How Do You Compare a Trading Strategy's Worst Historical Periods With Its Average Performance?

Average results can hide periods of substantial difficulty. How do you evaluate whether the worst historical periods are manageable within your risk limits and personal circumstances? Would you examine the duration of underperformance, maximum drawdown, or the conditions that produced the losses?