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Whitepaper Data & AI

The pharma data journey: From compliance to innovation in the age of AI

Pharmaceutical companies are managing more data than ever, but most struggle to extract its full value. While early efforts focused on infrastructure and compliance, the industry is now facing a broader challenge: aligning data strategy with governance beyond traditional safety, compliance and regulation activities, with technology, and most importantly, human capability.

This whitepaper outlines a six-level maturity model describing how pharma organizations evolve from siloed, compliance-oriented data management to integrated, business-led models that drive innovation, agility, and improved patient outcomes. It reveals that technology and governance, while essential, are not sufficient on their own. True return on data investment depends on data literacy, cultural readiness, and effective cross-functional collaboration.

The most advanced organizations treat data as a strategic capability, embedding it in decision-making, enabling self-service access, and fostering a culture of accountability and continuous learning. By aligning people, processes, and platforms, these companies are transforming data into a true competitive advantage. Success in this new paradigm will not be defined by the adoption of AI or adherence to regulatory requirements alone, but by the ability to empower people with the skills, confidence, and mindset to use data effectively. In the pharmaceutical data journey, culture is the final and most decisive frontier.

Peter Rehbein

Peter Rehbein

Senior Manager Life Sciences, Eraneos Group

29 Sep 2025
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The pharma data journey: From compliance to innovation in the age of AI

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