The random variable $X$ has the Poisson distribution with mean $v$.
Now $X$ has a normal $N(0,1)$ distribution.
Let $S_n$ have the binomial distribution with parameters $n$ and $p$.
It is intuitively clear that the amount by which $S_n$ exceeds zero should follow the exponential distribution.
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