There were two glitches I knew about that could happen when joining a game online:
a) you might lose all equipped gear
b) all your skill points reset and you have to reassign them
Obviously A is worse than B. B could be used as a feature to save money.
Continuing the discussion from [Matchmaking issue](http://forums.gearboxsoftware.com/t/matchmaking-issue/9209):