Note that the opposite direction does not always hold, i.e., it is easy to come up with an example where P (X ≥ Y ) > 0.5 but there is no stochastic order between the two random variables.
the opposite direction is true with an additional assumption that the CDFs do not cross one another (which we do not prove here).