Abstract
There is a growing concern that business enterprises and their supply chains focus on economic activities while ignoring their impact on the environment. An attempt is made here to develop a green supply chain to address this concern. With the objectives of achieving economic growth and environmental protection, the paper develops a green supply chain performance measures and proposes a partner selection and flow allocation decision making model. An integrated methodology of structural equation modeling (SEM), analytical hierarchy process (AHP), and multiobjective linear programming (MOLP), has been applied to the proposed model. To assess green performance of a supply chain, a scale is developed that includes qualitative as well as quantitative measures. Using the scale and the survey data of 278 business organizations from Indian apparel industry supply chain network, the SEM model is developed to estimate the weights of the green constructs and their measures. Based on the measures, relative scores of different supply chain alternatives (i.e. suppliers, manufacturing plants, distribution and logistics) are calculated by the AHP. The weights estimated by the SEM approach are combined with AHP relative scores to obtain weighted relative scores of different available alternatives. These weighted relative scores are then used in MOLP problem formulation for partner selection and flow allocation decision making. To illustrate the use of the optimization model, real-time data from an apparel manufacturer are presented.
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Albino, V., Dangelico, R. M., & Pontrandolfo, P. (2012). Do inter-organizational collaborations enhance a firm’s environmental performance? A study of the largest US companies. Journal of Cleaner Production, 37, 304–315.
Alexopoulos, I., Kounetas, K., & Tzelepis, D. (2011). Environmental performance and technical efficiency, is there a link?: The case of Greek listed firms. International Journal of Productivity and Performance Management, 61(1), 6–23.
Aras, G., Aybars, A., & Kutlu, O. (2010). Managing corporate performance: Investigating the relationship between corporate social responsibility and financial performance in emerging markets. International Journal of Productivity and Performance Management, 59(3), 229–254.
Azevedo, S. G., Carvalho, H., & Machado, V. C. (2011). The influence of green practices on supply chain performance: A case study approach. Transportation Research Part E, 47(6), 850–871.
Bai, C., Sarkis, J., Wei, X., & Koh, L. (2012). Evaluating ecological sustainable performance measures for supply chain management. Supply Chain Management: An International Journal, 17(1), 78–92.
Barney, J. (1991). Firm resources and sustained competitive advantage. Journal of Management, 17(1), 99–120.
Baskaran, V., Nachiappan, S., & Rahman, S. (2012). Indian textile suppliers’ sustainability evaluation using the grey approach. International Journal of Production Economics, 135(2), 647–658.
Beamon, B. M. (1999). Designing the green supply chain. Logistics Information Management, 12(4), 332–342.
Björklund, M., & Forslund, H. (2013). The purpose and focus of environmental performance measurement systems in logistics. International Journal of Productivity and Performance Management, 62(3), 230–249.
Brito, M. P.d., Carbone, V., & Blanquart, C. M. (2008). Towards a sustainable fashion retail supply chain in Europe: Organisation and performance. International Journal of Production Economics, 114(2), 534–553.
Burgess, T. F., & Heap, J. (2012). Creating a sustainable national index for social, environmental and economic productivity. International Journal of Productivity and Performance Management, 61(4), 334–358.
Caniato, F., Caridi, M., Crippa, L., & Moretto, A. (2012). Environmental sustainability in fashion supply chains: An exploratory case based research. International journal of production economics, 135(2), 659–670.
Carter, C. R. (2004). Purchasing and social responsibility: A replication and extension. Journal of Supply Chain Management, 40(4), 4–16.
Chaabane, A., Ramudhin, A., & Paquet, M. (2011). Designing supply chains with sustainability considerations. Production Planning and Control: The Management of Operations, 22(8), 727–741.
Chaabane, A., Ramudhin, A., & Paquet, M. (2012). Design of sustainable supply chains under the emission trading scheme. International Journal of Production Economics, 135(1), 37–49.
Chan, T.-Y., & Wong, C. W. Y. (2012). The consumption side of sustainable fashion supply chain: Understanding fashion consumer eco-fashion consumption decision. Journal of Fashion Marketing and Management, 16(2), 193–215.
Chen, Y. S., Lai, S. B., & Wen, C. T. (2006). The influence of green innovation performance on corporate advantage in Taiwan. Journal of Business Ethics, 67(4), 331–339.
Chiou, T. Y., Chan, H. K., Lettice, F., & Chung, S. H. (2011). The influence of greening the suppliers and green innovation on environmental performance and competitive advantage in Taiwan. Transportation Research Part E, 47(6), 822–836.
Cho, D. W., Lee, Y. H., Ahn, S. H., & Hwang, M. K. (2011). A framework for measuring the performance of service supply chain management. Computers & Industrial Engineering, 62(3), 801–818.
Christmann, P. (2000). Effect of ‘best practices’ of environmental management on cost advantage: The role of complementary assets. Academy of Management Journal, 43(4), 663–680.
Daft, R. L. (1983). Organization theory and design. New York: Cengage Learning.
Diabat, A., & Govindan, K. (2011). An analysis of the drivers affecting the implementation of green supply chain management. Resources, Conservation and Recycling, 55(6), 659–667.
Ding, G. K. (2005). Developing a multicriteria approach for the measurement of sustainable performance. Building Research & Information, 33(1), 3–16.
Djassemi, M. (2012). A computer-aided approach to material selection and environmental auditing. Journal of Manufacturing Technology Management, 23(6), 704–716.
Dyer, J. H., & Singh, H. (1998). The relational view: Cooperative strategy and sources of inter organizational competitive advantage. Academy of Management Review, 23(4), 660–679.
Elhedhli, S., & Merrick, R. (2012). Green supply chain network design to reduce carbon emissions. Transportation Research Part D, 17(5), 370–379.
El Saadany, A. M. A., Jaber, M. Y., & Bonney, M. (2011). Environmental performance measures for supply chains. Management Research Review, 34(11), 1202–1221.
Erol, I., Sencer, S., & Sari, R. (2011). A new fuzzy multi-criteria framework for measuring sustainability performance of a supply chain. Ecological Economics, 70(6), 1088–1100.
Fawcett, S. E., & Cooper, M. B. (1998). Logistics performance measurement and customer success. Industrial Marketing Management, 27(4), 341–357.
Fayet, L., & Vermeulen, W. J. V. (2013). Supporting smallholders to access sustainable supply chains: Lessons form the Indian cotton supply chain. Sustainable Development, 1–22.
Fornell, C., & Larcker, D. (1981). Evaluating structural equation models with unobservable variables and measurement error. Journal of Marketing Research, 18(1), 39–50.
Förstl, K., Reuter, C., Hartmann, E., & Blome, C. (2010). Managing supplier sustainability risks in a dynamically changing environment-Sustainable supplier management in the chemical industry. Journal of Purchasing and Supply Management, 16(2), 118–130.
Garcés-Ayerbe, C., Rivera-Torres, P., & Murillo-Luna, J. L. (2012). Stakeholder pressure and environmental proactivity: Moderating effect of competitive advantage expectations. Management Decision, 50(2), 189–206.
Ghoshal, S. (2005). Bad management theories are destroying good management practices. Academy of Management Learning & Education, 4(1), 75–91.
Gimenez, C., Sierra, V., & Rodon, J. (2012). Sustainable operations: Their impact on the triple bottom line. International Journal of Production Economics, 140(1), 149–159.
Gold, S., Seuring, S., & Beske, P. (2010). Sustainable supply chain management and inter- organizational resources: A literature review. Corporate Social Responsibility and Environmental Management, 17(4), 230–245.
Golicic, S. L., & Smith, C. D. (2013). A meta-analysis of environmentally sustainable supply chain management practices and firm performance. Journal of Supply Chain Management, 49(2), 78–95.
Gopalakrishnan, K., Yusuf, Y. Y., Musa, A., Abubakar, T., & Ambursa, H. M. (2012). Sustainable supply chain management: A case study of British Aerospace (BAe) Systems. International Journal of Production Economics, 140(1), 193–203.
Govindan, K., Khodaverdi, R., & Jafarian, A. (2012). A fuzzy multi criteria approach for measuring sustainability performance of a supplier based on triple bottom line approach. Journal of Cleaner Production,. doi:10.1016/j.jclepro.2012.04.014.
Gunasekaran, A., Patel, C., & Tirtiroglu, E. (2001). Performance measures and metrics in a supply chain environment. International Journal of Operations & Production Management, 21(1/2), 71–87.
Hair, J. F., Anderson, R. E., Tatham, R. L., & Black, W. C. (1998). Multivariate data analysis. Upper Saddle River, NJ: Prentice Hall.
Hamdouch, A., & Zuindeau, B. (2010). Sustainable development, 20 years on: Methodological innovations, practices and open issues. Journal of Environmental Planning and Management, 53(4), 427–438.
Harris, I., Naim, M., Palmer, A., Potter, A., & Mumford, C. (2011). Assessing the impact of cost optimization based on infrastructure modeling on CO2 emissions. International Journal of Production Economics, 131(1), 313–321.
Hart, S. L. (1995). A natural-resource-based view of the firm. Academy of Management Review, 20(4), 986–1014.
Hassini, E., Surti, C., & Searcy, C. (2012). A literature review and a case study of sustainable supply chains with a focus on metrics. International Journal of Production Economics, 140(1), 69–82.
Herron, C., & Braiden, P. M. (2006). A methodology for developing sustainable quantifiable productivity improvement in manufacturing companies. International Journal of Production Economics, 104(1), 143–53.
Ho, H. P. Y., & Choi, T. M. (2012). A Five-R analysis for sustainable fashion supply chain management in Hong Kong: a case analysis. Journal of Fashion Marketing and Management, 16(2), 161–175.
Hugo, A., & Pistikopoulos, E. N. (2005). Environmentally conscious long-range planning and design of supply chain networks. Journal of Cleaner Production, 13(15), 1471–1491.
Jakhar, S. K., & Barua, M. K. (2013). An integrated model of supply chain performance evaluation and decision-making using structural equation modelling and fuzzy AHP. Production Planning & Control, 1–20.
Jin, B. (2004). Achieving an optimal global versus domestic sourcing balance under demand uncertainty. International Journal of Operations & Production Management, 24(12), 1292–1305.
Kejun, J., Cosbey, A., & Murphy, D. (2008). Embodied carbon in traded goods. Paper presented at the trade and climate change seminar, June 18–20, Copenhagen, Denmark. Retrieved, November 10, 2011 from http://www.iisd.org/pdf/2008/cph_trade_climate_carbon.pdf.
Kenneth, W. G. J., 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.
Klassen, R. D., & Vachon, S. (2003). Evaluation and collaboration in the supply chain: Their impact on plant-level environmental investments. Production and Operations Management, 12(3), 336–352.
Klassen, R. D., & Vereecke, A. (2012). Social issues in supply chains: Capabilities link responsibility, risk (opportunity), and performance. International Journal of Production Economics, 140(1), 103–115.
Klassen, R. D., & Whybark, D. C. (1999). The impact of environmental technologies on manufacturing performance. Academy of Management Journal, 42(6), 599–615.
Krajnc, D., & Glavic, P. (2005). How to compare on relevant dimensions of sustainability. Ecological Economics, 55(4), 551–563.
Kumar, S., Teichman, S., & Timpernagel, T. (2012). A green supply chain is a requirement for profitability. International Journal of Production Research, 50(5), 1278–1296.
Lai, K. H., Cheng, T. C. E., & Tang, A. K. Y. (2010). Green retailing: factors for success. California Management Review, 52(2), 6–31.
Lee, H. L. (2000). Creating value through supply chain integration. Supply Chain Management Review, 4(4), 30–36.
Lee, K.-H. (2011). Integrating carbon footprint into supply chain management: The case of Hyundai Motor Company (HMC) in the automobile industry. Journal of Cleaner Production, 19, 1216–1223.
Lee, K.-H. (2012). Carbon accounting for supply chain management in the automobile industry. Journal of Cleaner Production, 36, 83–93.
Lee, K.-H., & Cheong, I.-M. (2011). Measuring a carbon footprint and environmental practice: The case of Hyundai Motors Co. (HMC). Industrial Management & Data Systems, 111(6), 961–978.
Lee, K. H., & Kim, J. W. (2009). Current status of CSR in the realm of supply management: the case of the Korean electronics industry. Supply Chain Management: An International Journal, 14(2), 138–148.
Lee, S. M., Kim, S. T., & Choi, D. (2012a). Green supply chain management and organizational performance. Industrial Management & Data Systems, 112(8), 1148–1180.
Lee, T.-R. J.-S., Le, T. P. N., Genovese, A., & Koh, L. S. C. (2012b). Using FAHP to determine the criteria for partner’s selection within a green supply chain: The case of hand tool industry in Taiwan. Journal of Manufacturing Technology Management, 23(1), 25-55.
Li, X., Gu, X. J., & Liu, G. (2009). A strategic performance measurement system for firms across supply and demand chains on the analogy of ecological succession. Ecological Economics, 68(12), 2918–2929.
Liang, L., Feng, F., Cook, W. D., & Zhu, J. (2006). DEA models for supply chain efficiency evaluation. Annals of Operations Research, 145(1), 35–49.
López-Gamero, M. D., Molina-Azorín, J. F., & Claver-Cortés, E. (2010). The potential of environmental regulation to change managerial perception, environmental management, competitiveness and financial performance. Journal of Cleaner Production, 18(10), 963–974.
Moneva, J. M., & Ortas, E. (2010). Corporate environmental and financial performance: A multivariate approach. Industrial Management & Data Systems, 110(2), 193–210.
Montabon, F., Melnyk, S. A., Sroufe, R., & Calantone, R. J. (2000). ISO 14000: Assessing its perceived impact on corporate performance. Journal of Supply Chain Management, 36(2), 4–16.
Montabon, F., Sroufe, R. P., & Narasimhan, R. (2007). An examination of corporate reporting, environmental management practices and firm performance. Journal of Operations Management, 25(5), 998–1014.
Nagurney, A. (2010). Supply chain network design under profit maximization and oligopolistic competition. Transportation Research Part E, 46(3), 281–294.
Nagurney, A., & Yu, M. (2011). Fashion supply chain management through cost and time minimization from a network perspective. In T.-M. Choi (Ed.), Fashion supply chain management: Industry and business analysis. Hershey, Pennsylvania: IGI Global.
Nagurney, A., & Yu, M. (2012). Sustainable fashion supply chain management under oligopolistic competition and brand differentiation. International Journal of Production Economics, 135(2), 532–540.
Naini, S. G. J., Aliahmadi, A. R., & Jafari-Eskandari, M. (2011). Designing a mixed performance measurement system for environmental supply chain management using evolutionary game theory and balanced scorecard: A case study of an auto industry supply chain. Resources, Conservation and Recycling, 55(6), 593–603.
Neto, J. Q. F., Bloemhof-Ruwaard, J. M. B., van Nunen, J. A. E. E., & van Heck, E. (2008). Designing and evaluating sustainable logistics networks. International Journal of Production Economics, 111(2), 195–208.
Neto, J. Q. F., Walther, G., Bloemhof, J., VanNunen, J. A. E. E., & Spengler, T. S. (2009). A methodology for assessing eco-efficiency in logistics networks. European Journal of Operational Research, 193(3), 670–682.
Nusair, K., & Hua, N. (2010). Comparative assessment of structural equation modeling and multiple regression research methodologies: E-commerce context. Tourism Management, 31(3), 314–324.
Olugu, E. U., & Wong, K. Y. (2012). An expert fuzzy rule-based system for closed-loop supply chain performance assessment in the automotive industry. Expert Systems with Applications, 39(1), 375–384.
Olugu, E. U., Wong, K. Y., & Shaharoun, A. M. (2011). Development of key performance measures for the automobile green supply chain. Resources, Conservation and Recycling, 55(6), 567–579.
Paksoy, T., Bektas, T., & Özceylan, E. (2011). Operational and environmental performance measures in a multi-product closed-loop supply chain. Transportation Research Part E, 47(4), 532–546.
Peng, Y. S., & Lin, S. S. (2008). Local responsiveness pressure, subsidiary resources, green management adoption and subsidiary’s performance: Evidence from Taiwanese manufactures. Journal of Business Ethics, 79(1–2), 199–212.
Perotti, S., Zorzini, M., Cagno, E., & Micheli, G. J. L. (2012). Green supply chain practices and company performance: The case of 3PLs in Italy. International Journal of Physical Distribution & Logistics Management, 42(7), 640–672.
Pullman, M. E., Maloni, M. J., & Carter, C. R. (2009). Food for thought: social versus environmental sustainability practices and performance outcomes. Journal of Supply Chain Management, 45(4), 38–54.
Quariguasi, F. N. J., Walther, G., Bloemhof, J., van Nunen, J., & Spengler, T. (2009). A methodology for assessing eco-efficiency in logistic networks. European Journal of Operational Research, 193(3), 647–914.
Ramanathan, R., Black, A., Nath, P., & Muyldermans, L. (2010). Impact of environmental regulations on innovation and performance in the UK industrial sector. Management Decision, 48(10), 1493–1513.
Rao, P., & Holt, D. (2005). Do green supply chains lead to competitiveness and economic performance? International Journal of Operations & Production Management, 25(9), 898–916.
Raykov, T., & Marcoulides, G. A. (2006). A first course in structural equation modelling. New Jersey: Lawrence Erlbaum associates, Mahwah, publisher.
Reddy, B. S., & Ray, B. K. (2010). Decomposition of energy consumption and energy intensity in Indian manufacturing industries. Energy for Sustainable Development, 14(1), 35–47.
Ren, X. (2000). Development of environmental performance indicators for textile process and product. Journal of Cleaner Production, 8(6), 473–481.
Riccaboni, A., & Leone, E. L. (2010). Implementing strategies through management control systems: the case of sustainability. International Journal of Productivity and Performance Management, 59(2), 130–144.
Ross, A. D., Parker, H., Benavides-Espinosa, M. d. M., & Droge, C. (2012). Sustainability and supply chain infrastructure development. Management Decision, 50(10), 1891–1910.
Russo, M. V., & Fouts, P. A. (1997). A resource-based perspective on corporate environmental performance and profitability. Academy of Management Journal, 40(3), 534–559.
Saraph, J. V., Benson, P. G., & Schroeder, R. G. (1989). An instrument for measuring the critical factors of quality management. Decision Sciences, 20(4), 810–829.
Sarkis, J., Zhu, Q., & Lai, K. (2011). An organizational theoretic review of green supply chain management literature Review Article. International Journal of Production Economics, 130(1), 1–15.
Saaty, T. L. (1980). Multi-criteria decision making: The analytic hierarchy process. New York: McGraw Hill.
Schoenherr, T. (2012). The role of environmental management in sustainable business development: A multi-country investigation. International Journal of Production Economics, 140(1), 116–128.
Seuring, S., & Müller, M. (2008). From a literature review to a conceptual framework for sustainable supply chain management. Journal of Cleaner Production, 16(15), 1699–1710.
Shah, R., & Goldstein, S. M. (2006). Use of structural equation modeling in operations management research: Looking back and forward. Journal of Operations Management, 24(2), 148–169.
Shaw, K., Shankar, R., Yadav, S. S., & Thakur, L. S. (2012). Supplier selection using fuzzy AHP and fuzzy multi-objective linear programming for developing low carbon supply chain. Expert Systems with Applications, 39(9), 8182–8192.
Shen, L. Y., Lu, W. S., Yao, H., & Wu, D. H. (2005). A computer-based scoring method for measuring the environmental performance of construction activities. Automation in Construction, 14(3), 297–309.
Sheu, J.-B. (2008). Green supply chain management, reverse logistics and nuclear power generation. Transportation Research Part E, 44(1), 19–46.
Sheu, J.-B., Chou, Y.-H., & Hu, C–. C. (2005). An integrated logistics operational model for green-supply chain management. Transportation Research Part E, 41(4), 287–313.
Sheu, H.-J., & Lo, S.-F. (2005). A new conceptual framework integrating environment into corporate performance evaluation. Sustainable Development, 13(2), 79–90.
Singh, R. K., Murty, H. R., Gupta, S. K., & Dikshit, A. K. (2007). Development of composite sustainability performance index for steel industry. Ecological Indicators, 7(3), 565–588.
Sroufe, R. (2003). Effects of environmental management systems on environmental management practices and operations. Production and Operations Management, 12(3), 416–431.
Sundarakani, B., Souza, R.d., Goh, M., Wagner, S. M., & Manikandan, S. (2010). Modeling carbon footprints across the supply chain. International Journal of Production Economics, 128(1), 43–50.
Tsai, W.-H., & Hung, S.-J. (2009). A fuzzy goal programming approach for green supply chain optimization under activity-based costing and performance evaluation with a value-chain structure. International Journal of Production Research, 47(18), 4991–5017.
Tsoulfas, G. T., & Pappis, C. P. (2008). A model for supply chains environmental performance analysis and decision making. Journal of Cleaner Production, 16(15), 1647–1657.
Vachon, S., & Klassen, R. D. (2006). Green project partnership in the supply chain: The case of the package printing industry. Journal of Cleaner Production, 14(6–7), 661–671.
Vachon, S., & Mao, Z. (2008). Linking supply chain strength to sustainable development: a country-level analysis. Journal of Cleaner Production, 16(15), 1552–1560.
Vaidya, O. S., & Kumar, S. (2006). Analytic hierarchy process: An overview of applications. European Journal of operational research, 169(1), 1–29.
Veleva, V., & Ellenbecker, M. (2001). Indicators of sustainable production: Framework and methodology. Journal of Cleaner Production, 9(6), 519–549.
Venus, L. Y. H. (2011). Green management practices and firm performance: A case of container terminal operations. Conservation & Recycling, 55(6), 559–566.
Wagner, M., & Schaltegger, S. (2004). The effect of corporate environmental strategy choice and environmental performance on competitiveness and economic performance: an empirical study of EU manufacturing. European Management Journal, 22(5), 557–572.
Wang, X., Chan, H. K., Yee, R. W. Y., & Diaz-Rainey, I. (2012). A two-stage fuzzy-AHP model for risk assessment of implementing green initiatives in the fashion supply chain. International Journal of Production Research, 135(2), 595–606.
Wernerfelt, B. (1984). A resource-based view of the firm. Strategic Management Journal, 5(2), 171–180.
Winebrake, J., Corbett, J., Falzarano, A., Hawker, J., Kormacher, K., Ketha, S., et al. (2008). Assessing energy, environmental, and economic tradeoffs in intermodal freight transportation. Journal of Air and Waste Management Association, 58(8), 1004–1013.
Wu, G.-C., Ding, J.-H., & Chen, P.-S. (2012). The effects of GSCM drivers and institutional pressures on GSCM practices in Taiwan’s textile and apparel industry. International Journal of Production Research, 135(2), 618–636.
Wu, S. J., Melnyk, S. A., & Calantone, R. J. (2008). Assessing the core resources in the environmental management system from the resource perspective and the contingency perspective. IEEE Transactions on Engineering Management, 55(2), 304–315.
Zailani, S., Jeyaraman, K., Vengadasan, G., & Premkumar, R. (2012). Sustainable supply chain management (SSCM) in Malaysia: A survey. International Journal of Production Economics, 140(1), 330–340.
Zeydan, M., Çolpan, C., & Çobanoğlu, C. (2011). A combined methodology for supplier selection and performance evaluation. Expert Systems with Applications, 38(3), 2741–2751.
Zhu, Q., Sarkis, J., Cordeiro, J. J., & Lai, K.-H. (2008). Firm-level correlates of emergent green supply chain management practices in the Chinese context. Omega, 36(4), 577–591.
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Jakhar, S.K. Designing the Green Supply Chain Performance Optimisation Model. Glob J Flex Syst Manag 15, 235–259 (2014). https://doi.org/10.1007/s40171-014-0069-6
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DOI: https://doi.org/10.1007/s40171-014-0069-6