Why did the Romans have such difficulty attempting to conquer Scotland?

by Chew55

With such a large empire I've always found it strange that they had such a hard time with Scotland, eventually giving up completely and building Hadrian's wall.

Was it just the case that there wasn't much useful north of the wall and that it wasn't worth the time or effort required to conquer the whole of Britain?

Searocksandtrees