New, “big” data sources allow measurement of city characteristics and outcome variables higher frequencies and finer … in New York City, suggesting that similar image data can be used to map wealth and poverty in previously unmeasured areas … urban amenities. Finally, we explain how Internet data is being used to improve the quality of city services …