A few come to mind, which were all pretty counter-intuitive to me at some point in time:
– Winning percentages are not as important as Profit/Loss ratio, in terms of how the long-run equity curve for the strategy will look like
– Although alpha is a lot cooler to talk about, beta can be a whole lot more profitable
– Most academic finance papers were not written by / are not intended for use by industry practitioners