Incoprea Theory
Vol. XXXI · 129

Theory 10/More data means better decisions

Confidence Outruns Accuracy

The claim

Adding data raises confidence faster than accuracy, so decision quality can fall while certainty rises.

01Mechanism

Precision improves with sample size while bias does not; confidence tracks precision.

02Prediction

Overconfidence should grow with data volume at fixed bias.

03Refutation

Calibration improving with data would remove the asymmetry.