Any sort of bias present in the training data will be replicated in the model. If the police are biased in whom they target, that group will naturally show a higher crime rate. Which would easily be picked up in any sort of statistical model. Leading to a biased model.
The drop in crime happened nationwide during this same time in places which did not include NYC. [1] The timing of this seemed to have been more coincidental with the drop in crime.