How Do You Determine Whether a Trading Strategy's Performance Is Robust to Small Changes in Its Risk Percentage?

A method may appear successful when each trade risks one amount but show very different drawdown behaviour at another amount. How would you evaluate the effect of small changes in risk without altering the strategy itself? What results would suggest that the approach requires more conservative sizing?