The sampling distributions of skewnss and kurtosis are available for large sample. The sampling distributions of skewnss and kurtosis for large sample can be obtained from the central limit theorem which states that the sampling distributions of skewnss and kurtosis for large sample are asymptotically normal.
However, I have not found any result about the sampling distributions of skewnss and kurtosis for small sample. Thus, the the question is
"Are the sampling distributions of skewnss and kurtosis for small sample available ? "