ISIS uses Twitter to inspire followers, recruit fighters, and spread its message. Its opponents use Twitter to denounce the group. To identify and characterize in detail both networks on Twitter, researchers use a mixed-methods analytic approach that draws on community detection algorithms to help detect interactive communities of Twitter users, lexical analysis that can identify key themes and content for large data sets, and social network analysis.