This paper develops a methodology for predicting the impact of trade liberalization on exports by industry. Predictions for industry-level changes in trade for the United States and Korea following the U.S.-Korea Free Trade Agreement (KORUS) are made. As a test for our methodology, we show that it performs significantly better than the applied general equilibrium models originally used for the policy evaluation of the North American Free Trade Agreement (NAFTA). Impact of Trade Reform