[throwaway1777]

It is a chicken and egg problem as people won’t walk their dogs outside as much in an unsafe area

[paul80808]

I'd be willing to bet this isn't the case: even in unsafe areas dogs need to go outside to do their business. I doubt there's a natural experiment out there that could demonstrate causality...