Thanks for the links @Mel81x, will properly read it after all the racing today.
I remember reading Karen Hao's interactive feature on MIT Technology Review that was related to the topic a while ago, there they had a predictive algorithm called COMPAS, which is used as a risk assessment tool in US courtrooms to decide whether the defendant should be released from jail before their trial or not. The feature had you tweak the algorithm based on certain scenarios to make it "fairer", in order to demonstrate the issues with it and the biases involved; that was an interesting experiment.
https://www.technologyreview.com/2019/10/17/75285/ai-fairer-than-judge-criminal-risk-assessment-algorithm/