My suspicion is that people contributing to open source don't really just contribute randomly. It is most likely that they use a library or repo and then they end up on the "issues" page because they had a problem themselves.

It's at this point where I would imagine one is most likely to convert into actually picking up an issue and when notice of a "bounty" might push someone over the fence (?)