The study tested whether costs that are positively related lead to less competitive outcomes compared to costs that are not related. Most subjects followed the predicted behavior when costs were not related, but not when costs were related. Although average behavior and outcomes were similar, the distribution of supply functions differed. The results suggest that many subjects ignore cost correlations, leading to higher welfare losses than expected due to inefficiency.