{"slug":"singapore-mgf-human-involvement","id":"AIPT-OBL-0055","permanent_url":"https://aipolicytracker.org/id/AIPT-OBL-0055","title":"Determine the appropriate level of human involvement in AI decisions","short_title":"Human involvement in AI decisions","category":"human_oversight","summary":"Using a risk-impact matrix (probability and severity of harm), organisations choose human-in-the-loop, human-over-the-loop or human-out-of-the-loop designs and document the rationale.\n","practical_action":"Record the human-involvement choice and rationale for each AI decision point.","is_binding":false,"applies_from":null,"section":null,"source_reference":"Second edition, Part on human involvement in AI-augmented decision-making","official_source_url":"https://www.pdpc.gov.sg/help-and-resources/2020/01/model-ai-governance-framework","review_status":"verified","confidence_level":"high","last_verified_at":"2026-09-26","reviewed_by":"Bhaskar Bhatt","actors":["deployer"],"sectors":["cross_sector"],"use_cases":["hiring_and_hr","finance_and_credit","customer_service"],"applicability":[{"description":"Voluntary for any organisation deploying AI for decisions.","actors":["deployer"],"conditions":null}],"evidence_examples":[{"title":"Risk-impact assessment and human-involvement decision","description":null,"artifact_type":"record"}],"framework_mappings":[{"framework":"nist_ai_rmf","framework_name":"NIST AI RMF 1.0","reference":"GOVERN 3.2, MANAGE 2.x","note":"Original editorial mapping.","confidence_level":"medium","is_original":true}],"controls":[{"slug":"ai-risk-assessment","title":"AI risk assessment and lifecycle risk register","kind":"process","relationship":"supports","note":"Probability and severity of harm drive the involvement level.","confidence_level":"medium","url":"https://aipolicytracker.org/controls/ai-risk-assessment"},{"slug":"human-oversight-and-override","title":"Human oversight design and override procedure","kind":"process","relationship":"satisfies","note":"Records the in-the-loop, over-the-loop or out-of-the-loop choice and rationale.","confidence_level":"high","url":"https://aipolicytracker.org/controls/human-oversight-and-override"}],"url":"https://aipolicytracker.org/obligations/singapore-mgf-human-involvement","policy":{"slug":"singapore-model-ai-governance-framework","title":"Model AI Governance Framework (Second Edition) and Model AI Governance Framework for Generative AI","status":"voluntary_standard","jurisdiction":"singapore","url":"https://aipolicytracker.org/policies/singapore-model-ai-governance-framework"}}