The bias is toward looking like a better version of your boss. Match him in everything culturally, but be cooler than him, better looking that him, taller than him. As a black man, I'm pretty sure I got more than one programming job because I played in punk bands in the 90s.

This would be bad if the demographics of the people hiring were representative of the general population. They're not, so it makes it worse for specific groups.