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How deeply involved the PM needs to be in the project makes a huge difference in the amount of domain experience required. In a very large project, s/he can rely on technical leads who function as mini-PMs for their area of responsibility. Even so, I think some technical background will be a huge asset for reconciling all the stories you get from each of the people reporting to you.