The Nearest Neighbors Appraisal Technique (NNAT) is pitted against the traditional real estate appraisal process and ordinary least squares (OLS) estimates of value for various types of commercial real estate in Dallas, Texas. Additionally, time is explicitly entered into NNAT. NNAT estimates of value are significantly more accurate than the traditional appraisal process for all types of commercial real estate, it is significantly more accurate than OLS estimates for retail and miscellaneous properties, and it is more accurate, but not significantly so, than OLS estimates for other types of commercial real estate. N THIS STUDY, the Nearest Neighbors Appraisal Technique (NNAT),