The median home price for the SF Bay Area is roughly $1.4M -- that means this sort of role is the bottom of who could afford a home alone. Making half as much money somewhere else is likely going to provide a higher quality of life than barely being able to break into the Bay Area housing market and potentially needing a long commute to your "desirable" job. This was not the case for the previous generations of engineers moving to the Bay Area.