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دسته بندی:
داده های بزرگ - big data
سال انتشار:
2020
عنوان انگلیسی مقاله:
Big data analytics as an operational excellence approach to enhance sustainable supply chain performance
ترجمه فارسی عنوان مقاله:
تجزیه و تحلیل داده های بزرگ به عنوان یک رویکرد برتری عملیاتی برای افزایش عملکرد پایدار زنجیره تأمین
منبع:
Sciencedirect - Elsevier - Resources, Conservation & Recycling, 153 (2020) 104559: doi:10:1016/j:resconrec:2019:104559
نویسنده:
Surajit Baga, Lincoln C. Woodb,c,*, Lei Xud,e, Pavitra Dhamijaf, Yaşanur Kayikcig
چکیده انگلیسی:
Operations management is a core organizational function involved in the management of activities to produce
and deliver products and services. Appropriate operations decisions rely on assessing and using information; a
task made more challenging in the Big Data era. Effective management of data (big data analytics; BDA), along
with staff capabilities (the talent capability in the use of big data) support firms to leverage big data analytics
and organizational learning in support of sustainable supply chain management outcomes. The current study
uses dynamic capability theory as a foundation for evaluating the role of BDA capability as an operational
excellence approach in improving sustainable supply chain performance. We surveyed mining executives in the
emerging economy of South Africa and received 520 valid responses (47% response rate). We used Partial Least
Squares Structural Equation Modelling (PLS-SEM) to analyze the data. The findings show that big data analytics
management capabilities have a strong and significant effect on innovative green product development and
sustainable supply chain outcomes. Big data analytics talent capabilities have a weaker but still significant effect
on employee development and sustainable supply chain outcomes. Innovation and learning performance affect
sustainable supply chain performance, and supply chain innovativeness has an important moderating role. A
contribution of the study is identifying two pathways that managers can use to improve sustainable supply chain
outcomes in the mining industry, based on big data analytics capabilities.
Keywords: Big data analytics | Operational excellence | Dynamic capability view | Supply chain sustainability | Learning performance
قیمت: رایگان
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