Vandell (1991) recently developed a rigorous minimum variance technique for selecting and weighting comparables in real estate appraisal. This article extends Vandell's methodology in three areas: (1) an alternative objective function; (2) an approach that explicitly recognizes the non‐negativity constraint on comparable weights; and, (3) a more robust comparable inclusion process. Using Vandell's data, we show how our methodology modifies Vandell's result