Put . The count has the zero-based geometric distribution, whose probability generating function is . Hence the aggregate has a compound geometric distribution, with
This transform requires ; it holds for every . To differentiate explicitly, let . Then
and
At zero, and , giving
Every term is positive for and strictly positive claim sizes. Therefore the unstandardized skewness is positive, even if the claim-size third central moment itself is negative. The zero-based convention matters: there is no factor in the numerator of this aggregate transform.