I think these discussion tend to get a lot of people debating on who should offer a # first.

I don't think this is a question with a binary answer. Statistically, you may be able to determine which works better as a whole, but nobody will negotiate their salary enough times to render a proper sample. I'd guess that treating each salary negotiation uniquely will produce a higher mean salary than simply changing the "who says $ first" variable.