Within stochastic volatility, moving average is the simplest approach. It simply calculates volatility as the unweighted standard deviation of a window of X trading days. This video demonstrates three "flavors:" population variance (volatility = SQRT[variance]), sample, and simple.

This video is developed by David from Bionic Turtle.