Mapping the Landscape of the Economics of AI Literature: Gaps and Opportunities for Research and Policy

IF 6.6 2区 经济学 Q1 ECONOMICS
Journal of Economic Surveys Pub Date : 2026-08-05 Epub Date: 2026-02-25 DOI:10.1111/joes.70081
Lucy Hampton, John Lourenze Poquiz
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引用次数: 0

Abstract

This paper investigates the evolving landscape of research on the economics of artificial intelligence (AI). Using topic modeling on a corpus of over 4,600 academic papers, we identify the dominant themes that have shaped the literature to date and highlight areas that remain relatively underexplored. In addition, we assess the extent to which current research trajectories align with policy priorities. Our findings show significant research concentration on AI applications in supply chains, labor markets, and large language models (LLMs), especially following ChatGPT's release. However, comparing these topics to national AI strategies and legislation across regions, we identify notable gaps, particularly in measuring AI-driven economic growth, effective industrial policy, and the economic impacts of risk-based AI regulations. Global AI governance, regulatory fragmentation, and the effects of privacy laws on market competition in this context are also under-studied. By mapping these trends and gaps, the study offers guidance for future research and for policymakers navigating AI's economic and regulatory landscape.

绘制人工智能文献经济学的景观:研究和政策的差距和机会
本文探讨了人工智能(AI)经济学研究的发展前景。通过对超过4600篇学术论文的语料库进行主题建模,我们确定了迄今为止影响文献的主要主题,并突出了相对未被充分探索的领域。此外,我们还评估了当前研究轨迹与政策优先事项一致的程度。我们的研究结果表明,人工智能在供应链、劳动力市场和大型语言模型(llm)中的应用受到了极大的关注,尤其是在ChatGPT发布之后。然而,将这些主题与各地区的国家人工智能战略和立法进行比较,我们发现了显著的差距,特别是在衡量人工智能驱动的经济增长、有效的产业政策以及基于风险的人工智能法规的经济影响方面。在这种情况下,全球人工智能治理、监管碎片化以及隐私法对市场竞争的影响也未得到充分研究。通过绘制这些趋势和差距,该研究为未来的研究以及决策者驾驭人工智能的经济和监管格局提供了指导。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
CiteScore
11.30
自引率
3.80%
发文量
57
期刊介绍: As economics becomes increasingly specialized, communication amongst economists becomes even more important. The Journal of Economic Surveys seeks to improve the communication of new ideas. It provides a means by which economists can keep abreast of recent developments beyond their immediate specialization. Areas covered include: - economics - econometrics - economic history - business economics
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