Statistical theory is quite out of fashion. It has been replaced by an algorithmic, anything goes, "who needs theory when we have a computer?" attitude. I will review the strengths and weaknesses of this "new statistics" and point up places where new theory is badly needed. This is a report of joint work with Erich Lehmann.