I misspoke. I think hiring is more standardized within companies now, and it is trending that way.
I can only speak for places I've worked at.
Google has an internal interview committee to provide unbiased reviews. Before you interview, you need to understand the repository of questions asked and how to interview candidates.
PayPal varies team by team, but each team tries to standardize the kind of candidates that they are looking for.