Local GDP measures are crucial for economic research but are often unreliable or unavailable, particularly in developing countries. Meanwhile, traditional proxies like nightlights have limitations. This column uses a variety of remote sensing and emissions data to estimate local GDP using machine learning. The estimates successfully portray the cross-section and dynamics of local GDP well, and as such will be useful for carrying out local spatial analysis of all forms. Local GDP measures have