Is a recently-employed in a firm:
a newcomer or a freshman?
I wouldn't expect to hear either word in the context of a new employee: a "freshman" suggests an educational environment, to my ears, while "newcomer" sounds like a new arrival in a non-business context.
In a business context, I would expect to hear "starter". (You also often hear the somewhat pleonastic "new starter".)