Data visualization is now a popular medium for journalistic storytelling. However, current visualization tools either lack support for storytelling or require significant technical expertise. Informed by interviews with journalists, we introduce Ellipsis: a system that combines a domain-specific language (DSL) for storytelling with a graphical interface for story authoring. By enabling storytelling without programming, the Ellipsis interface lowers the threshold for authoring narrative visualizations.