This post comes at the request of Francesca, in a comment on an earlier post on Monte Carlo simulation.
The request was for some examples of how we can compute finite-sample critical values for different test statistics. What this really means is that we want to simulate particular "quantiles" (points on the X-axis) for the distribution of the statistic.
Let's see what we can do about this. First, some background information.