My thoughts are that $X$ itself would follow a Poisson distribution?
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What brought you to think that? – MasB Mar 28 '20 at 15:37
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A google search gives https://math.stackexchange.com/questions/221078/poisson-distribution-of-sum-of-two-random-independent-variables-x-y. – StubbornAtom Mar 28 '20 at 15:47