My hobbyhorse: if you think each local labor market/state is an independent experiment, don't weight by population! OLS is BLUE (if you have admin data so sampling noise isn't higher in smaller states).
Interesting evidence for it really mattering here:
https://papers.ssrn.com/sol3/papers.cfm?abstract_id=4802701