Statistics & probability

Shared birthday probability

Explore the chance of a matching category in a group.

Shared birthday probability
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A clear answer. Here’s how.

Probability of at least one match = 1−product(1−i/categories) for i=0…people−1, calculated with logarithms. Returns 1 when draws exceed categories. Assumes independent equally likely categories; real birthdays are seasonal and leap days are not represented by the default model.

See a worked example

Worked example

A fixed demonstration, separate from the values you enter above.

Number of independent draws / people
23
Equally likely categories / possible birthdays
365

Example result

At least one matching pair
0.507297234324
No matching pair
0.492702765676