A fast, allocation-free Monte Carlo model of a top-N podium finish in racing events. Derives probabilities for placing in arbitrary positions given only win probabilities. Also derives joint probability of multiple runners with arbitrary (exact and top-N) placings.

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Derivatives and multiples pricing for racing and sports.