Baseball performances are an imperfect measure of baseball abilities, and c
onsequently exaggerate differences in abilities. Predictions of relative ba
tting averages and earned run averages can be improved substantially by usi
ng correlation coefficients estimated from earlier seasons to shrink perfor
mances toward the mean.