We use a new machine learning-enabled, social network based measurement technique to assemble a novel dataset of firms' political connections in India. Leveraging this data along with a long panel of detailed financial transactions of firms, we study how political connections matter during an...

GDP growth is often measured poorly for countries and rarely measured at all for cities. We propose a readily available proxy: satellite data on lights at night. Our statistical framework uses light growth to supplement existing income growth measures. The framework is applied to countries with...