Solution

ID: past-exam-of-the-probability-statistics-and-options-i-course-of-the-university-of-oxford/2010/m/3/d/solution

Equality forces because its proposed value is at most . The random variable is nonnegative and has expectation zero, so almost surely. On it equals the strictly positive variable , making that event null. On it equals , forcing there. Hence
This is the equality in Markov's inequality under strict positivity. The reasoning even works without the discreteness assumption.

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