  We discuss some properties of conditional expectation operators, and use
these facts to prove an interesting counterexample regarding sufficient
statistics. In particular, we show that there exists sufficient random
variables X and Y, such that (X, Y) are jointly not sufficient. We follow the
work of Burkholder and Chow, presenting complete proofs and supplying missing
steps.
