At Northwestern, Birnbaum is cocirector of the Intelligent Information Lab, and a founder of the Knight Lab, an interdisciplinary center for innovation in technology, media, and journalism. He formerly served as chair of the Computer Science Department. At Narrative Science, Birnbaum focuses on technology and IP. He received his BS and PhD degrees from Yale, and was on the faculty there before joining Northwestern.