I feel like generating a lot (100k? You can tweak to get whatever confidence you want) of numbers for every day for the next several (30?) years and running tests like chi-squared (or others, see http://www.cse.wustl.edu/~jain/iucee/ftp/k_27trg.pdf) doesn't seem too crazy when you're talking about millions of dollars in prize money.