> what are you arguing for? no analysis? or do you wish to change the analysis? Or why do you claim that analysis is premature to remain on topic?
There's a difference between a team of academics/statisticians analyzing policing and crime data and then debating the resulting conclusions, and a widespread set of predictive policing tools that are designed to be used by feet on the ground. The former is great! and important. The latter is the problem.
> saying "inherent bias" is very vague and has more value as a political dog whistle than anything else... unless you'd like to suggest what the biases are and point out how you have this special knowledge and other crime experts don't.
The entire point I'm trying to make is that it's very _difficult_ to figure out what your data biases are because usually the data is _all you have_. My point isn't that I have "special knowledge" about where the biases are. I do not have any such special knowledge. Domain experts will have more "special knowledge" and by that I mean through their experience they will have hopefully learned difficult lessons about the limitations of certain types of data available to them, but even they will not have perfect knowledge about where all of the biases in their data are.
> for example, what is the bias in incoming 911 calls?
again, I do not know! Do you? Do you feel 100% sure to say that the propensity of someone to dial 911 would not be dependent on socioeconomic factors, or on the nature of the crime, or on the alleged perpetrator? Do white people feel more comfortable calling 911 on black or brown people than black or brown people calling 911 at all?
You can try to correct for certain biases if you have access to all of the relevant info (e.g. in the above example, we could in fact try to answer this question if (1) we had the actual background rate of crimes being committed, independent of 911 calls, (2) all of the relevant information (e.g. race/income of caller and perpetrator, the crime type, etc.), and even then we would be missing other biases that we may not be consciously trying to "correct" for). But even this is subject to lots of error (how do we get the actual baseline level of crimes? hint: you can't), and will miss other factors that we haven't thought of.