The document summarizes Bernd Skiera's 2010 article on the differences between structural and reduced-form models in improving pricing decisions. Structural models use economic theory to model demand, costs, competition and estimate price responses. Reduced-form models directly estimate price-response functions from historical data without an underlying economic framework. Skiera finds that structural models provide more accurate predictions of pricing decisions under different market conditions compared to reduced-form models.