I use visualization and bootstrap to obtain empirical confidence intervals for the estimates of the $k$ parameter of a Gamma distribution. I consider the dependency of the estimates on the sample size and on the true value of $k$, and the differences in the estimates computed with the method-of-moment (MoM ...