References

References supporting the FAIR Business Value Framework, including industry use cases, reports, and peer-reviewed publications. DOIs are provided where available.

Industry Use Cases

[1] Roche. FAIR Data by Design. Pistoia Alliance FAIR Toolkit Use Case. Available from: https://fairtoolkit.pistoiaalliance.org/use-cases/fair-data-by-design/

[2] Pistoia Alliance. FAIR Annotation of Bioassay Metadata. Pistoia Alliance FAIR Toolkit Use Case. Available from: https://fairtoolkit.pistoiaalliance.org/use-cases/fair-annotation-of-bioassay-metadata/

[3] Elucidata. Identification of Putative Drug Targets for Cancer Immunotherapies. Pistoia Alliance FAIR Toolkit Use Case. Available from: https://fairtoolkit.pistoiaalliance.org/use-cases/identification-of-putative-drug-targets-for-cancer-immunotherapies/

[4] AstraZeneca. Adoption and Impact of an Identifier Policy. Pistoia Alliance FAIR Toolkit Use Case. Available from: https://fairtoolkit.pistoiaalliance.org/use-cases/adoption-and-impact-of-an-identifier-policy-astrazeneca/

[5] Ontoforce. Pharmaceutical company reduces time spent on data curation by 50% with DISQOVER. Case Study. Available from: https://www.ontoforce.com/case-study/pharmaceutical-company-is-reducing-the-time-spent-on-data-curation-by-50-with-disqover

Reports

[6] PricewaterhouseCoopers EU Services EESV. Cost-benefit analysis for FAIR research data: Cost of not having FAIR research data. European Commission, 2018. Available from: http://publications.europa.eu/resource/cellar/d375368c-1a0a-11e9-8d04-01aa75ed71a1.0001.01/DOC_1

[7] Pistoia Alliance. FAIR Business Survey Report 2024. Pistoia Alliance, 2024. Available from: https://pistoiaalliance.org/resource-library/fair-business-survey-report-2024/

Peer-Reviewed Publications

[8] Alharbi E, Skeva R, Juty N, Jay C, Goble C, et al. A FAIR-Decide framework for pharmaceutical R&D: FAIR data cost–benefit assessment. Drug Discovery Today, 2023. DOI: 10.1016/j.drudis.2023.103510

Framework Documentation (this site)

[9] Nisato G, et al. FAIR Business Value Framework, Version 1.0.0. Pistoia Alliance, August 2026. Available from: https://pistoia-alliance-inc.github.io/FAIR-COE/domains/fair-business-value/

[10] Nisato G. FAIR Historic ROI Method, Version 1.0. Pistoia Alliance, 2023. See: FAIR Historic ROI Method