Reference

Statistics vocabulary

The exact meaning of every statistical term Kno reports, confidence intervals, holdouts, controls, Bonferroni correction, underpowered.

The authoritative treatment: What the numbers mean.

Term Meaning in Kno
Delta Paired per-case difference: the same case scored with and without the asset
95% confidence interval Every reported delta carries one, or the delta is not reported at all
Holdout A slice of cases sealed at baseline; nothing, not valuation, not selection, reads it until validate
Control reserve A third of dev cases reserved before routing, so controls never run dry
Fresh controls Routed cases re-measured without the asset; regression is measured separately from improvement
Bonferroni correction Every keep/reject decision at 1 − (1 − 0.95) / n_screened; the error budget is the family of decisions, not any one of them
Underpowered Fewer than 20 holdout cases, Kno reports no delta rather than a bad number
Winner’s curse Selection inflates the best candidates; Kno corrects the multiplicity and names the remaining inflation instead of hiding it
min_detectable_harm The smallest regression the control sample could see, the limit of what “no harm found” can claim
Gaps GAP / UNKNOWN verdicts: cases the current data cannot move
Error rate A baseline with a 5%+ error rate is unusable, not just noisy

The holdout number is the one you may put in a slide.

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