The article examines how foreign demand shocks affect real income in different sectors. By using machine learning to group manufacturing sectors and statistical techniques, the researchers found that shocks in complex goods have a positive impact on income. Countries specializing in these sectors benefit more from increased openness, and export subsidies to these sectors can improve welfare.