AI-First Research? Redefining the Role of Scientists in Data-Driven Discovery

Thomas M. Menino Convention & Exhibition Center 

Can AI alone drive scientific discovery, or does the future belong to human-AI collaboration?
This talk argues that while AI systems show remarkable capabilities in data analysis and
pattern recognition, carefully designed human-AI co-creation likely outperforms either
working independently in expert tasks.

We present evidence that AI-only approaches face critical limitations: lack of contextual
understanding, difficulty with problem formulation, and inability to ensure population
alignment. However, when humans and AI collaborate effectively—with AI handling computational
heavy lifting while humans provide domain expertise, ethical oversight, and interpretive
judgment—the combination achieves what neither can accomplish alone.

AI

data driven

pattern

context