Retail merchandise buyers are shown to exhibit a nonregressive bias when making sales projections. A quantitative model based on the principle of statistical regression is found to outperform the judgmental sales predictions of experienced buyers. Implications for the appropriate roles of intuitive and model-based decision making in retail merchandise buying are discussed.