When interviewing for places like Google and Amazon, your political connections and things like publications/degrees still matter a lot. Good performance on the interviews can be impactful but it's not the only factor. The incredibly biased committees review a lot more than that at google.
Maybe a better way to put it is, the whiteboard problem itself is a pass or fail question and therefore that aspect of the interview by itself is unbiased.
