We present a "Researcher's Hierarchy of Needs" (loosely based on Maslow's Hierarchy of Needs) in the context of interdisciplinary research in a "big data" era. We discuss multiple tensions and difficulties that researchers face in today's environment, some current efforts and suggested policy changes to address these shortcomings and present our vision of a future interdisciplinary ecosystem.