工业互联网技术、资源重新分配和企业风险承担能力:来自战略管理视角的证据

IF 1.9 Q2 BUSINESS, FINANCE China Journal of Accounting Research Pub Date : 2024-08-17 DOI:10.1016/j.cjar.2024.100387
Lili Hui , Huobao Xie
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引用次数: 0

摘要

通过采用机器学习技术和 Word2Vec 模型,我们量化了 2010 年至 2022 年中国制造业企业在微观层面实施工业互联网技术的情况。这为理解工业互联网技术如何增强企业风险承担能力提供了实证证据。我们的研究表明,采用该技术主要通过资源重新配置提高了企业的风险承担能力。信息层促进了组织结构的改善,平台层优化了劳动力资源,边缘/软件层促进了供应链资源的整合。这种效应在技术和劳动密集型企业中更为明显,尤其是在经济政策不确定性较高的环境中。总之,工业互联网通过促进风险承担的增加来提高全要素生产率。
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Industrial internet technology, resource reallocation and corporate risk-taking capacity: Evidence from the strategic management perspective
By employing machine learning techniques and the Word2Vec model, we quantify the micro-level implementation of Industrial Internet technology in Chinese manufacturing firms from 2010 to 2022. This provides empirical evidence for understanding how the Industrial Internet technology enhances corporate risk-taking capability. Our study shows that adopting this technology increases risk-taking capacity, mainly through resource reallocation. The information layer empowers improvements in organizational structure, the platform layer optimizes labor resources, and the edge/software layers facilitate the integration of supply chain resources. The effect is more pronounced in firms that are technology- and labor-intensive, particularly in environments of high economic policy uncertainty. In conclusion, the Industrial Internet boosts total factor productivity by fostering increased risk-taking.
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来源期刊
CiteScore
4.70
自引率
0.00%
发文量
295
审稿时长
15 weeks
期刊介绍: The focus of the China Journal of Accounting Research is to publish theoretical and empirical research papers that use contemporary research methodologies to investigate issues about accounting, corporate finance, auditing and corporate governance in the Greater China region, countries related to the Belt and Road Initiative, and other emerging and developed markets. The Journal encourages the applications of economic and sociological theories to analyze and explain accounting issues within the legal and institutional framework, and to explore accounting issues under different capital markets accurately and succinctly. The published research articles of the Journal will enable scholars to extract relevant issues about accounting, corporate finance, auditing and corporate governance related to the capital markets and institutional environment.
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