Facilitating artificial intelligence powered supply chain analytics through alliance management during the pandemic crises in the B2B context

被引:148
作者
Dubey, Rameshwar [1 ]
Bryde, David J. [1 ]
Blome, Constantin [2 ]
Roubaud, David [3 ]
Giannakis, Mihalis [4 ]
机构
[1] Liverpool John Moores Univ, Liverpool Business Sch, Liverpool L3 5UG, Merseyside, England
[2] Univ Sussex, Sch Business Management & Econ, Sussex House, Brighton BN1 9RH, E Sussex, England
[3] Montpellier Res Management, Montpellier Business Sch, 2300 Ave Moulins, F-34185 Montpellier, France
[4] Audencia Business Sch, Nantes, France
关键词
Artificial intelligence; Supply chain analytics; Alliance management; Environmental dynamism; Dynamic capability view; BIG DATA ANALYTICS; DYNAMIC CAPABILITIES; FIRM PERFORMANCE; PREDICTIVE ANALYTICS; DATA SCIENCE; ORGANIZATIONAL PERFORMANCE; MANAGERIAL IMPLICATIONS; CORONAVIRUS CRISIS; RELATIONAL VIEW; CREATE VALUE;
D O I
10.1016/j.indmarman.2021.05.003
中图分类号
F [经济];
学科分类号
02 ;
摘要
The COVID-19 pandemic has disrupted global supply chains and exposed weak links in the chains far beyond what most people have witnessed in their living memory. The scale of disruption affects every nation and industry, and the sudden and dramatic changes in demand and supply that have occurred during the pandemic crisis clearly differentiate its impact from other crises. Using the dynamic capabilities view, we studied alliance management capability (AMC) and artificial intelligence (AI) driven supply chain analytics capability (AI-SCAC) as dynamic capabilities, under the moderating effect of environmental dynamism. We tested our four research hypotheses using survey data collected from the Indian auto components manufacturing industry. For data analysis we used Warp PLS 7.0 (a variance-based structural equation modelling tool). We found that alliance management capability under the mediating effect of artificial intelligence-powered supply chain analytics capability enhances the operational and financial performance of the organization. Moreover, we also observed that the alliance management capability has a significant effect on artificial intelligence-powered supply chain analytics capability under the moderating effect of environmental dynamism. The results of our study provide a nuanced understanding of the dynamic capabilities and the relational view of organization. Finally, we noted the limitations of our study and provide numerous research directions that may help answer some of the questions that arise from our study.
引用
收藏
页码:135 / 146
页数:12
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