How Do You Determine Whether a Strategy Is Sensitive to the Choice of Historical Testing Period?

A method may perform well when tested over one selected period but poorly when the start or end date changes. How do you investigate whether the result depends too heavily on that selection? Would rolling test windows or multiple distinct market periods give you greater confidence?