Almost certainly yes, unless tech is different from the job market at large.

An interesting point on attractiveness in the job market is that people who are extremely unattractive tend to also perform very well. It’s mildly unattractive people who do the worst. My pet theory is extremely unattractive people have to work their asses off to make enough money to be sexually competitive in any way.