Bias-reduced estimates for skewness, kurtosis, L-skewness and L-kurtosis

► Nonparametric bias-reduced estimates are given for skewness and kurtosis. ► Nonparametric bias-reduced estimates are given for L-skewness and L-kurtosis. ► Their asymptotic efficiency is better than that of corresponding bootstrapped estimates.