The integrated effect of Big Data Analytics, Lean Six Sigma and Green Manufacturing on the environmental performance of manufacturing companies: The case of North Africa

被引:202
作者
Belhadi, Amine [1 ]
Kamble, Sachin S. [2 ]
Zkik, Karim [3 ]
Cherrafi, Anass [4 ]
Touriki, Fatima Ezahra [1 ]
机构
[1] Cadi Ayyad Univ, Marrakech, Morocco
[2] Natl Inst Ind Engn, Mumbai, Maharashtra, India
[3] Int Univ Rabat, TICLab, Sale Aljadida, Morocco
[4] Moulay Ismail Univ, ENSAM Meknes, Meknes, Morocco
关键词
Environmental performance; Big data analytics; Lean Six Sigma; Green Manufacturing; Structural equation modeling; SUPPLY CHAIN MANAGEMENT; SUSTAINABLE PERFORMANCE; ORGANIZATIONAL PERFORMANCE; IMPACT; FRAMEWORK; ENTERPRISES; IMPROVEMENT; CHALLENGES; SYSTEM; IRON;
D O I
10.1016/j.jclepro.2019.119903
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
With the advent of Big Data Analytics (BDA) alongside the maturity of specific improvement approaches such as Lean Six Sigma (LSS) and Green Manufacturing (GM), the integration of these initiatives to achieve higher environmental performance (EP) is gathering the interest of both researchers and practitioners. The present study builds on the resources based view of capabilities to propose and empirically test a framework exploring whether LSS and GM mediate the relationship between BDA capabilities and EP. A two-stage hybrid Factorial Analysis - Structural Equation Modeling is used to draw insights from 201 industry practitioners from North African companies. The findings confirm the direct influence of BDA on EP and also identify LSS and GM as significant mediating variables that act as a catalyst to boost indirect impacts of BDA on EP. This study can help researchers and practitioners to fully understand and benefit from BDA capabilities and improvement initiatives such as LSS and GM while managing environmental issues. The study discusses theoretical and managerial implications for enhancing the environmental performance of the manufacturing organizations. (C) 2019 Elsevier Ltd. All rights reserved.
引用
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页数:14
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