As a novice, I would think using statistical tools such as Kolmogorov–Smirnov test to measure the returns between the expected results from back or walkforward test against the returns from real/paper trading. If the resulting distributions does not match, then something is probably not right.
At least this is the method I uses. Would love to hear from the experts here if I am being naive
At least this is the method I uses. Would love to hear from the experts here if I am being naive