50 to 15, which improved its ability to detect real effects by 45%. By using correlation analysis and PCA to eliminate redundant metrics, the service avoided the stricter thresholds and decreased recall typically caused by multiple comparisons corrections.