Poisson Distribution Approximated by Hat-Check Distribution

Theorem
Let $X$ be a discrete random variable which has the hat-check distribution with parameter $n$.

Then $X$ can be approximated by a Poisson distribution with parameter $\lambda = 1$.

Proof
Let $X$ be as described.

Let $k \ge 0$ be fixed.

Then:

Hence the result.