Explicitly authored standalone online lecture. Fall 2025 identifies the course offering, not a separately verified publication or revision date.
Cited passages: Sufficiency, Will Fithian, “Factorization theorem”: common dominating measure and almost-everywhere factorization; Sufficiency, Will Fithian, “Independent Bernoulli sequence”: conditional pmf; Sufficiency, Will Fithian, “Sufficiency”: definition.

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