How Do You Prevent a Trading Strategy From Becoming Dependent on One Historical Period?

A method may perform exceptionally well during a particular market environment and poorly elsewhere. What testing approach helps you determine whether the results are broadly repeatable? Would you separate development data from evaluation data, compare distinct economic periods or use another method?