The shift from paper to electronic distribution of scholarly publications allows researchers to consider the characteristics of the scholarly literature on unprecendented scales. By mining citation data, collections of article abstracts or full text, faculty web pages, and other information, we can take a big-data approach to numerous questions in the sociology of science.