AI revolution and coordination failure: Theory and evidence

IF 16.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY
Burak Ünveren, Tunç Durmaz, Seçkin Sunal
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引用次数: 0

Abstract

This paper analyzes theoretically and empirically the coordination failure problem inherent within the 21st-century automation revolution. First, we build a general equilibrium model with labor-saving artificial intelligence (AI) technology that is developed through R&D investments in automation. The model exhibits multiple market equilibria due to a positive feedback loop between AI investments and general economic activities. The available evidence supports our model's predictions regarding the interaction between AI technologies, income inequality, and wages. We also find strong empirical support for multiple equilibria in AI development—the primary prediction of our model. These empirical and theoretical results suggest that AI development can cause coordination failures, thereby creating leaders and followers in automation. However, according to our policy analysis, R&D subsidies and public-private partnerships are efficient coordination devices to tackle this problem.

人工智能革命与协调失败:理论与证据
本文从理论和实证两方面分析了21世纪自动化革命所固有的协调失效问题。首先,我们用节省劳动力的人工智能(AI)技术构建了一个一般均衡模型,该技术是通过自动化研发投资开发的。由于人工智能投资和一般经济活动之间的正反馈循环,该模型显示出多重市场均衡。现有证据支持我们的模型关于人工智能技术、收入不平等和工资之间相互作用的预测。我们还发现了人工智能发展中的多重均衡的强有力的经验支持,这是我们模型的主要预测。这些实证和理论结果表明,人工智能的发展可能导致协调失败,从而产生自动化的领导者和追随者。然而,根据我们的政策分析,研发补贴和公私伙伴关系是解决这一问题的有效协调手段。
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
Accounts of Chemical Research
Accounts of Chemical Research 化学-化学综合
CiteScore
31.40
自引率
1.10%
发文量
312
审稿时长
2 months
期刊介绍: Accounts of Chemical Research presents short, concise and critical articles offering easy-to-read overviews of basic research and applications in all areas of chemistry and biochemistry. These short reviews focus on research from the author’s own laboratory and are designed to teach the reader about a research project. In addition, Accounts of Chemical Research publishes commentaries that give an informed opinion on a current research problem. Special Issues online are devoted to a single topic of unusual activity and significance. Accounts of Chemical Research replaces the traditional article abstract with an article "Conspectus." These entries synopsize the research affording the reader a closer look at the content and significance of an article. Through this provision of a more detailed description of the article contents, the Conspectus enhances the article's discoverability by search engines and the exposure for the research.
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