More generally (and in probability-speak), for any probability measure, any random variable X taking value in some interval I and any convex function f defined on I,
Ef(X) ≤ f(EX)
The same also holds if we replace the interval I with any convex region in Rn.

See a proof of the Jensen inequality, if you like.