Improving the jackknife with special reference to correlation estimation

Abstract

SUMMARY Second-order asymptotic properties of the jackknife procedure are discussed, and the jackknifed estimator is shown to be a vulnerable estimator whose variation can be severely underestimated by the jackknife standard error. Simple robust alternatives to the average pseudovalue are discussed. Particular emphasis is placed on estimation of a correlation coefficient. Numerical examples are given.