How Do You Decide Whether to Use a Strategy That Has Not Experienced a Severe Historical Drawdown?

A short or favourable historical sample may not include the conditions that would challenge a strategy most. What additional tests would help you understand how the method might behave when circumstances become significantly less favourable?