"Controlled Firms, Preferences, and Carbon Emissions" accepted at the JFQA
Controlled firms represent the dominant ownership structure globally, yet their environmental impact remains unclear. We test this for 3,769 firms from 35 countries using actual carbon emissions data and an environmental preference measure built using retrieval-augmented large language models.