There are simple stat tests to determine this. I would start with a bootstrap test and if promising results then try something more formal and parametric. If you want to send me the series of returns I'd be happy to run a few tests if that's not in your wheelhouse.
Can you do my stats? tell me all about it; if it's random, performance stats, etc. You're the stats guy, so i'm curious to see what a statistician thinks.