That particular "bias" isn't actually a bias, it's an accurate learning about the distribution of genders between jobs in the real world. Very few professions have an exactly 50:50 balance of men and women. Most are tilted towards one gender or the other. The purpose of a correct search engine is not to reduce my "surprise" at arbitrary events but rather to give me the information I'm looking for, which will more often than not be questions about the real world - not the fever dream of some hard-left activist.
Indeed. To intentionally skew the data such that, for example, men are over represented as nurses, is in fact introducing bias to the data based on prejudice.
You’ve essentially created a fictional data set because it’s biased due to the underlying prejudice (preconceived opinion that is not based on reason or actual experience) that men ought to be nursing more, despite that not being reality.
We’re in a strange situation where we have large concerted efforts by activists to inject fiction in to our facts (whatever the medium) with the aim of distorting perceptions in such a way as to some how correct what they perceive to be injustice in the real world.
