Why Do We Prefer High Probability Impacts or High Magnitude Impacts?

Stephen Colbert gets an emil from a listener named henry stack i henry. He writes that he does a lot of debate, and he wonders whether we should prefer high probability impacts or high magnitude impacts. Stephen: I don't think that's what he means by preference. But you know, it's funny, this is one of those things that happens in your field.