The evidence behind the guides
Sources Find a study, check what it supports, and follow it back to a concern.
TopicAll topics Data Integrity & Provenance Model Performance & Reliability Security & Adversarial Risk Transparency, Explainability & Accountability Agentic & Multi-Agent Risks Infrastructure, Compute & Deployment Environmental & Physical Footprint Discrimination, Fairness & Toxicity Privacy & Surveillance Misinformation, Manipulation & Democracy Malicious Use & Weaponization Human–Computer Interaction Harms Health, Safety & Care Labor, Work & the Economy Education & Knowledge Inequality, Access & Power Culture, Identity & Values Governance & Regulation Rights, Law & Justice Corporate & Enterprise Concerns Power Concentration & Geopolitics AI System Safety & Alignment Catastrophic & Existential Risk CollectionAll sources Cited in concern guides Topic reading Research tools & guidance
Sources for Task-assignment algorithms Show all concerns 2 sources
Guide citations are still under editorial review. International Labour Organization · Guidance
Management by algorithms includes both AI and simpler rules; impacts depend on workplace design.
Evidence notes & 6 linked concerns + Milanez, Lemmens and Ruggiu · OECD 2025 · Employer survey
Reported uses, perceived benefits and concerns across six countries. Manager reports do not substitute for worker outcome measurement.
Evidence notes & 3 linked concerns +