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If you hire someone over someone else due to an immutable quality such as their skin colour, sexual orientation (which shouldn't even be a thing to discuss on a job interview), hair colour, sex, gender etc than that is discrimination, and in the case of race, racist. Just because the majority of racism happens in one way, does not mean it's not racism in the other way.
Unless the immutable quality somehow makes the person physically better for the job, such as males typically having better muscle/bone mass which gives them an advantage for physical work (e.g. oil rigs), or employing a black female actor to play a black female character.