I think you're right and overfitting certainly wouldn't explain bad performance of this algorithm, you can't overfit with such a simple strategy. The market can

I think you're right and overfitting certainly wouldn't explain bad performance of this algorithm, you can't overfit with such a simple strategy. The market can change in response to discovering this strategy though.