Is there any data on the success rate of companies that aim small? A lot of the allure of the startup is a chance to strike it big. If one isn't doing that anyways, might make more sense to join a big company since they offer a considerably higher expected return on your work.
(Also if one can get funding, it lets one get paid an actual salary more quickly.)