Fantastic article. It always made me nervous while attempting to model an optimal portfolio that the output was so extremely sensitive to the inputs. Even shifting a 15-year input period by a couple months could alter the output dramatically. I am sure we agree that that sort of statistical analysis is best used as one tool in the toolbox and at a broad level. Using an optimization as gospel does seem foolish given the magnitude and sensitivity of assumptions being made.