I knew a ton of Physics PhDs who went on to be very successful software engineers. They were always sad they couldn't do physics because of either lack of salary or lack of good job options, but they were often very good quantitative engineers.

My PhD opened a lot of doors but it also taught me that I didn't want to be a scientist.