Cross-border data flows and AI adoption: Agent-based model simulations

IF 6.1 2区 经济学 Q1 ECONOMICS
Franziska Klügl , Hildegunn Kyvik Nordås
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引用次数: 0

Abstract

This paper develops a dynamic Agent Based Model to study the role of cross-border data flows for the joint uptake of artificial intelligence enabled software in manufacturing and engineering. The model features two technology-related business models: engineering as a face-to-face consultancy service, and engineering as a software licensing service. Engineering agents harvest data from their software clients in the home country and abroad and use the data for quality assurance and software updates. We compare scenarios along two dimensions: (i) harvesting data from own clients only versus from open data repositories, (ii) the strength of competition measured by the probability that a contract will be extended by another period. We find that restrictions on cross-border data flows slow down the speed of adoption considerably, particularly in small countries. The simulations generate an S-shaped technology uptake path for manufacturers and a U-shaped relationship between competition and technology uptake in engineering. Interestingly, cross-border data flows flatten the U.

Abstract Image

跨境数据流和人工智能采用:基于代理的模型仿真
本文开发了一个动态的基于Agent的模型来研究跨界数据流在制造和工程中联合采用人工智能软件中的作用。该模式以两种与技术相关的商业模式为特色:作为面对面咨询服务的工程,以及作为软件许可服务的工程。工程代理从国内外的软件客户那里收集数据,并将这些数据用于质量保证和软件更新。我们从两个方面比较了各种情况:(i)只从自己的客户那里收集数据,而不是从开放的数据存储库中收集数据;(ii)通过合同将被延长一段时间的可能性来衡量的竞争强度。我们发现,对跨境数据流动的限制大大减缓了采用的速度,特别是在小国。仿真结果表明,制造业的技术吸收路径为s型,竞争与工程技术吸收之间呈u型关系。有趣的是,跨境数据流使美国经济趋于平缓。
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
9.60
自引率
4.90%
发文量
159
期刊介绍: Structural Change and Economic Dynamics publishes articles about theoretical, applied and methodological aspects of structural change in economic systems. The journal publishes work analysing dynamics and structural breaks in economic, technological, behavioural and institutional patterns.
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