A Collectivist, Economic Perspective on AI

Fuente: arXiv
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Main Author: Jordan, Michael I.
Format: Preprint
Published: 2025
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author Jordan, Michael I.
author_facet Jordan, Michael I.
contents Information technology is in the midst of a revolution in which omnipresent data collection and machine learning are impacting the human world as never before. The word ``intelligence'' is being used as a North Star for the development of this technology, with human cognition viewed as a baseline. This view neglects the fact that humans are social animals and that much of our intelligence is social and cultural in origin. Moreover, failing to properly situate aspects of intelligence at the social level contributes to the treatment of the societal consequences of technology as an afterthought. The path forward is not merely more data and compute, and not merely more attention paid to cognitive or symbolic representations, but a thorough blending of economic and social concepts with computational and inferential concepts at the level of algorithm design.
format Preprint
id arxiv_https___arxiv_org_abs_2507_06268
institution arXiv
publishDate 2025
record_format arxiv
spellingShingle A Collectivist, Economic Perspective on AI
Jordan, Michael I.
Computers and Society
Artificial Intelligence
Machine Learning
Information technology is in the midst of a revolution in which omnipresent data collection and machine learning are impacting the human world as never before. The word ``intelligence'' is being used as a North Star for the development of this technology, with human cognition viewed as a baseline. This view neglects the fact that humans are social animals and that much of our intelligence is social and cultural in origin. Moreover, failing to properly situate aspects of intelligence at the social level contributes to the treatment of the societal consequences of technology as an afterthought. The path forward is not merely more data and compute, and not merely more attention paid to cognitive or symbolic representations, but a thorough blending of economic and social concepts with computational and inferential concepts at the level of algorithm design.
title A Collectivist, Economic Perspective on AI
topic Computers and Society
Artificial Intelligence
Machine Learning
url https://arxiv.org/abs/2507.06268