I'm open to being wrong here, but where can I find a source on this?
I only found this one chart [1], and the mean averages seem to be lower than 130. I have no idea how reliable this is. I can't speak to San Francisco at all, but I can't find the data.
I'd also include "web developer" with software engineer, and everyone with no knowledge of CS theory, just all software developers in my opinion.