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Role of institutional pressures and resources in the adoption of big data analytics powered artificial intelligence, sustainable manufacturing practices and circular economy capabilities

机译:制度压力和资源在采用大数据分析的作用中的作用,可持续的制造规范和循环经济能力

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摘要

The significance of big data analytics-powered artificial intelligence has grown in recent years. The literature indicates that big data analytics-powered artificial intelligence has the ability to enhance supply chain performance, but there is limited research concerning the reasons for which firms engaging in manufacturing activities adopt big data analytics-powered artificial intelligence. To address this gap, our study employs institutional theory and resource-based view theory to elucidate the way in which automotive firms configure tangible resources and workforce skills to drive technological enablement and improve sustainable manufacturing practices and furthermore develop circular economy capabilities. We tested the research hypothesis using primary data collected from 219 automotive and allied manufacturing companies operating in South Africa. The contribution of this work lies in the statistical validation of the theoretical framework, which provides insight regarding the role of institutional pressures on resources and their effects on the adoption of big data analytics-powered artificial intelligence, and how this affects sustainable manufacturing and circular economy capabilities under the moderating effects of organizational flexibility and industry dynamism.
机译:大数据分析动力人工智能近年来的意义。文献表明,大数据分析通量的人工智能具有加强供应链绩效的能力,但研究了有关的研究,其中涉及制造业的公司采用大数据分析供电的人工智能。为了解决这一差距,我们的研究采用制度理论和基于资源的视图理论,以阐明汽车公司配置有形资源和劳动力技能的方式,以推动技术支持,提高可持续的制造实践,进一步发展循环经济能力。我们使用从南非经营的219家汽车和联合制造公司收集的主要数据测试了研究假设。这项工作的贡献在于理论框架的统计验证,这提供了有关机构压力对资源的作用的洞察力及其对采用大数据分析通量的人工智能的影响,以及这影响可持续的制造和循环经济组织灵活性和行业动态的调节效应下的能力。

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