n− 1, where n is the sample size. The modified statistic depends on the joint cumulants of log
likelihood derivatives for the full data. Some applications are discussed. Following Cox &
Reid (1987a) we also derive a general formula for Bartlett-type corrections to improve test
statistics whose null asymptotic distributions are chi-squared.