Collaborations between academia and industry in nutrition and health data science are shaped by a fundamental tension—academia seeks to generate generalizable knowledge, while industry is driven to produce timely, actionable, and consumer-relevant solutions. Rather than being a flaw, this difference is a defining feature.

