Past exam of the mathematics course of the University of Cambridge / 2011 / ia / Paper 2 / 10F / a

For any nonnegative random variable $X$ with finite expectation and any $a>0$, Markov's inequality statesIndeed $X\ge a{1}_{\{X\ge a\}}$, and taking expectations proves the bound. Nonnegativity is essential.