If I’m hired by the Police Department, do I have to live in Overland Park or the State of Kansas?

No; however, you must be able to respond to your assigned duty station within 45 minutes and obtain a driver's license in the state of residency. New officers are given 90 days from the date of hire to relocate, if necessary.