I'd also factor in the numbers are higher also because policing is very robust. I can't think of any other city where I saw a cop nearly as often as NYC, they're everywhere.
Anecdotally, I never felt unsafe there. Although where I grew up crime was rampant, common, and expected- so comparatively NYC seemed really safe, and it wasn't hard to avoid high risk places/situations. I do think people hype up the crime numbers, and forget to consider the variables present in a megalopolis which aren't present in smaller cities.