Fourth-down decisions are often framed publicly as a referendum on analytics, but inside NFL buildings they are treated as operational judgments shaped by far more than probabilities. Long before a coach signals for an offense to stay on the field or a punt unit to jog out, layers of planning, expectation management, and institutional context influence how those moments are handled. The decision itself is brief. The forces behind it are not.

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