组织大数据分析能力对供应链规划满意度和供应链绩效的影响

B. Teoh, C. Chong, Cheng-Hock Yeoh, Hooi-Sian Choong
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引用次数: 1

摘要

大数据分析在各行各业的应用呈指数级增长,预计将继续呈上升趋势。该技术也在马来西亚的制造业中得到了应用。目前,国内有许多大数据分析公司为其商业客户提供各种服务。本研究的重点是在马来西亚制造商中使用大数据分析进行供应链规划。研究的目的是调查组织能力(技术能力和管理能力)对供应链规划满意度的影响,进而影响供应链绩效。研究还探讨了供应链规划满意度对组织能力与供应链绩效之间关系的中介作用。本定量研究共收集有效问卷200份,使用SPSS和SmartPLS对数据进行分析。数据分析表明,技术能力对供应链规划满意度有显著影响,而供应链规划满意度对供应链绩效也有显著影响。然而,管理能力并没有表现出类似的效果。此外,供应链计划满意度对技术能力与供应链绩效之间的关系具有显著的中介作用,而对管理能力之间的关系没有显著的中介作用。
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The Impact of Organizational Big Data Analytics Capabilities on Supply Chain Planning Satisfaction and Supply Chain Performance
The implementation of big data analytics in various industries have been experiencing exponential growth and is projected to continue its upwards trajectory. The technology has also been implemented in the manufacturing industry in Malaysia. There are currently many big data analytics companies in the country that provide a myriad of services to their business customers. This study focuses on the use of big data analytics for supply chain planning purposes among Malaysian manufacturers. The research objectives are to investigate the impact of organizational capabilities (technical capabilities and managerial capabilities) on supply chain planning satisfaction, and in turn its impact on supply chain performance. The study also investigates the mediating effect that supply chain planning satisfaction has on the relationship between organizational capabilities and supply chain performance. This quantitative study collected a total of 200 valid questionnaires and the data was analyzed using SPSS and SmartPLS. The data analysis indicated that technical capabilities have a significant impact on supply chain planning satisfaction, which also has a significant impact on supply chain performance. However, managerial capabilities did not show similar effects. Besides, supply chain planning satisfaction showed a significant mediating effect on the relationship between technical capabilities and supply chain performance, but not managerial capabilities.
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