That's the thought process, and it's also what's going to bring a lot of these companies down. Their shitty game isn't going to beat the odds when all the other shitty games are also being pushed. Their chance of success and potential return figures are likely off by a large margin.
Edit: For example, Overwatch, which has actually hit the mainstream and has a fairly large player base, I think still isn't profitable.