How do you choose a key to compose in?

I've composed about five piano solos on MuseScore, but every time, choosing a key signature is a random guess. I've googled the topic many times, but I have struggled to understand why certain composers choose a certain key for a piece.

If anyone could educate me on the topic a bit, then I'd really appreciate it.