1M simulated Monopoly games show first-turn roll of 4 cuts win rate to 14.9%

randal_olson · x · 2026-11-10

Data scientist Randal Olson shared a Monte Carlo simulation of 1 million Monopoly games: rolling a 4 on your first turn drops your win rate to 14.9%, well below the even share of 21.8%. Drawing "Advance to Boardwalk" on turn 1, meanwhile, boosts your win rate to 35.6%—quantifying just how much early luck shapes the whole game.

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