word choice - “In the outskirts” versus “on the outskirts”

Which of the following sentences is correct, and why?

I bought a house in the outskirts of the city.
I bought a house on the outskirts of the city.

Answer

The usual idiom is "on the outskirts". Don't ask why, it's an idiom.