Whether a city develops toward a more compact or sprawling one may affect many aspects of urban environment, such as public and ecosystem health, greenhouse gas emissions, and quality of life. Using longitudinal data of Chinese cities during 2000-2010, we investigate the relationship between the compactness of urban growth, measured by average population density and several important indicators...