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Let’s say you run the most basic regression Y = X beta + epsilon. The X is chosen out of the set all possible regressors Z (say you run income ~ age + sex, where you also could have used education, location, whatever).

Is that not equivalent to a prior that the coefficient on variables in Z but not in X is zero?