Very interesting insights backed with data. I wonder if the counter intuitive findings such as less DL and more tree based models, or more SQL in the high paid folks is the result of them being more experienced and hence use the tool that's required rather than using shiny tools that are not required, which may be the case with more junior folks entering the industry.