Jonathan,
you beat me to it. DO NOT EVER wear gloves when using a drill. If any part of the glove, even a thread, catches in the chuck it will pull your hand then your arm round with it.
The only gloves I ever wear are the thin nitrile ones so that my hands dont get oily. These rip very easily so wont cause you any problems.

Ian