A method of using quantization to reduce the computation required in regression analysis is described. The method gives unbiased estimates even if coarse quantization is used; however, the variance of the estimates is increased, the increase depending on the quantization size. The method would seem to be of most use where small computers are used to collect data for the purpose of fitting regression models.