What Is Your Method for Comparing a Strategy's Results Across Different Years?

A strategy can perform well in one year and poorly in another because the market environment changes. How do you determine whether the variation is reasonable or evidence of a fragile approach? Would you compare yearly returns, drawdown, trade frequency, or the consistency of the underlying conditions?