When combinations of humans and AI are useful: A systematic review and meta-analysis

Catalog evidence and recorded chart appearances. Inclusion is not an endorsement.

Source snapshot imported 2026-10-20. This is not a live feed. Source and contributions.

Evidence and limits

Finding: On average, human-AI combinations performed worse than the better human-only or AI-only baseline. Effects varied: decision-making tasks showed losses, content-creation tasks showed gains, and augmentation depended on which side initially performed better.

Impact: Strengthen matched baseline evaluation. Reject any general claim that adding AI creates synergy.

Boundary: The reviewed evidence is experimental and heterogeneous, with possible publication bias and differing study designs. Next: which coordination mechanisms improve the best-baseline comparison in sustained, privacy-constrained work?

Flags: heterogeneous tasks and interventions; publication bias possible

Record State: Catalog review recorded; not a performance endorsement

What was reviewed: Structure and relevance screened; not a full evaluation

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Recorded chart appearances

  • 2026-10-13: position 75. Relevant to the recorded review topic (see source); Structure and relevance screened; not a full evaluation evidence
  • 2026-10-12: position 74. Relevant to the recorded review topic (see source); Structure and relevance screened; not a full evaluation evidence