The problem with predictive policing is in the name. Inference (ML) predicts the future from the past. If the past is racist, then inference will create a racist future. Since racism is systemic[1], especially when it comes to policing, predictive policing is actively working against an anti-racist future. There may be statistical ways to factor out systemic racism. There are two reasons I don't think that works: 1.…
>The problem with predictive policing is in the name. Inference (ML) predicts the future from the past. If the past is racist, then inference will create a racist future. Since racism is systemic[1], especially when it comes to policing, predictive policing is actively working against an anti-racist future. One thing that constantly annoys me is that while people are becoming well aware of how racist our legal system…
I am 100% not trying to defend this; I agree with you that there's a problem. But I've never actually seen much research that demonstrates that there's a problem, even when there obviously is one.
For instance, women can't rape men and it is instead legally classed as "forced envelopment" or something, so there's... very, very clearly a disparity, but almost no one ever hears about it. I can't think of any reliable central archive of information that isn't vividly a "Men's Rights Activist" website that screams 90s conspiracy theorists.
EDIT: If you do know of any useful sources for spreading the idea, I'd love to hear about them.