Shining A Light On Dark Data

By Sanji Bhal, Director, Marketing & Communications, ACD/Labs

Fragmented analytical data slows discovery, obscures insights, and creates unnecessary duplication across global R&D organizations. Pfizer’s evolution toward a centralized Scientific Data Cloud highlights how addressing “dark data,” siloed systems, and inconsistent formats can transform how scientists access and reuse information. By integrating analytical workflows and automating data capture from instruments into a searchable, FAIR-aligned environment, teams gain faster access to high-quality, contextualized data—supporting regulatory responsiveness, improving data integrity, and enabling more confident decision-making.

With Spectrus at the core of analytical data handling, this approach demonstrates measurable efficiency gains, from reducing repeat experiments to accelerating structure verification and trend analysis, ultimately helping teams move programs forward with greater speed and consistency.