Show that if X and Y have the same distribution, then: VAR(X+Y / 2) VAR (X)

and conclude that the use of antithetical variables can never increase variance (Inequality Cauchy-Schwarz:

E (XY) E (X²) E(Y²) | E(XY) E(X²)