AI vs Collective Intelligence

Excellent Educator, Volume: 3, Issue: 1, Page: 3


Summary

Academic Insights

  • AI is rooted in an individualist ideology of intelligence and control.
  • Large language models reflect collective human data, not autonomous intelligence.
  • AI systems often serve surveillance and management, not empowerment.
  • Collective intelligence emphasizes distributed cognition across humans and tools.
  • Education risks obscuring human intelligence by over-valuing automation.
  • Collective intelligence offers a more ethical alternative to AI dominance.

Apply This Now

  • Design learning tasks that require collaboration and negotiation, not solo optimization.
  • Make visible how knowledge emerges socially, not individually.
  • Discuss power, data, and control alongside AI use.

Add This in Your Lesson

Map how ideas emerge in a group before and after AI involvement.

Avoid This Mistake

Framing AI as a replacement for human intelligence rather than a collective amplifier.

Keywords

Collective intelligence; AI ideology; Distributed cognition; Power; Education ethics

Source/Citation

Halpin, H. (2025). Artificial intelligence versus collective intelligence. AI & Society, 40, 4589–4604. https://doi.org/10.1007/s00146-025-02240-x

Ross, E., & Malar, D. B. J. (2026). AI vs Collective Intelligence. Excellent Educator, 3(1), 3.

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