The journal Political Analysis has recently published a “virtual issue” on “Recent Innovations in Text Analysis for Social Science.” In addition to the guest editor’s introduction, there are seven papers in the virtual issue. All of the papers are available for free reading online, for a limited time. I spoke to University of California at San Diego political scientist Margaret Roberts, who edited the issue, about the subject matter. What follows is a lightly edited version of our discussion.