We present results about classes of prefilters that may result in similar model estimates by use of the classical least-squares prediction error identification methods. It will be seen that prefilters belonging to a particular class have identical transfer function moduli. We also address the issue of a possibly best prefilter within such equivalent classes. The result we obtain actually advocates for prefilters having the shortest extended impulse response (defined even for IIR prefilters).