How to cite this paper
Iqbal, T & Nourelhadi, T. (2024). An empirical investigation of green supply chain management (GSCM) and environmental sustainability in Saudi manufacturing SMEs: The mediating role of operations analytics.Uncertain Supply Chain Management, 12(4), 2595-2606.
Refrences
Abualfaraa, W., AlManei, M., Kaur, R., Al-Ashaab, A., McLaughlin, P., & Salonitis, K. (2022). A Synergetic Framework for Green and Lean Manufacturing Practices in SMEs: Saudi Arabia Perspective. Sustainability, 15(1), 596.
Ahmad, S., Wong, K. Y., & Rajoo, S. (2019). Sustainability indicators for manufacturing sectors: A literature survey and maturity analysis from the triple-bottom line perspective. Journal of Manufacturing Technology Management, 30(2), 312-334.
Aityassine, F., Aldiabat, B., Al-rjoub, S., Aldaihani, F., Al-Shorman, H., & Al-Hawary, S. (2021). The mediating effect of just in time on the relationship between green supply chain management practices and performance in the manufacturing companies. Uncertain Supply Chain Management, 9(4), 1081-1090.
Al-Hakimi, M. A., Al-Swidi, A. K., Gelaidan, H. M., & Mohammed, A. (2022). The influence of green manufacturing practices on the corporate sustainable performance of SMEs under the effect of green organizational culture: A moderated mediation analysis. Journal of Cleaner Production, 376, 134346.
Almulhim, A. I., & Al-Saidi, M. (2023). Circular economy and the resource nexus: Realignment and progress towards sustainable development in Saudi Arabia. Environmental Development, 46, 100851.
Altassan, M. (2024). The moderating mediating model of green climate and green innovation’s effect on environmental performance. Uncertain Supply Chain Management, 12(1), 345-358.
Bai, C., Quayson, M., & Sarkis, J. (2021). COVID-19 pandemic digitization lessons for sustainable development of micro-and small-enterprises. Sustainable production and consumption, 27, 1989-2001.
Burke, H., Zhang, A., & Wang, J. X. (2023). Integrating product design and supply chain management for a circular economy. Production Planning & Control, 34(11), 1097-1113.
Cheah, J. H., Thurasamy, R., Memon, M. A., Chuah, F., & Ting, H. (2020). Multigroup analysis using SmartPLS: Step-by-step guidelines for business research. Asian Journal of Business Research, 10(3), I-XIX.
Cousins, P. D., Lawson, B., Petersen, K. J., & Fugate, B. (2019). Investigating green supply chain management practices and performance: The moderating roles of supply chain ecocentricity and traceability. International Journal of Operations & Production Management, 39(5), 767-786.
Delbeke, J., & Lamas, R. (2021). Exploring carbon market instruments for the Kingdom of Saudi Arabia (KSA). European University Institute.
Deutz, P., McGuire, M., & Neighbour, G. (2013). Eco-design practice in the context of a structured design process: an interdisciplinary empirical study of UK manufacturers. Journal of Cleaner Production, 39, 117-128.
Dzikriansyah, M. A., Masudin, I., Zulfikarijah, F., Jihadi, M., & Jatmiko, R. D. (2023). The role of green supply chain management practices on environmental performance: A case of Indonesian small and medium enterprises. Cleaner Logistics and Supply Chain, 6, 100100.
East, M., & Initiative, C. C. (2022). The Green Economy and Innovation.
Fahimnia, B., Sarkis, J., & Davarzani, H. (2015). Green supply chain management: A review and bibliometric analysis. International journal of production economics, 162, 101-114.
Fontoura, P., & Coelho, A. (2022). How to boost green innovation and performance through collaboration in the supply chain: Insights into a more sustainable economy. Journal of Cleaner Production, 359, 132005.
Geng, R., Mansouri, S. A., & Aktas, E. (2017). The relationship between green supply chain management and performance: A meta-analysis of empirical evidences in Asian emerging economies. International journal of production economics, 183, 245-258.
Gorman, M. R., & Dzombak, D. A. (2018). A review of sustainable mining and resource management: Transitioning from the life cycle of the mine to the life cycle of the mineral. Resources, Conservation and Recycling, 137, 281-291.
Green Jr, K. W., Zelbst, P. J., Meacham, J., & Bhadauria, V. S. (2012). Green supply chain management practices: impact on performance. Supply chain management: an international journal, 17(3), 290-305.
Hair Jr, J. F., Howard, M. C., & Nitzl, C. (2020). Assessing measurement model quality in PLS-SEM using confirmatory composite analysis. Journal of business research, 109, 101-110.
Hair Jr, J. F., Sarstedt, M., Hopkins, L., & Kuppelwieser, V. G. (2014). Partial least squares structural equation modeling (PLS-SEM): An emerging tool in business research. European business review, 26(2), 106-121.
Hult, G. T. M., Hair Jr, J. F., Proksch, D., Sarstedt, M., Pinkwart, A., & Ringle, C. M. (2018). Addressing endogeneity in international marketing applications of partial least squares structural equation modeling. Journal of International Marketing, 26(3), 1-21.
Iftikhar, A., Purvis, L., Giannoccaro, I., & Wang, Y. (2023). The impact of supply chain complexities on supply chain resilience: the mediating effect of big data analytics. Production Planning & Control, 34(16), 1562-1582.
Jermsittiparsert, K., Siriattakul, P., & Sangperm, N. (2019). Predictors of environmental performance: Mediating role of green supply chain management practices. International Journal of Supply Chain Management, 8(3), 877-888.
Jum’a, L., Ikram, M., Alkalha, Z., & Alaraj, M. (2022). Factors affecting managers’ intention to adopt green supply chain management practices: evidence from manufacturing firms in Jordan. Environmental Science and Pollution Research, 29(4), 5605-5621.
Khan, M. T., Idrees, M. D., Rauf, M., Sami, A., Ansari, A., & Jamil, A. (2022). Green supply chain management practices’ impact on operational performance with the mediation of technological innovation. Sustainability, 14(6), 3362.
Khan, S. A. R., & Qianli, D. (2017). Impact of green supply chain management practices on firms’ performance: an empirical study from the perspective of Pakistan. Environmental Science and Pollution Research, 24, 16829-16844.
Khan, S. A. R., Godil, D. I., Jabbour, C. J. C., Shujaat, S., Razzaq, A., & Yu, Z. (2021). Green data analytics, blockchain technology for sustainable development, and sustainable supply chain practices: evidence from small and medium enterprises. Annals of Operations Research, 1-25.
Kholaif, M. M. N. H. K., Xiao, M., & Tang, X. (2022). Covid-19′ s fear-uncertainty effect on renewable energy supply chain management and ecological sustainability performance; the moderate effect of big-data analytics. Sustainable Energy Technologies and Assessments, 53, 102622.
Kumari, A. (2022). A review of research process: data collection and analysis. Galaxy International Interdisciplinary Research Journal, 10(5), 771-780.
Landau, S., & Everitt, B. S. (2003). A handbook of statistical analyses using SPSS. Chapman and Hall/CRC.
Liu, J., Chen, M., & Liu, H. (2020). The role of big data analytics in enabling green supply chain management: a literature review. Journal of Data, Information and Management, 2, 75-83.
Long, Q. (2018). Data-driven decision making for supply chain networks with agent-based computational experiment. Knowledge-Based Systems, 141, 55-66.
Mageto, J. (2021). Big data analytics in sustainable supply chain management: A focus on manufacturing supply chains. Sustainability, 13(13), 7101.
Meera, B. L., & Chitramani, P. (2014). Environmental Sustainability through Green Supply chain management practices among Indian Manufacturing Firms with special reference to Tamilnadu. International Journal of Scientific and Research Publications, 4(3), 1-8.
Meng, Q., Li, M., Liu, W., Li, Z., & Zhang, J. (2021). Pricing policies of dual-channel green supply chain: Considering government subsidies and consumers' dual preferences. Sustainable Production and Consumption, 26, 1021-1030.
Mishra, M. K., Choudhury, D., & Rao, K. V. G. (2019). Impact of SMEs green supply chain practice adoption on SMEs firm and environmental performance. Theoretical economics letters, 9(6), 1901-1919.
Mohajan, H. K. (2020). Quantitative research: A successful investigation in natural and social sciences. Journal of Economic Development, Environment and People, 9(4), 50-79.
Moshood, T. D., Nawanir, G., Mahmud, F., Sorooshian, S., & Adeleke, A. Q. (2021). Green and low carbon matters: A systematic review of the past, today, and future on sustainability supply chain management practices among manufacturing industry. Cleaner Engineering and Technology, 4, 100144.
Ninlawan, C., Seksan, P., Tossapol, K., & Pilada, W. (2010, March). The implementation of green supply chain management practices in electronics industry. In World Congress on Engineering 2012. July 4-6, 2012. London, UK. (Vol. 2182, pp. 1563-1568). International Association of Engineers.
Noonan, R. (2017). Partial least squares: The gestation period. Partial Least Squares Path Modeling: Basic Concepts, Methodological Issues and Applications, 3-18.
Ong, M. H. A., & Puteh, F. (2017). Quantitative data analysis: Choosing between SPSS, PLS, and AMOS in social science research. International Interdisciplinary Journal of Scientific Research, 3(1), 14-25.
Paul, I. D., Bhole, G. P., & Chaudhari, J. R. (2014). A review on green manufacturing: it's important, methodology and its application. Procedia materials science, 6, 1644-1649.
Pedersen, P. M. (Ed.). (2021). Encyclopedia of sport management. Edward Elgar Publishing.
Purnomo, A., Syafrianita., Rahayu, M., Rohyana, C., Lestiani, M.E., Supardi, E. and Yanto, R.T.Y., 2024. Leveraging green innovation and green ambidexterity for green competitive advantage: The mediating role of green resilient supply chain. Uncertain supply chain management, 12(4).
Purwanto, A. (2021). Partial least squares structural squation modeling (PLS-SEM) analysis for social and management research: a literature review. Journal of Industrial Engineering & Management Research.
Purwanto, A., Asbari, M., Santoso, T. I., Paramarta, V., & Sunarsi, D. (2020). Social and management research quantitative analysis for medium sample: comparing of Lisrel, Tetrad, GSCA, Amos, SmartPLS, WarpPLS, and SPSS. Jurnal Ilmiah Ilmu Administrasi Publik: Jurnal Pemikiran Dan Penelitian Administrasi Publik.
Raut, R. D., Mangla, S. K., Narwane, V. S., Dora, M., & Liu, M. (2021). Big Data Analytics as a mediator in Lean, Agile, Resilient, and Green (LARG) practices effects on sustainable supply chains. Transportation Research Part E: Logistics and Transportation Review, 145, 102170.
Saeed, M. A., & Kersten, W. (2019). Drivers of sustainable supply chain management: Identification and classification. Sustainability, 11(4), 1137.
Sarkis, J. (2012). A boundaries and flows perspective of green supply chain management Supply chain management: an international journal, 17(2), 202-216.
Sarstedt, M., Mooi, E., Sarstedt, M., & Mooi, E. (2019). Descriptive statistics. A Concise Guide to Market Research: The Process, Data, and Methods Using IBM SPSS Statistics, 91-150.
Seth, D., Rehman, M. A. A., & Shrivastava, R. L. (2018). Green manufacturing drivers and their relationships for small and medium (SME) and large industries. Journal of Cleaner Production, 198, 1381-1405.
Teixeira, C. R. B., Assumpção, A. L., Correa, A. L., Savi, A. F., & Prates, G. A. (2018). The contribution of green logistics and sustainable purchasing for green supply chain management. Independent Journal of Management & Production, 9(3), 1002-1026.
Wang, C., Zhang, Q., & Zhang, W. (2020). Corporate social responsibility, Green supply chain management and firm performance: The moderating role of big-data analytics capability. Research in Transportation Business & Management, 37, 100557.
Wasiq, M., Kamal, M., & Ali, N. (2023). Factors influencing green innovation adoption and its impact on the sustainability performance of small-and medium-sized enterprises in Saudi Arabia. Sustainability, 15(3), 2447.
Yang, Z., Sun, J., Zhang, Y., & Wang, Y. (2020). Synergy between green supply chain management and green information systems on corporate sustainability: An informal alignment perspective. Environment, Development and Sustainability, 22, 1165-1186.
Ahmad, S., Wong, K. Y., & Rajoo, S. (2019). Sustainability indicators for manufacturing sectors: A literature survey and maturity analysis from the triple-bottom line perspective. Journal of Manufacturing Technology Management, 30(2), 312-334.
Aityassine, F., Aldiabat, B., Al-rjoub, S., Aldaihani, F., Al-Shorman, H., & Al-Hawary, S. (2021). The mediating effect of just in time on the relationship between green supply chain management practices and performance in the manufacturing companies. Uncertain Supply Chain Management, 9(4), 1081-1090.
Al-Hakimi, M. A., Al-Swidi, A. K., Gelaidan, H. M., & Mohammed, A. (2022). The influence of green manufacturing practices on the corporate sustainable performance of SMEs under the effect of green organizational culture: A moderated mediation analysis. Journal of Cleaner Production, 376, 134346.
Almulhim, A. I., & Al-Saidi, M. (2023). Circular economy and the resource nexus: Realignment and progress towards sustainable development in Saudi Arabia. Environmental Development, 46, 100851.
Altassan, M. (2024). The moderating mediating model of green climate and green innovation’s effect on environmental performance. Uncertain Supply Chain Management, 12(1), 345-358.
Bai, C., Quayson, M., & Sarkis, J. (2021). COVID-19 pandemic digitization lessons for sustainable development of micro-and small-enterprises. Sustainable production and consumption, 27, 1989-2001.
Burke, H., Zhang, A., & Wang, J. X. (2023). Integrating product design and supply chain management for a circular economy. Production Planning & Control, 34(11), 1097-1113.
Cheah, J. H., Thurasamy, R., Memon, M. A., Chuah, F., & Ting, H. (2020). Multigroup analysis using SmartPLS: Step-by-step guidelines for business research. Asian Journal of Business Research, 10(3), I-XIX.
Cousins, P. D., Lawson, B., Petersen, K. J., & Fugate, B. (2019). Investigating green supply chain management practices and performance: The moderating roles of supply chain ecocentricity and traceability. International Journal of Operations & Production Management, 39(5), 767-786.
Delbeke, J., & Lamas, R. (2021). Exploring carbon market instruments for the Kingdom of Saudi Arabia (KSA). European University Institute.
Deutz, P., McGuire, M., & Neighbour, G. (2013). Eco-design practice in the context of a structured design process: an interdisciplinary empirical study of UK manufacturers. Journal of Cleaner Production, 39, 117-128.
Dzikriansyah, M. A., Masudin, I., Zulfikarijah, F., Jihadi, M., & Jatmiko, R. D. (2023). The role of green supply chain management practices on environmental performance: A case of Indonesian small and medium enterprises. Cleaner Logistics and Supply Chain, 6, 100100.
East, M., & Initiative, C. C. (2022). The Green Economy and Innovation.
Fahimnia, B., Sarkis, J., & Davarzani, H. (2015). Green supply chain management: A review and bibliometric analysis. International journal of production economics, 162, 101-114.
Fontoura, P., & Coelho, A. (2022). How to boost green innovation and performance through collaboration in the supply chain: Insights into a more sustainable economy. Journal of Cleaner Production, 359, 132005.
Geng, R., Mansouri, S. A., & Aktas, E. (2017). The relationship between green supply chain management and performance: A meta-analysis of empirical evidences in Asian emerging economies. International journal of production economics, 183, 245-258.
Gorman, M. R., & Dzombak, D. A. (2018). A review of sustainable mining and resource management: Transitioning from the life cycle of the mine to the life cycle of the mineral. Resources, Conservation and Recycling, 137, 281-291.
Green Jr, K. W., Zelbst, P. J., Meacham, J., & Bhadauria, V. S. (2012). Green supply chain management practices: impact on performance. Supply chain management: an international journal, 17(3), 290-305.
Hair Jr, J. F., Howard, M. C., & Nitzl, C. (2020). Assessing measurement model quality in PLS-SEM using confirmatory composite analysis. Journal of business research, 109, 101-110.
Hair Jr, J. F., Sarstedt, M., Hopkins, L., & Kuppelwieser, V. G. (2014). Partial least squares structural equation modeling (PLS-SEM): An emerging tool in business research. European business review, 26(2), 106-121.
Hult, G. T. M., Hair Jr, J. F., Proksch, D., Sarstedt, M., Pinkwart, A., & Ringle, C. M. (2018). Addressing endogeneity in international marketing applications of partial least squares structural equation modeling. Journal of International Marketing, 26(3), 1-21.
Iftikhar, A., Purvis, L., Giannoccaro, I., & Wang, Y. (2023). The impact of supply chain complexities on supply chain resilience: the mediating effect of big data analytics. Production Planning & Control, 34(16), 1562-1582.
Jermsittiparsert, K., Siriattakul, P., & Sangperm, N. (2019). Predictors of environmental performance: Mediating role of green supply chain management practices. International Journal of Supply Chain Management, 8(3), 877-888.
Jum’a, L., Ikram, M., Alkalha, Z., & Alaraj, M. (2022). Factors affecting managers’ intention to adopt green supply chain management practices: evidence from manufacturing firms in Jordan. Environmental Science and Pollution Research, 29(4), 5605-5621.
Khan, M. T., Idrees, M. D., Rauf, M., Sami, A., Ansari, A., & Jamil, A. (2022). Green supply chain management practices’ impact on operational performance with the mediation of technological innovation. Sustainability, 14(6), 3362.
Khan, S. A. R., & Qianli, D. (2017). Impact of green supply chain management practices on firms’ performance: an empirical study from the perspective of Pakistan. Environmental Science and Pollution Research, 24, 16829-16844.
Khan, S. A. R., Godil, D. I., Jabbour, C. J. C., Shujaat, S., Razzaq, A., & Yu, Z. (2021). Green data analytics, blockchain technology for sustainable development, and sustainable supply chain practices: evidence from small and medium enterprises. Annals of Operations Research, 1-25.
Kholaif, M. M. N. H. K., Xiao, M., & Tang, X. (2022). Covid-19′ s fear-uncertainty effect on renewable energy supply chain management and ecological sustainability performance; the moderate effect of big-data analytics. Sustainable Energy Technologies and Assessments, 53, 102622.
Kumari, A. (2022). A review of research process: data collection and analysis. Galaxy International Interdisciplinary Research Journal, 10(5), 771-780.
Landau, S., & Everitt, B. S. (2003). A handbook of statistical analyses using SPSS. Chapman and Hall/CRC.
Liu, J., Chen, M., & Liu, H. (2020). The role of big data analytics in enabling green supply chain management: a literature review. Journal of Data, Information and Management, 2, 75-83.
Long, Q. (2018). Data-driven decision making for supply chain networks with agent-based computational experiment. Knowledge-Based Systems, 141, 55-66.
Mageto, J. (2021). Big data analytics in sustainable supply chain management: A focus on manufacturing supply chains. Sustainability, 13(13), 7101.
Meera, B. L., & Chitramani, P. (2014). Environmental Sustainability through Green Supply chain management practices among Indian Manufacturing Firms with special reference to Tamilnadu. International Journal of Scientific and Research Publications, 4(3), 1-8.
Meng, Q., Li, M., Liu, W., Li, Z., & Zhang, J. (2021). Pricing policies of dual-channel green supply chain: Considering government subsidies and consumers' dual preferences. Sustainable Production and Consumption, 26, 1021-1030.
Mishra, M. K., Choudhury, D., & Rao, K. V. G. (2019). Impact of SMEs green supply chain practice adoption on SMEs firm and environmental performance. Theoretical economics letters, 9(6), 1901-1919.
Mohajan, H. K. (2020). Quantitative research: A successful investigation in natural and social sciences. Journal of Economic Development, Environment and People, 9(4), 50-79.
Moshood, T. D., Nawanir, G., Mahmud, F., Sorooshian, S., & Adeleke, A. Q. (2021). Green and low carbon matters: A systematic review of the past, today, and future on sustainability supply chain management practices among manufacturing industry. Cleaner Engineering and Technology, 4, 100144.
Ninlawan, C., Seksan, P., Tossapol, K., & Pilada, W. (2010, March). The implementation of green supply chain management practices in electronics industry. In World Congress on Engineering 2012. July 4-6, 2012. London, UK. (Vol. 2182, pp. 1563-1568). International Association of Engineers.
Noonan, R. (2017). Partial least squares: The gestation period. Partial Least Squares Path Modeling: Basic Concepts, Methodological Issues and Applications, 3-18.
Ong, M. H. A., & Puteh, F. (2017). Quantitative data analysis: Choosing between SPSS, PLS, and AMOS in social science research. International Interdisciplinary Journal of Scientific Research, 3(1), 14-25.
Paul, I. D., Bhole, G. P., & Chaudhari, J. R. (2014). A review on green manufacturing: it's important, methodology and its application. Procedia materials science, 6, 1644-1649.
Pedersen, P. M. (Ed.). (2021). Encyclopedia of sport management. Edward Elgar Publishing.
Purnomo, A., Syafrianita., Rahayu, M., Rohyana, C., Lestiani, M.E., Supardi, E. and Yanto, R.T.Y., 2024. Leveraging green innovation and green ambidexterity for green competitive advantage: The mediating role of green resilient supply chain. Uncertain supply chain management, 12(4).
Purwanto, A. (2021). Partial least squares structural squation modeling (PLS-SEM) analysis for social and management research: a literature review. Journal of Industrial Engineering & Management Research.
Purwanto, A., Asbari, M., Santoso, T. I., Paramarta, V., & Sunarsi, D. (2020). Social and management research quantitative analysis for medium sample: comparing of Lisrel, Tetrad, GSCA, Amos, SmartPLS, WarpPLS, and SPSS. Jurnal Ilmiah Ilmu Administrasi Publik: Jurnal Pemikiran Dan Penelitian Administrasi Publik.
Raut, R. D., Mangla, S. K., Narwane, V. S., Dora, M., & Liu, M. (2021). Big Data Analytics as a mediator in Lean, Agile, Resilient, and Green (LARG) practices effects on sustainable supply chains. Transportation Research Part E: Logistics and Transportation Review, 145, 102170.
Saeed, M. A., & Kersten, W. (2019). Drivers of sustainable supply chain management: Identification and classification. Sustainability, 11(4), 1137.
Sarkis, J. (2012). A boundaries and flows perspective of green supply chain management Supply chain management: an international journal, 17(2), 202-216.
Sarstedt, M., Mooi, E., Sarstedt, M., & Mooi, E. (2019). Descriptive statistics. A Concise Guide to Market Research: The Process, Data, and Methods Using IBM SPSS Statistics, 91-150.
Seth, D., Rehman, M. A. A., & Shrivastava, R. L. (2018). Green manufacturing drivers and their relationships for small and medium (SME) and large industries. Journal of Cleaner Production, 198, 1381-1405.
Teixeira, C. R. B., Assumpção, A. L., Correa, A. L., Savi, A. F., & Prates, G. A. (2018). The contribution of green logistics and sustainable purchasing for green supply chain management. Independent Journal of Management & Production, 9(3), 1002-1026.
Wang, C., Zhang, Q., & Zhang, W. (2020). Corporate social responsibility, Green supply chain management and firm performance: The moderating role of big-data analytics capability. Research in Transportation Business & Management, 37, 100557.
Wasiq, M., Kamal, M., & Ali, N. (2023). Factors influencing green innovation adoption and its impact on the sustainability performance of small-and medium-sized enterprises in Saudi Arabia. Sustainability, 15(3), 2447.
Yang, Z., Sun, J., Zhang, Y., & Wang, Y. (2020). Synergy between green supply chain management and green information systems on corporate sustainability: An informal alignment perspective. Environment, Development and Sustainability, 22, 1165-1186.