FAIR Business Value Framework
Version 1.0.0 2026-08
Pistoia Alliance
CC By 4.0
"Not everything that can be counted counts, and not everything that counts can be counted."
/ William Bruce Cameron, Informal Sociology (1963) — often misattributed to A. Einstein /
Summary
The FAIR Business Value Framework provides a structured, community-driven approach to define, measure, and communicate the business value of FAIR data in pharmaceutical and life sciences organizations.
Developed through a combination of secondary research, primary industry engagement, and expert-driven synthesis, the framework translates FAIR principles into actionable business drivers, measurable metrics, and financial outcomes.
At its core, the framework enables organizations to: - Link FAIR data practices to strategic business objectives - Quantify value across Trust, Speed, Cost, and Effectiveness - Support AI-driven transformation and data-centric decision-making - Build credible, transparent business cases for FAIR investments
The framework is implemented as a structured document and an application, with a hierarchical model and associated parameters, and can be operationalized through FAIR Business Value Calculator tool.
Contents
- Resources — poster, introduction video, and calculator downloads
- Purpose and Context — who the framework is for and why it was created
- How to Use — qualitative and quantitative use, combined approach
- Framework Structure — the three-layer hierarchical model
- Development Process and Milestones — how the framework was built
- Use Cases — source references and real-world use cases
- References — bibliography with DOIs
- Contributors — community members who built the framework
- FAIR Business Value and Maturity — business value across FAIR maturity levels
- Licence — CC BY 4.0 (documentation) and MIT (code)
- FAIR Historic ROI Method — the original ROI methodology (archival)