Jill Snider, a retired New York City police officer, agrees.

“We chose to be law enforcement officers. People choose to be teachers, choose to be nurses. You know what you’re getting into when you do it. But then you’re not always happy with the paycheck when you get it,” says Snider, who is also a policy director at the R Street Institute, a think tank that promotes limited government.