For the Poisson distribution, , so the aggregate has a compound Poisson distribution and
Three differentiations immediately give
The first two cumulants are and . If and claim sizes are strictly positive, , so the paper's unstandardized skewness is strictly positive. For the degenerate count , the aggregate is zero and the third central moment is zero; strict positivity presumes a positive claim intensity.

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