Well, I prefer Arch, but a major factor in that preference is the fact that some software I rely on for my work is very hard to find on other distributions and that creates unnecessary hassle for me.

Fedora and Debian/Ubuntu are both pretty solid choices for a base OS, but Fedora might be more robust in the long run.