Odds.how

The theory site of The School of Odds.

Parlay dependence explorer

The separate probabilities of two events do not determine the probability that both occur. Multiplication gives the parlay probability only under independence; dependence can move the joint probability anywhere inside exact limits imposed by the two individual probabilities.

The individual legs remain fixed throughout this experiment. Only their overlap changes. The resulting fair parlay odd can therefore change radically while both leg probabilities remain exactly the same.

Keep the legs fixed

The displayed individual odds are fair odds derived from these probabilities; no bookmaker margin is applied.

Move only the overlap

Independence: the selected overlap equals P(A) · P(B).

Test a quoted parlay odd

This optional quotation is evaluated against the selected joint probability, not against the independence assumption.

Leg A fair odd1.67
Leg B fair odd2.00
Fair parlay odd now3.33
Quoted parlay EV now−7.0%

The complete feasible range

independence
selected
Minimum 10%Maximum 50%

The limits are the Fréchet bounds: max(0, P(A) + P(B) − 1) and min(P(A), P(B)). Values beyond them would require a negative probability in the joint table and are impossible.

Where the probability goes

Leg B winsLeg B losesTotal
Leg A wins30.0%Both win30.0%A only60.0%
Leg A loses20.0%B only20.0%Neither40.0%
Total50.0%50.0%100%

The row and column totals never change unless an individual leg changes. The four interior cells move because dependence redistributes probability without altering either marginal probability.

Independence assumes30.0% · fair odd 3.33

This is one point in the feasible range, not a fact implied by the separate legs.

Selected dependence implies30.0% · fair odd 3.33

No difference from independence.

Interpretation: this explorer does not estimate the real dependence between events. It shows the range compatible with the stated leg probabilities. A bookmaker may already account for dependence in a quoted same-event parlay; dependence creates value only when the quotation misprices it.