ISO/IEC 24027:2021 — Bias in AI systems and AI aided decision making
STANDARD
AI GOVERNANCE
An international standard detailing measurement methods and mitigation strategies for bias in AI decision-making.
STANDARD
AI GOVERNANCE
ISO/IEC 8183:2023 — Information technology — Artificial intelligence — Data life cycle framework
An international standard defining the stages, transitions, and governance processes of the data lifecycle for artificial intelligence applications.
BUSINESS RELEVANCE
Clear data lifecycle stages ensure data lineage, IP provenance, privacy compliance, and defensible audit trails throughout AI training and fine-tuning pipelines.
IMPLEMENTATION EXAMPLE
An enterprise data team maps its AI pipeline to the ISO/IEC 8183 stages to enforce role-based access, retention policies, and cryptographic provenance from data ingestion to model deprecation.
LIMITATIONS
A lifecycle framework outlines process stages and transitions, but relies on organizational enforcement and integrated technical tooling to prevent data drift or compliance lapses.
TECHNICAL EXPLANATION
ISO/IEC 8183 defines the end-to-end data life cycle tailored for AI development. It formalizes stages including data acquisition, creation, preparation, processing, storage, sharing, use, retention, and disposal. The standard specifies activities, inputs, outputs, and governance checkpoints required at each phase to maintain data integrity and traceability.
Secondary Topics
Cybersecurity, Data Engineering
Sources
ISO — ISO/IEC 8183:2023 — https://www.iso.org/standard/81834.html
Related terms
ISO/IEC 27001:2022 — Information Security Management Systems
STANDARD
CYBERSECURITY
The premier global standard specifying requirements for building and maintaining an Information Security Management System.
ISO/IEC 23894:2023 — AI Risk Management
STANDARD
AI GOVERNANCE
International guidance on applying risk management principles specifically to artificial intelligence system lifecycles.
ISO/IEC 42006 — Information technology — Artificial intelligence — Requirements for bodies providing audit and certification of artificial intelligence management systems
STANDARD
AI GOVERNANCE
An international standard specifying competence and audit requirements for bodies certifying AI management systems under ISO 42001.
ISO/IEC 5338:2023 — AI system life cycle processes
STANDARD
AI GOVERNANCE
An international standard establishing life cycle processes and engineering frameworks for artificial intelligence systems.