IDEAS home Printed from https://ideas.repec.org/a/eee/transe/v157y2022ics1366554521003513.html
   My bibliography  Save this article

Circular supply chain management: Performance outcomes and the role of eco-industrial parks in China

Author

Listed:
  • Farooque, Muhammad
  • Zhang, Abraham
  • Liu, Yanping
  • Hartley, Janet L.

Abstract

A circular economy (CE) is increasingly recognized as a more environmentally sustainable alternative to the dominant linear take-make-dispose economic model. We empirically investigate the effect of circular supply chain management (CSCM) on cost and financial performance in China, which has established the world’s largest system of eco-industrial parks (EIPs) to promote CE over the last decade. We combine the Natural Resource-Based View (NRBV), Contingent NRBV and the literature on CSCM to develop a conceptual model and test it using survey data collected from 255 Chinese manufacturing firms. The results show that CSCM, when exercised as a unified strategy, has a significant positive effect on cost and financial performance. Firms located within EIPs adopt CSCM at higher levels as compared to firms located outside EIPs. Nevertheless, the contextual factor of being located within an EIP does not moderate the CSCM practice-performance relationship, suggesting that performance is driven by practices rather than firms’ locations. These results were affirmed by post-survey participant validation in three focus group meetings and six face-to-face interviews. Our findings contribute to sustainability literature by offering a new construct and measurement items relevant to CSCM and provide practical insights to guide a transition to a CE.

Suggested Citation

  • Farooque, Muhammad & Zhang, Abraham & Liu, Yanping & Hartley, Janet L., 2022. "Circular supply chain management: Performance outcomes and the role of eco-industrial parks in China," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 157(C).
  • Handle: RePEc:eee:transe:v:157:y:2022:i:c:s1366554521003513
    DOI: 10.1016/j.tre.2021.102596
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S1366554521003513
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.tre.2021.102596?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Angus Deaton, 2010. "Instruments, Randomization, and Learning about Development," Journal of Economic Literature, American Economic Association, vol. 48(2), pages 424-455, June.
    2. Wenjing Li & Ran Zhang, 2010. "Corporate Social Responsibility, Ownership Structure, and Political Interference: Evidence from China," Journal of Business Ethics, Springer, vol. 96(4), pages 631-645, November.
    3. Sara Saberi & Mahtab Kouhizadeh & Joseph Sarkis & Lejia Shen, 2019. "Blockchain technology and its relationships to sustainable supply chain management," International Journal of Production Research, Taylor & Francis Journals, vol. 57(7), pages 2117-2135, April.
    4. Antony Paulraj & Injazz J. Chen & Constantin Blome, 2017. "Motives and Performance Outcomes of Sustainable Supply Chain Management Practices: A Multi-theoretical Perspective," Journal of Business Ethics, Springer, vol. 145(2), pages 239-258, October.
    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. Chen, Lujie & Jia, Fu & Li, Taiyu & Zhang, Tianyu, 2021. "Supply chain leadership and firm performance: A meta-analysis," International Journal of Production Economics, Elsevier, vol. 235(C).
    7. Cai, Ya-Jun & Choi, Tsan-Ming & Feng, Lipan & Li, Yongjian, 2022. "Producer's choice of design-for-environment under environmental taxation," European Journal of Operational Research, Elsevier, vol. 297(2), pages 532-544.
    8. Christoph G. Schmidt & Kai Foerstl & Birte Schaltenbrand, 2017. "The Supply Chain Position Paradox: Green Practices and Firm Performance," Journal of Supply Chain Management, Institute for Supply Management, vol. 53(1), pages 3-25, January.
    9. Graham, Stephanie & Potter, Antony, 2015. "Environmental operations management and its links with proactivity and performance: A study of the UK food industry," International Journal of Production Economics, Elsevier, vol. 170(PA), pages 146-159.
    10. Kristel Buysse & Alain Verbeke, 2003. "Proactive environmental strategies: a stakeholder management perspective," Strategic Management Journal, Wiley Blackwell, vol. 24(5), pages 453-470, May.
    11. Qinghua Zhu & Yong Geng & Joseph Sarkis & Kee-Hung Lai, 2015. "Barriers to Promoting Eco-Industrial Parks Development in China," Journal of Industrial Ecology, Yale University, vol. 19(3), pages 457-467, June.
    12. Graham, Stephanie & Graham, Byron & Holt, Diane, 2018. "The relationship between downstream environmental logistics practices and performance," International Journal of Production Economics, Elsevier, vol. 196(C), pages 356-365.
    13. Nasir, Mohammed Haneef Abdul & Genovese, Andrea & Acquaye, Adolf A. & Koh, S.C.L. & Yamoah, Fred, 2017. "Comparing linear and circular supply chains: A case study from the construction industry," International Journal of Production Economics, Elsevier, vol. 183(PB), pages 443-457.
    14. Anonymous, 2015. "Notes from the Editors," American Political Science Review, Cambridge University Press, vol. 109(3), pages 1-1, August.
    15. Mar Fuentes-Fuentes, M. & Albacete-Sáez, Carlos A. & Lloréns-Montes, F. Javier, 2004. "The impact of environmental characteristics on TQM principles and organizational performance," Omega, Elsevier, vol. 32(6), pages 425-442, December.
    16. Marcel C. Hollander & Conny A. Bakker & Erik Jan Hultink, 2017. "Product Design in a Circular Economy: Development of a Typology of Key Concepts and Terms," Journal of Industrial Ecology, Yale University, vol. 21(3), pages 517-525, June.
    17. Govindan, Kannan & Rajeev, A. & Padhi, Sidhartha S. & Pati, Rupesh K., 2020. "Supply chain sustainability and performance of firms: A meta-analysis of the literature," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 137(C).
    18. Yong Geng & Joseph Sarkis & Raimund Bleischwitz, 2019. "How to globalize the circular economy," Nature, Nature, vol. 565(7738), pages 153-155, January.
    19. Qinghua ZHU & Ernest A. LOWE & Yuan‐an WEI & Donald BARNES, 2007. "Industrial Symbiosis in China: A Case Study of the Guitang Group," Journal of Industrial Ecology, Yale University, vol. 11(1), pages 31-42, January.
    20. Guo Li & Ming K. Lim & Zhaohua Wang, 2020. "Stakeholders, green manufacturing, and practice performance: empirical evidence from Chinese fashion businesses," Annals of Operations Research, Springer, vol. 290(1), pages 961-982, July.
    21. Zhang, Abraham & Wang, Jason X. & Farooque, Muhammad & Wang, Yulan & Choi, Tsan-Ming, 2021. "Multi-dimensional circular supply chain management: A comparative review of the state-of-the-art practices and research," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 155(C).
    22. Xiaojun Wang & Xu Chen & Christopher Durugbo & Ziming Cai, 2020. "Manage risk of sustainable product–service systems: a case-based operations research approach," Annals of Operations Research, Springer, vol. 291(1), pages 897-920, August.
    23. Butturi, M.A. & Lolli, F. & Sellitto, M.A. & Balugani, E. & Gamberini, R. & Rimini, B., 2019. "Renewable energy in eco-industrial parks and urban-industrial symbiosis: A literature review and a conceptual synthesis," Applied Energy, Elsevier, vol. 255(C).
    24. Sun, Lu & Li, Hong & Dong, Liang & Fang, Kai & Ren, Jingzheng & Geng, Yong & Fujii, Minoru & Zhang, Wei & Zhang, Ning & Liu, Zhe, 2017. "Eco-benefits assessment on urban industrial symbiosis based on material flows analysis and emergy evaluation approach: A case of Liuzhou city, China," Resources, Conservation & Recycling, Elsevier, vol. 119(C), pages 78-88.
    25. Tsan‐Ming Choi & Stein W. Wallace & Yulan Wang, 2018. "Big Data Analytics in Operations Management," Production and Operations Management, Production and Operations Management Society, vol. 27(10), pages 1868-1883, October.
    26. Dubey, Rameshwar & Gunasekaran, Angappa & Samar Ali, Sadia, 2015. "Exploring the relationship between leadership, operational practices, institutional pressures and environmental performance: A framework for green supply chain," International Journal of Production Economics, Elsevier, vol. 160(C), pages 120-132.
    27. Liu, Junjun & Hu, Houbao & Tong, Xun & Zhu, Qinghua, 2020. "Behavioral and technical perspectives of green supply chain management practices: Empirical evidence from an emerging market," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 140(C).
    28. Chunguang Bai & Joseph Sarkis & Fengfu Yin & Yijie Dou, 2020. "Sustainable supply chain flexibility and its relationship to circular economy-target performance," International Journal of Production Research, Taylor & Francis Journals, vol. 58(19), pages 5893-5910, October.
    29. Anonymous, 2015. "Notes from the Editors," American Political Science Review, Cambridge University Press, vol. 109(2), pages 1-1, May.
    30. Dekker, Rommert & Bloemhof, Jacqueline & Mallidis, Ioannis, 2012. "Operations Research for green logistics – An overview of aspects, issues, contributions and challenges," European Journal of Operational Research, Elsevier, vol. 219(3), pages 671-679.
    31. Genovese, Andrea & Acquaye, Adolf A. & Figueroa, Alejandro & Koh, S.C. Lenny, 2017. "Sustainable supply chain management and the transition towards a circular economy: Evidence and some applications," Omega, Elsevier, vol. 66(PB), pages 344-357.
    32. Peter E. Rossi, 2014. "Invited Paper —Even the Rich Can Make Themselves Poor: A Critical Examination of IV Methods in Marketing Applications," Marketing Science, INFORMS, vol. 33(5), pages 655-672, September.
    33. Raut, Rakesh D. & Mangla, Sachin Kumar & Narwane, Vaibhav S. & Dora, Manoj & Liu, Mengqi, 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, Elsevier, vol. 145(C).
    34. John A. Mathews & Hao Tan, 2016. "Circular economy: Lessons from China," Nature, Nature, vol. 531(7595), pages 440-442, March.
    35. Han Shi & Jinping Tian & Lujun Chen, 2012. "China's Quest for Eco‐industrial Parks, Part I," Journal of Industrial Ecology, Yale University, vol. 16(1), pages 8-10, February.
    36. Luk N. Van Wassenhove, 2019. "Sustainable Innovation: Pushing the Boundaries of Traditional Operations Management," Production and Operations Management, Production and Operations Management Society, vol. 28(12), pages 2930-2945, December.
    37. Julia Hartmann & Stephan Vachon, 2018. "Linking Environmental Management to Environmental Performance: The Interactive Role of Industry Context," Business Strategy and the Environment, Wiley Blackwell, vol. 27(3), pages 359-374, March.
    38. Anonymous, 2015. "Notes from the Editors," American Political Science Review, Cambridge University Press, vol. 109(1), pages 1-1, February.
    39. Dutta, Pankaj & Choi, Tsan-Ming & Somani, Surabhi & Butala, Richa, 2020. "Blockchain technology in supply chain operations: Applications, challenges and research opportunities," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 142(C).
    40. Anonymous, 2015. "Notes from the Editors," American Political Science Review, Cambridge University Press, vol. 109(4), pages 1-1, November.
    41. Sarkis, Joseph, 1998. "Evaluating environmentally conscious business practices," European Journal of Operational Research, Elsevier, vol. 107(1), pages 159-174, May.
    42. Frank Montabon & Patricia J. Daugherty & Haozhe Chen, 2018. "Setting Standards for Single Respondent Survey Design," Journal of Supply Chain Management, Institute for Supply Management, vol. 54(1), pages 35-41, January.
    43. Gupta, Shivam & Chen, Haozhe & Hazen, Benjamin T. & Kaur, Sarabjot & Santibañez Gonzalez, Ernesto D.R., 2019. "Circular economy and big data analytics: A stakeholder perspective," Technological Forecasting and Social Change, Elsevier, vol. 144(C), pages 466-474.
    44. Yunshi Mao & Jing Wang, 2019. "Is green manufacturing expensive? Empirical evidence from China," International Journal of Production Research, Taylor & Francis Journals, vol. 57(23), pages 7235-7247, December.
    45. repec:ucp:bkecon:9780226316529 is not listed on IDEAS
    46. Carter, Craig R. & Jennings, Marianne M., 2002. "Social responsibility and supply chain relationships," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 38(1), pages 37-52, January.
    47. Han Shi & Jinping Tian & Lujun Chen, 2012. "China's Quest for Eco‐industrial Parks, Part II," Journal of Industrial Ecology, Yale University, vol. 16(3), pages 290-292, June.
    48. René van Berkel & Esther Willems & Marije Lafleur, 1997. "The Relationship between Cleaner Production and Industrial Ecology," Journal of Industrial Ecology, Yale University, vol. 1(1), pages 51-66, January.
    49. Carter, Craig R. & Kale, Rahul & Grimm, Curtis M., 2000. "Environmental purchasing and firm performance: an empirical investigation," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 36(3), pages 219-228, September.
    50. Thoumy, Mira & Vachon, Stephan, 2012. "Environmental projects and financial performance: Exploring the impact of project characteristics," International Journal of Production Economics, Elsevier, vol. 140(1), pages 28-34.
    51. Lai, Kee-hung & Wong, Christina W.Y., 2012. "Green logistics management and performance: Some empirical evidence from Chinese manufacturing exporters," Omega, Elsevier, vol. 40(3), pages 267-282.
    52. Qinghua Zhu & Yong Geng & Kee‐hung Lai, 2011. "Environmental Supply Chain Cooperation and Its Effect on the Circular Economy Practice‐Performance Relationship Among Chinese Manufacturers," Journal of Industrial Ecology, Yale University, vol. 15(3), pages 405-419, June.
    53. Li, Guo & Wu, Huamin & Sethi, Suresh P. & Zhang, Xiang, 2021. "Contracting green product supply chains considering marketing efforts in the circular economy era," International Journal of Production Economics, Elsevier, vol. 234(C).
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Li, Miaomiao & Cao, Guikun & Cui, Li & Liu, Xiaoquan & Dai, Jing, 2023. "Examining how government subsidies influence firms’ circular supply chain management: The role of eco-innovation and top management team," International Journal of Production Economics, Elsevier, vol. 261(C).
    2. Vimal K.E. K & Sivakumar K & Jayakrishna Kandasamy & Vaibhav Venkat & Raghuraman Srinivasan Mani, 2023. "Barriers to the adoption of digital technologies in a functional circular economy network," Operations Management Research, Springer, vol. 16(3), pages 1541-1561, September.
    3. Li, Guo & Xue, Jing & Li, Na & Ivanov, Dmitry, 2022. "Blockchain-supported business model design, supply chain resilience, and firm performance," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 163(C).
    4. Yang, Yefei & Chen, Jiayi & Lee, Peter K.C. & Cheng, T.C.E., 2023. "How to enhance the effects of the green supply chain management strategy in the organization: A diffusion process perspective," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 175(C).
    5. Yu, Vincent F. & Aloina, Grace & Eccarius, Timo, 2023. "Adoption intentions of home-refill delivery service for fast-moving consumer goods," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 171(C).
    6. Laura Montag, 2023. "Circular Economy and Supply Chains: Definitions, Conceptualizations, and Research Agenda of the Circular Supply Chain Framework," Circular Economy and Sustainability, Springer, vol. 3(1), pages 35-75, March.
    7. Junbin Wang, 2022. "Drivers of the Sustainable Development of Agro-industrial Parks: Evidence from Jiangsu Province, China," SAGE Open, , vol. 12(4), pages 21582440221, December.
    8. Bhavesh Kumar & Love Kumar & Avinash Kumar & Ramna Kumari & Uroosa Tagar & Claudio Sassanelli, 2024. "Green finance in circular economy: a literature review," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 26(7), pages 16419-16459, July.
    9. Ya Cheng & Mohammad Masukujjaman & Farid Ahammad Sobhani & Muhammad Hamayun & Syed Shah Alam, 2023. "Green Logistics, Green Human Capital, and Circular Economy: The Mediating Role of Sustainable Production," Sustainability, MDPI, vol. 15(2), pages 1-22, January.
    10. Liu, Yanping & Farooque, Muhammad & Lee, Chang-Hun & Gong, Yu & Zhang, Abraham, 2023. "Antecedents of circular manufacturing and its effect on environmental and financial performance: A practice-based view," International Journal of Production Economics, Elsevier, vol. 260(C).
    11. Kairui Cao & Laiqun Jin & Yuanyuan Zhu & Zilong Nie & Hao Li, 2022. "Does China’s National Demonstration Eco-Industrial Park Reduce Carbon Dioxide and Sulfur Dioxide—A Study Based on the Upgrading and Transformation Process," IJERPH, MDPI, vol. 19(19), pages 1-19, October.
    12. Riggs, Randy & Felipe, Carmen M. & Roldán, José L. & Real, Juan C., 2024. "Information systems capabilities value creation through circular economy practices in uncertain environments: A conditional mediation model," Journal of Business Research, Elsevier, vol. 175(C).

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Liu, Yanping & Farooque, Muhammad & Lee, Chang-Hun & Gong, Yu & Zhang, Abraham, 2023. "Antecedents of circular manufacturing and its effect on environmental and financial performance: A practice-based view," International Journal of Production Economics, Elsevier, vol. 260(C).
    2. Ardian Qorri & Saranda Gashi & Andrzej Kraslawski, 2021. "Performance outcomes of supply chain practices for sustainable development: A meta‐analysis of moderators," Sustainable Development, John Wiley & Sons, Ltd., vol. 29(1), pages 194-216, January.
    3. Ozlem Ayaz Arda & Erkan Bayraktar & Ekrem Tatoglu, 2019. "How do integrated quality and environmental management practices affect firm performance? Mediating roles of quality performance and environmental proactivity," Business Strategy and the Environment, Wiley Blackwell, vol. 28(1), pages 64-78, January.
    4. Waqar Ahmed & Muhammad Saeed Ashraf & Sharfuddin Ahmed Khan & Simonov Kusi-Sarpong & Francis Kow Arhin & Horsten Kusi-Sarpong & Arsalan Najmi, 2020. "Analyzing the impact of environmental collaboration among supply chain stakeholders on a firm’s sustainable performance," Operations Management Research, Springer, vol. 13(1), pages 4-21, June.
    5. Zhang, Abraham & Wang, Jason X. & Farooque, Muhammad & Wang, Yulan & Choi, Tsan-Ming, 2021. "Multi-dimensional circular supply chain management: A comparative review of the state-of-the-art practices and research," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 155(C).
    6. Cho, Young Sik & Linderman, Kevin, 2019. "Metacognition-based process improvement practices," International Journal of Production Economics, Elsevier, vol. 211(C), pages 132-144.
    7. Fournier, Pierre-Luc & Chênevert, Denis & Jobin, Marie-Hélène, 2021. "The antecedents of physicians’ behavioral support for lean in healthcare: The mediating role of commitment to organizational change," International Journal of Production Economics, Elsevier, vol. 232(C).
    8. Rameshwar Dubey & Angappa Gunasekaran & Stephen J. Childe & Thanos Papadopoulos & Zongwei Luo & David Roubaud, 2020. "Upstream supply chain visibility and complexity effect on focal company’s sustainable performance: Indian manufacturers’ perspective," Annals of Operations Research, Springer, vol. 290(1), pages 343-367, July.
    9. Ian Blount & Mingxiang Li, 2021. "How Buyers' Attitudes Toward Supplier Diversity Affect Their Expenditures with Ethnic Minority Businesses," Journal of Supply Chain Management, Institute for Supply Management, vol. 57(3), pages 3-24, July.
    10. Dubey, Rameshwar & Gunasekaran, Angappa & Childe, Stephen J. & Bryde, David J. & Giannakis, Mihalis & Foropon, Cyril & Roubaud, David & Hazen, Benjamin T., 2020. "Big data analytics and artificial intelligence pathway to operational performance under the effects of entrepreneurial orientation and environmental dynamism: A study of manufacturing organisations," International Journal of Production Economics, Elsevier, vol. 226(C).
    11. Nikunj Kumar Jain & Abinash Panda & Piyush Choudhary, 2020. "Institutional pressures and circular economy performance: The role of environmental management system and organizational flexibility in oil and gas sector," Business Strategy and the Environment, Wiley Blackwell, vol. 29(8), pages 3509-3525, December.
    12. Nullmeier, Fabian & Wynstra, Finn & van der Valk, Wendy, 2019. "Mitigating shirking: Contracting performance in buyer-initiated service triads," Other publications TiSEM cebcb590-5a85-4906-b8ec-1, Tilburg University, School of Economics and Management.
    13. Dubey, Rameshwar & Gunasekaran, Angappa & Childe, Stephen J. & Papadopoulos, Thanos & Hazen, Benjamin & Giannakis, Mihalis & Roubaud, David, 2017. "Examining the effect of external pressures and organizational culture on shaping performance measurement systems (PMS) for sustainability benchmarking: Some empirical findings," International Journal of Production Economics, Elsevier, vol. 193(C), pages 63-76.
    14. Donato Masi & Steven Day & Janet Godsell, 2017. "Supply Chain Configurations in the Circular Economy: A Systematic Literature Review," Sustainability, MDPI, vol. 9(9), pages 1-22, September.
    15. Christina W.Y. Wong & Chee Yew Wong & Sakun Boon‐itt, 2018. "How Does Sustainable Development of Supply Chains Make Firms Lean, Green and Profitable? A Resource Orchestration Perspective," Business Strategy and the Environment, Wiley Blackwell, vol. 27(3), pages 375-388, March.
    16. Queiroz, Maciel M. & Fosso Wamba, Samuel, 2019. "Blockchain adoption challenges in supply chain: An empirical investigation of the main drivers in India and the USA," International Journal of Information Management, Elsevier, vol. 46(C), pages 70-82.
    17. Tai-Yin Chiu & Hui-Ju K Chiang & Ruei-Yang Huang & Jie-Hong R Jiang & François Fages, 2015. "Synthesizing Configurable Biochemical Implementation of Linear Systems from Their Transfer Function Specifications," PLOS ONE, Public Library of Science, vol. 10(9), pages 1-27, September.
    18. Arsalan Najmi & Kanagi Kanapathy & Azmin A. Aziz, 2021. "Exploring consumer participation in environment management: Findings from two‐staged structural equation modelling‐artificial neural network approach," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 28(1), pages 184-195, January.
    19. Dubey, Rameshwar & Gunasekaran, Angappa & Childe, Stephen J. & Papadopoulos, Thanos & Luo, Zongwei & Wamba, Samuel Fosso & Roubaud, David, 2019. "Can big data and predictive analytics improve social and environmental sustainability?," Technological Forecasting and Social Change, Elsevier, vol. 144(C), pages 534-545.
    20. Markku Maula & Wouter Stam, 2020. "Enhancing Rigor in Quantitative Entrepreneurship Research," Entrepreneurship Theory and Practice, , vol. 44(6), pages 1059-1090, November.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:transe:v:157:y:2022:i:c:s1366554521003513. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/wps/find/journaldescription.cws_home/600244/description#description .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.