Etymology

pick out of a hat

Today it means: To determine by chance, especially by drawing lots. Full definition →

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The story

Referring to the impromptu use of one's hat as a receptacle for drawing paper lots from.

Etymology from Wiktionary, CC BY-SA 4.0.