In the context of modern financial systems, how should a trader evaluate using non-linear mathematical frameworks structural weaknesses of r

In the context of modern financial systems, how should a trader evaluate using non-linear mathematical frameworks structural weaknesses of relying purely on exponential moving average crossovers in a sideways,