Let $(R,\fm)$ be a d-dimensional Cohen–Macaulay local ring, $I$ an $\fm$-primary ideal and $J$ a minimal reduction of $I$. In this paper we study the independence of reduction ideals and the behavior of the higher Hilbert coefficients. In addition, we also give some examples.