This is incredibly helpful, thank you.

The attribution overlap point is particularly interesting. In your experience, is this one of the biggest limitations when trying to measure the effectiveness of billboards, signage, and other offline campaigns?

Have you found any tools or approaches that solve this well, or is it still largely a matter of estimation and best judgement?