The Ergodicity Gap

Why positive expected value doesn't save you

Round0 Ensemble average$100.00 Median wealth$100.00 Below $1000% Expected growth+5.00%/round Actual (geometric)−5.27%/round

The bet has positive expected value. Each coin flip multiplies your wealth by 1.5 (heads) or 0.6 (tails), for an expected multiplier of 1.05 — a 5% gain per round. An economist averaging across many players at a single moment would call this a good bet.

But run it many times in sequence, and almost everyone goes broke. The ensemble average — the thick gold line — grows steadily because a handful of extraordinarily lucky players inflate it. Meanwhile the median player, and nearly every individual trajectory, collapses toward zero. The few survivors don't compensate for the many ruined; they mask them.

This is the difference between ergodic and non-ergodic processes. In an ergodic system, the time average equals the ensemble average — what happens to the group predicts what happens to you. Life is non-ergodic. You live one trajectory, not the ensemble. You cannot eat the expected value.

The key insight: for multiplicative dynamics, what matters is the geometric mean (time average), not the arithmetic mean (ensemble average). The geometric mean of this bet is √(1.5 × 0.6) ≈ 0.949 — a 5.1% loss per round. The arithmetic mean says grow. The geometric mean says die. Both are correct. Only one is yours.