The Dunning-Kruger effect claims low-skill people overestimate ability while high-skill people underestimate theirs, but the original paper's evidence was flawed. The illusory pattern arises from a statistical error: regressing predicted performance on actual performance (x vs y) produces different slopes than regressing actual on predicted (y vs x), creating a false appearance of bias even when predictions are completely unbiased.