About me
Anuj Uppal is a data scientist and AI product leader at Campana & Schott who builds intelligent platforms that transform how life sciences organizations assess data readiness. His creation, DATA Compass, challenges the industry assumption that "clean data" equals "AI-ready data"—a misconception that causes 87% of data science projects to fail. The platform evaluates datasets across four dimensions: Can models learn from it? Can AI reason over it? Is it audit-ready? Does it measure what you think it measures? By combining FAIR principles with regulatory compliance (ALCOA+, 21 CFR Part 11) and ML readiness assessment, DATA Compass delivers the answer executives actually need: whether their data can power AI that passes regulatory review.