Abstract: It is a sad fact that few investment funds, models or strategies actually beat the overall market averages over, say, a 10-year window. Even in academic research work, care must be taken to avoid statistical pitfalls, because: (a) the chances of finding a truly profitable investment design or strategy is very low, due to intense competition; (b) true findings are mostly short-lived