Many students who intend to transfer from a community college to a four-year institution do not successfully follow through on these intentions. To increase transfer among students in the Virginia Community College System (VCCS), we are developing an intervention that uses machine learning to provide students with personalized information about courses they can take to meet degree and transfer requirements.