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How do I interpret a regression coefficient?

In the units of the problem: a one-unit increase in this predictor is associated with this much change in the outcome, holding the others constant. Putting it in the units the case uses, dollars or units sold, is usually what earns the interpretation points.

This comes up on Business Statistics Support, where it is answered in the context of the work itself.

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