Regulators often address externalities with taxes or production restrictions. We develop a criterion to rank the welfare effects of these policies under mild assumptions about the external loss function. We apply the criterion to analyze a reform of China’s coal industry. Using an empirical model of inter-provincial coal demand and supply, we find that relaxing the production restrictions would increase 2017 coal output by over 600 million tons. Our criterion shows that a tax could achieve higher social welfare.