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When to increase firms’ sustainable operations for efficiency? A data envelopment analysis in the retailing industry

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  • Gong, Yeming
  • Liu, Jiawen
  • Zhu, Joe

Abstract

Retailers increasingly incorporate sustainable operations to improve their efficiency, which raises questions: Is it always beneficial to increase firms’ sustainable operations for operational efficiency? Under which conditions should a retailer increase its socially-responsible and environmentally-friendly operations to improve efficiency? Our research addresses inconsistent viewpoints in relation to sustainable activities and performance at an operational level, and fills in research gaps in measuring the efficiency of, and identifying the operational mechanisms active in, sustainable retail operations. By collecting data from 124 retailers, we integrate the DEA (data envelopment analysis) model with empirical methods. We first apply DEA models to evaluate the efficiency of retailers. Using efficiency values provided by DEA, we conduct hierarchical regression analysis to examine the influence of socially-responsible and environmentally-friendly operations, and understand the role of sustainable operations in the supply chain. Finally, we use nonlinear analysis to identify the conditions required to increase the efficiency of sustainable operations. Supply chain integration can improve efficiency with higher levels of socio-economic integration and environmental-economic integration. Firms in an internal operational environment with a higher level of financial flow integration and a lower level of physical flow integration are more likely to achieve high retail efficiency. We find two conditions for implementation with managerial insights. When these conditions, characterized by financial flow and physical flow integration, are satisfied, a retailer can increase sustainable operations to increase efficiency. We have a surprising but reasonable finding: the interaction of sustainable operations and physical flow integration is negatively correlated to efficiency.

Suggested Citation

  • Gong, Yeming & Liu, Jiawen & Zhu, Joe, 2019. "When to increase firms’ sustainable operations for efficiency? A data envelopment analysis in the retailing industry," European Journal of Operational Research, Elsevier, vol. 277(3), pages 1010-1026.
  • Handle: RePEc:eee:ejores:v:277:y:2019:i:3:p:1010-1026
    DOI: 10.1016/j.ejor.2019.03.019
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    References listed on IDEAS

    as
    1. Cooper, William W. & Ruiz, Jose L. & Sirvent, Inmaculada, 2007. "Choosing weights from alternative optimal solutions of dual multiplier models in DEA," European Journal of Operational Research, Elsevier, vol. 180(1), pages 443-458, July.
    2. Vishal V. Agrawal & Mark Ferguson & L. Beril Toktay & Valerie M. Thomas, 2012. "Is Leasing Greener Than Selling?," Management Science, INFORMS, vol. 58(3), pages 523-533, March.
    3. Curi, Claudia & Lozano-Vivas, Ana & Zelenyuk, Valentin, 2015. "Foreign bank diversification and efficiency prior to and during the financial crisis: Does one business model fit all?," Journal of Banking & Finance, Elsevier, vol. 61(S1), pages 22-35.
    4. Zhu, Joe, 2003. "Imprecise data envelopment analysis (IDEA): A review and improvement with an application," European Journal of Operational Research, Elsevier, vol. 144(3), pages 513-529, February.
    5. Chen, Chialin & Zhu, Joe & Yu, Jiun-Yu & Noori, Hamid, 2012. "A new methodology for evaluating sustainable product design performance with two-stage network data envelopment analysis," European Journal of Operational Research, Elsevier, vol. 221(2), pages 348-359.
    6. Oh, Chang Hoon & Sohl, Timo & Rugman, Alan M., 2015. "Regional and product diversification and the performance of retail multinationals," Journal of International Management, Elsevier, vol. 21(3), pages 220-234.
    7. Henri Servaes & Ane Tamayo, 2013. "The Impact of Corporate Social Responsibility on Firm Value: The Role of Customer Awareness," Management Science, INFORMS, vol. 59(5), pages 1045-1061, May.
    8. Chortareas, Georgios E. & Girardone, Claudia & Ventouri, Alexia, 2013. "Financial freedom and bank efficiency: Evidence from the European Union," Journal of Banking & Finance, Elsevier, vol. 37(4), pages 1223-1231.
    9. Suresh Muthulingam & Charles J. Corbett & Shlomo Benartzi & Bohdan Oppenheim, 2013. "Energy Efficiency in Small and Medium-Sized Manufacturing Firms: Order Effects and the Adoption of Process Improvement Recommendations," Manufacturing & Service Operations Management, INFORMS, vol. 15(4), pages 596-615, October.
    10. Kumar Rajaram & Charles J. Corbett, 2002. "Achieving Environmental and Productivity Improvements Through Model-Based Process Redesign," Operations Research, INFORMS, vol. 50(5), pages 751-763, October.
    11. Vishal V. Agrawal & Atalay Atasu & Koert van Ittersum, 2015. "Remanufacturing, Third-Party Competition, and Consumers' Perceived Value of New Products," Management Science, INFORMS, vol. 61(1), pages 60-72, January.
    12. Park, Jaehun & Lee, Dongha & Zhu, Joe, 2014. "An integrated approach for ship block manufacturing process performance evaluation: Case from a Korean shipbuilding company," International Journal of Production Economics, Elsevier, vol. 156(C), pages 214-222.
    13. Cook, Wade D. & Seiford, Lawrence M. & Zhu, Joe, 2004. "Models for performance benchmarking: measuring the effect of e-business activities on banking performance," Omega, Elsevier, vol. 32(4), pages 313-322, August.
    14. Johnson, Andrew L. & Kuosmanen, Timo, 2012. "One-stage and two-stage DEA estimation of the effects of contextual variables," European Journal of Operational Research, Elsevier, vol. 220(2), pages 559-570.
    15. Juan Du & Justin Wang & Yao Chen & Shin-Yi Chou & Joe Zhu, 2014. "Incorporating health outcomes in Pennsylvania hospital efficiency: an additive super-efficiency DEA approach," Annals of Operations Research, Springer, vol. 221(1), pages 161-172, October.
    16. Cory Searcy, 2012. "Corporate Sustainability Performance Measurement Systems: A Review and Research Agenda," Journal of Business Ethics, Springer, vol. 107(3), pages 239-253, May.
    17. Rajiv D. Banker & Ram Natarajan, 2008. "Evaluating Contextual Variables Affecting Productivity Using Data Envelopment Analysis," Operations Research, INFORMS, vol. 56(1), pages 48-58, February.
    18. Andreas Kretschmer & Stefan Spinler & Luk N. Van Wassenhove, 2014. "A School Feeding Supply Chain Framework: Critical Factors for Sustainable Program Design," Production and Operations Management, Production and Operations Management Society, vol. 23(6), pages 990-1001, June.
    19. Danny Miller, 1992. "Environmental Fit Versus Internal Fit," Organization Science, INFORMS, vol. 3(2), pages 159-178, May.
    20. Robert G. Eccles & Ioannis Ioannou & George Serafeim, 2014. "The Impact of Corporate Sustainability on Organizational Processes and Performance," Management Science, INFORMS, vol. 60(11), pages 2835-2857, November.
    21. McDonald, John, 2009. "Using least squares and tobit in second stage DEA efficiency analyses," European Journal of Operational Research, Elsevier, vol. 197(2), pages 792-798, September.
    22. Lee, Sang-Gun & Trimi, Silvana & Kim, Changsoo, 2013. "The impact of cultural differences on technology adoption," Journal of World Business, Elsevier, vol. 48(1), pages 20-29.
    23. Sonia Aviles-Sacoto & Wade D Cook & Raha Imanirad & Joe Zhu, 2015. "Two-stage network DEA: when intermediate measures can be treated as outputs from the second stage," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 66(11), pages 1868-1877, November.
    24. Yeming Gong, 2013. "Global Operations Strategy," Springer Texts in Business and Economics, Springer, edition 127, number 978-3-642-36708-3, April.
    25. Wanke, Peter & Azad, Md. Abul Kalam & Barros, Carlos Pestana, 2016. "Financial distress and the Malaysian dual baking system: A dynamic slacks approach," Journal of Banking & Finance, Elsevier, vol. 66(C), pages 1-18.
    26. Blass, Vered & Corbett, Charles J. & Delmas, Magali A. & Muthulingam, Suresh, 2014. "Top management and the adoption of energy efficiency practices: Evidence from small and medium-sized manufacturing firms in the US," Energy, Elsevier, vol. 65(C), pages 560-571.
    27. Charles J. Corbett & Gregory A. DeCroix, 2001. "Shared-Savings Contracts for Indirect Materials in Supply Chains: Channel Profits and Environmental Impacts," Management Science, INFORMS, vol. 47(7), pages 881-893, July.
    28. Yeming Gong, 2013. "Global Operations Strategy : Fundamentals and Practice," Post-Print hal-02298186, HAL.
    29. Karri Rantasila & Lauri Ojala, 2012. "Measurement of National-Level Logistics Costs and Performance," International Transport Forum Discussion Papers 2012/4, OECD Publishing.
    30. Ryad Titah & Henri Barki, 2009. "Nonlinearities Between Attitude and Subjective Norms in Information Technology Acceptance : A Negative Synergy?," Post-Print hal-02311839, HAL.
    31. Christian Terwiesch & Yi Xu, 2008. "Innovation Contests, Open Innovation, and Multiagent Problem Solving," Management Science, INFORMS, vol. 54(9), pages 1529-1543, September.
    32. Gérard P. Cachon, 2014. "Retail Store Density and the Cost of Greenhouse Gas Emissions," Management Science, INFORMS, vol. 60(8), pages 1907-1925, August.
    33. Dyson, R. G. & Allen, R. & Camanho, A. S. & Podinovski, V. V. & Sarrico, C. S. & Shale, E. A., 2001. "Pitfalls and protocols in DEA," European Journal of Operational Research, Elsevier, vol. 132(2), pages 245-259, July.
    34. Vachon, Stephan & Klassen, Robert D., 2008. "Environmental management and manufacturing performance: The role of collaboration in the supply chain," International Journal of Production Economics, Elsevier, vol. 111(2), pages 299-315, February.
    35. Charles J. Corbett & Robert D. Klassen, 2006. "Extending the Horizons: Environmental Excellence as Key to Improving Operations," Manufacturing & Service Operations Management, INFORMS, vol. 8(1), pages 5-22, March.
    36. Wong, Christina W.Y. & Lai, Kee-hung & Shang, Kuo-Chung & Lu, Chin-Shan & Leung, T.K.P., 2012. "Green operations and the moderating role of environmental management capability of suppliers on manufacturing firm performance," International Journal of Production Economics, Elsevier, vol. 140(1), pages 283-294.
    37. Nathalie Fabbe-Costes & Christine Roussat & Margaret Taylor & Andrew Taylor, 2014. "Sustainable Supply Chains: a Framework for Environmental Scanning Practices," Post-Print hal-01419348, HAL.
    38. Jean-Pierre Nicolas & Pascal Pochet & Hélène Poimboeuf, 2003. "Towards Sustainable Mobility Indicators: Application to the Lyons Conurbation," Post-Print halshs-00068232, HAL.
    39. Nicolas, J. -P. & Pochet, P. & Poimboeuf, H., 2003. "Towards sustainable mobility indicators: application to the Lyons conurbation," Transport Policy, Elsevier, vol. 10(3), pages 197-208, July.
    40. Simar, Leopold & Wilson, Paul W., 2007. "Estimation and inference in two-stage, semi-parametric models of production processes," Journal of Econometrics, Elsevier, vol. 136(1), pages 31-64, January.
    41. Jonathan Pryshlakivsky & Cory Searcy, 2017. "A Heuristic Model for Establishing Trade-Offs in Corporate Sustainability Performance Measurement Systems," Journal of Business Ethics, Springer, vol. 144(2), pages 323-342, August.
    42. H. Sherman & Joe Zhu, 2006. "Benchmarking with quality-adjusted DEA (Q-DEA) to seek lower-cost high-quality service: Evidence from a U.S.bank application," Annals of Operations Research, Springer, vol. 145(1), pages 301-319, July.
    43. Amy J. Hillman & Gerald D. Keim, 2001. "Shareholder value, stakeholder management, and social issues: what's the bottom line?," Strategic Management Journal, Wiley Blackwell, vol. 22(2), pages 125-139, February.
    44. Cook, Wade D. & Liang, Liang & Zhu, Joe, 2010. "Measuring performance of two-stage network structures by DEA: A review and future perspective," Omega, Elsevier, vol. 38(6), pages 423-430, December.
    45. Robert D. Klassen & Curtis P. McLaughlin, 1996. "The Impact of Environmental Management on Firm Performance," Management Science, INFORMS, vol. 42(8), pages 1199-1214, August.
    46. Tang, Ailie K.Y. & Lai, Kee-hung & Cheng, T.C.E., 2016. "A Multi-research-method approach to studying environmental sustainability in retail operations," International Journal of Production Economics, Elsevier, vol. 171(P3), pages 394-404.
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    7. Bang, You-Young & Lee, Dae Sung & Lim, Seong-Rin, 2019. "Analysis of corporate CO2 and energy cost efficiency: The role of performance indicators and effective environmental reporting," Energy Policy, Elsevier, vol. 133(C).
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