Good question. I think there is set of people that see big city departments as having more opportunity for specializing, promotion, etc. Career motivation.
I know some jurisdictions have tried to mandate that you had to live in the town you served in. This was a failed idea and largely rejected. If you think about why, there may be a more complete answer to your question.