You nailed it. The problem is that unless our return distribution is stationary (i.e., having the same mean and stddev) over time, all of the theories in quantitative finance including Sharpe Ratio, Portfolio Theory, and Options pricing (e.g. using Black-Scholes) fall apart. To overcome this, we...