Yes...bet sizing is something I worry about a lot, but it isn't clear to me how to apply the kelly criterion to a game where the risk/reward is mostly unknown and only based on a hunch.
Looking at the closing price for each trading day, count how many times the stock ended higher and how many times it ended lower than the previous day.
Then you have your odds.