Emily Carter, dean of the Princeton University School of Engineering and Applied Science, and Robert Hugin, executive chairman of Celgene, start off the University's Biomedical Data Science Day with their views on why collaboration -- between industry, academia and other stakeholders in the biomedical data science space -- is crucial to innovation and to society.