Theory 59/Averaging removes noise
Means Hide Tails
The claim
The mean of a heavy-tailed distribution is dominated by rare events, so averages misrepresent typical experience entirely.
01Mechanism
The first moment may not converge, or converges slowly.
02Prediction
Sample means should be unstable across samples.
03Refutation
Stable means would remove the tail dominance.