IDEAS home Printed from https://ideas.repec.org/a/eee/tefoso/v221y2025ics004016252500397x.html

How digital transformation facilitates ESG performance to heavy polluting enterprises:A panel fsQCA based on national big data comprehensive pilot zones

Author

Listed:
  • Jing, Li
  • Qianqiang, Li
  • Yantai, Chen
  • Qi, An

Abstract

Digital transformation presents a promising pathway to improving Environmental, Social, and Governance (ESG) performance in heavy-polluting enterprises within emerging economies. However, it also introduces potential drawbacks, such as bounded rationality crowding-out effects and a focus on short-term financial goals. Therefore, to fully understand its multifaceted impact on ESG performance, a comprehensive analysis through the lens of complex systems management is crucial. This study applies panel data fuzzy-set qualitative comparative analysis (PD-fsQCA) to examine heavy-polluting enterprises in China's national big data comprehensive pilot zones. Grounded in the Technological-Organizational-Environmental (TOE) framework, the analysis uncovers the intricate causal relationships between digital transformation and ESG performance. The findings reveal that factors such as digital strategies (DS), digital technology (DT), internal control quality (IC), enterprise environmental attention allocation (EA), regional environmental regulation (ER), and public environmental concern (PEC) interact in multiple configurations to shape ESG outcomes, including “IC & DT” Driven, “ER & DS” Driven, and “DT & DS” Driven models. These pathways demonstrate significant temporal and organizational heterogeneity, highlighting the diverse impacts of digital transformation on ESG performance across different timeframes and enterprise contexts.

Suggested Citation

  • Jing, Li & Qianqiang, Li & Yantai, Chen & Qi, An, 2025. "How digital transformation facilitates ESG performance to heavy polluting enterprises:A panel fsQCA based on national big data comprehensive pilot zones," Technological Forecasting and Social Change, Elsevier, vol. 221(C).
  • Handle: RePEc:eee:tefoso:v:221:y:2025:i:c:s004016252500397x
    DOI: 10.1016/j.techfore.2025.124366
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S004016252500397X
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.techfore.2025.124366?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

    for a different version of it.

    References listed on IDEAS

    as
    1. Lobschat, Lara & Mueller, Benjamin & Eggers, Felix & Brandimarte, Laura & Diefenbach, Sarah & Kroschke, Mirja & Wirtz, Jochen, 2021. "Corporate digital responsibility," Journal of Business Research, Elsevier, vol. 122(C), pages 875-888.
    2. Arouri, Mohamed El Hedi & Caporale, Guglielmo Maria & Rault, Christophe & Sova, Robert & Sova, Anamaria, 2012. "Environmental Regulation and Competitiveness: Evidence from Romania," Ecological Economics, Elsevier, vol. 81(C), pages 130-139.
    3. Ioannis Tampakoudis & Evgenia Anagnostopoulou, 2020. "The effect of mergers and acquisitions on environmental, social and governance performance and market value: Evidence from EU acquirers," Business Strategy and the Environment, Wiley Blackwell, vol. 29(5), pages 1865-1875, July.
    4. Singh, Shiwangi & Sharma, Meenakshi & Dhir, Sanjay, 2021. "Modeling the effects of digital transformation in Indian manufacturing industry," Technology in Society, Elsevier, vol. 67(C).
    5. Yuzhong Lu & Cheng Xu & Bingsheng Zhu & Yanqi Sun, 2024. "Digitalization transformation and ESG performance: Evidence from China," Business Strategy and the Environment, Wiley Blackwell, vol. 33(2), pages 352-368, February.
    6. Fang, Xubing & Liu, Maotao, 2024. "How does the digital transformation drive digital technology innovation of enterprises? Evidence from enterprise's digital patents," Technological Forecasting and Social Change, Elsevier, vol. 204(C).
    7. Yang, Xiangyang & Li, Zijun & Qiu, Zhaoxuan & Wang, Jinmin & Liu, Bei, 2024. "ESG performance and corporate technology innovation: Evidence from China," Technological Forecasting and Social Change, Elsevier, vol. 206(C).
    8. Eduardo Duque-Grisales & Javier Aguilera-Caracuel, 2021. "Environmental, Social and Governance (ESG) Scores and Financial Performance of Multilatinas: Moderating Effects of Geographic International Diversification and Financial Slack," Journal of Business Ethics, Springer, vol. 168(2), pages 315-334, January.
    9. Li, Junjun & Wu, Tong & Liu, Bailu & Zhou, Ming, 2024. "Can digital transformation enhance corporate ESG performance? The moderating role of dual environmental regulations," Finance Research Letters, Elsevier, vol. 62(PB).
    10. Zeng, Huixiang & Ran, Hangxin & Zhou, Qiong & Jin, Youliang & Cheng, Xu, 2022. "The financial effect of firm digitalization: Evidence from China," Technological Forecasting and Social Change, Elsevier, vol. 183(C).
    11. Gunther Capelle-Blancard & Aurélien Petit, 2019. "Every Little Helps? ESG News and Stock Market Reaction," Journal of Business Ethics, Springer, vol. 157(2), pages 543-565, June.
    12. Hart, Oliver, 1995. "Corporate Governance: Some Theory and Implications," Economic Journal, Royal Economic Society, vol. 105(430), pages 678-689, May.
    13. Meixuan Zhang & Zongsheng Huang, 2024. "The Impact of Digital Transformation on ESG Performance: The Role of Supply Chain Resilience," Sustainability, MDPI, vol. 16(17), pages 1-20, September.
    14. David J. Teece & Gary Pisano & Amy Shuen, 1997. "Dynamic capabilities and strategic management," Strategic Management Journal, Wiley Blackwell, vol. 18(7), pages 509-533, August.
    15. Çiğdem Vural‐Yavaş, 2021. "Economic policy uncertainty, stakeholder engagement, and environmental, social, and governance practices: The moderating effect of competition," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 28(1), pages 82-102, January.
    16. Borghesi, Richard & Houston, Joel F. & Naranjo, Andy, 2014. "Corporate socially responsible investments: CEO altruism, reputation, and shareholder interests," Journal of Corporate Finance, Elsevier, vol. 26(C), pages 164-181.
    17. Siwei Zhang, 2024. "The Impact of Digital Transformation on Enterprise Performance," Advances in Economics, Business and Management Research, in: Barbara Siuta-Tokarska & Adriana Grigorescu & Yifeng Zhu (ed.), Proceedings of the 2024 2nd International Conference on Management Innovation and Economy Development (MIED 2024), pages 208-216, Springer.
    18. Demurger, Sylvie, 2001. "Infrastructure Development and Economic Growth: An Explanation for Regional Disparities in China?," Journal of Comparative Economics, Elsevier, vol. 29(1), pages 95-117, March.
    19. Xin Su & Shengwen Wang & Feifei Li, 2023. "The Impact of Digital Transformation on ESG Performance Based on the Mediating Effect of Dynamic Capabilities," Sustainability, MDPI, vol. 15(18), pages 1-22, September.
    20. Jensen, Michael C. & Meckling, William H., 2008. "Theory of the firm: managerial behavior, agency costs and ownership structure," RAE - Revista de Administração de Empresas, FGV-EAESP Escola de Administração de Empresas de São Paulo (Brazil), vol. 48(2), April.
    21. Zhou, Hailing & Liu, Ji, 2023. "Digitalization of the economy and resource efficiency for meeting the ESG goals," Resources Policy, Elsevier, vol. 86(PA).
    22. Freeman, Richard B, 1984. "Longitudinal Analyses of the Effects of Trade Unions," Journal of Labor Economics, University of Chicago Press, vol. 2(1), pages 1-26, January.
    23. Ouri Karni & Elyse Barré & Vivek Pareek & Johnathan D. Georgaras & Michael K. L. Man & Chakradhar Sahoo & David R. Bacon & Xing Zhu & Henrique B. Ribeiro & Aidan L. O’Beirne & Jenny Hu & Abdullah Al-M, 2022. "Structure of the moiré exciton captured by imaging its electron and hole," Nature, Nature, vol. 603(7900), pages 247-252, March.
    24. Ferrell, Allen & Liang, Hao & Renneboog, Luc, 2016. "Socially responsible firms," Journal of Financial Economics, Elsevier, vol. 122(3), pages 585-606.
    25. Li Wang & Hongyu Yang, 2024. "Digital technology innovation and corporate ESG performance: evidence from China," Economic Change and Restructuring, Springer, vol. 57(6), pages 1-32, December.
    26. 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.
    27. Caroline Flammer & Pratima Bansal, 2017. "Does a long-term orientation create value? Evidence from a regression discontinuity," Strategic Management Journal, Wiley Blackwell, vol. 38(9), pages 1827-1847, September.
    28. Qinglan Liu & Adriana Hofmann Trevisan & Miying Yang & Janaina Mascarenhas, 2022. "A framework of digital technologies for the circular economy: Digital functions and mechanisms," Business Strategy and the Environment, Wiley Blackwell, vol. 31(5), pages 2171-2192, July.
    29. Barbara Vis & Jan Dul, 2018. "Analyzing Relationships of Necessity Not Just in Kind But Also in Degree," Sociological Methods & Research, , vol. 47(4), pages 872-899, November.
    30. Alkaraan, Fadi & Albitar, Khaldoon & Hussainey, Khaled & Venkatesh, VG, 2022. "Corporate transformation toward Industry 4.0 and financial performance: The influence of environmental, social, and governance (ESG)," Technological Forecasting and Social Change, Elsevier, vol. 175(C).
    31. Chen, Zhao & Kahn, Matthew E. & Liu, Yu & Wang, Zhi, 2018. "The consequences of spatially differentiated water pollution regulation in China," Journal of Environmental Economics and Management, Elsevier, vol. 88(C), pages 468-485.
    32. Du, Yunzhou & Liu, Qiuchen & Kim, Phillip H. & Meuer, Johannes, 2024. "Studying complex causal processes in technological innovation and entrepreneurship with set-theoretic mediation models," Technovation, Elsevier, vol. 134(C).
    33. Yang Liu & Fukang Zhang & Han Zhang, 2024. "CEO foreign experience and corporate environmental, social, and governance (ESG) performance," Business Strategy and the Environment, Wiley Blackwell, vol. 33(4), pages 3331-3355, May.
    34. Jia, Zhiqiang & Zhang, Wei, 2024. "Does the absence of actual controllers affect corporate ESG performance? Evidence from Chinese listed companies," Finance Research Letters, Elsevier, vol. 68(C).
    35. Peter Iliev & Lukas Roth, 2023. "Director Expertise and Corporate Sustainability," Review of Finance, European Finance Association, vol. 27(6), pages 2085-2123.
    36. Bhandari, Krishna Raj & Zámborský, Peter & Ranta, Mikko & Salo, Jari, 2023. "Digitalization, internationalization, and firm performance: A resource-orchestration perspective on new OLI advantages," International Business Review, Elsevier, vol. 32(4).
    37. Wang, Haijun & Jiao, Shuaipeng & Bu, Kun & Wang, Yebin & Wang, Yaxian, 2023. "Digital transformation and manufacturing companies’ ESG responsibility performance," Finance Research Letters, Elsevier, vol. 58(PB).
    38. Lin, Xin & Zhang, Jinhong & Yu, Lina & Zhong, Qiming, 2024. "Does macroprudential policy matter for corporate green innovation? The role of financing constraints and public environmental concerns," Economic Analysis and Policy, Elsevier, vol. 82(C), pages 877-892.
    39. Huarng, Kun-Huang & Yu, Tiffany Hui-Kuang, 2024. "Causal complexity analysis of ESG performance," Journal of Business Research, Elsevier, vol. 170(C).
    40. Yang Yang & Jinmian Han, 2023. "Digital transformation, financing constraints, and corporate environmental, social, and governance performance," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 30(6), pages 3189-3202, November.
    41. Rodríguez-Espíndola, Oscar & Chowdhury, Soumyadeb & Dey, Prasanta Kumar & Albores, Pavel & Emrouznejad, Ali, 2022. "Analysis of the adoption of emergent technologies for risk management in the era of digital manufacturing," Technological Forecasting and Social Change, Elsevier, vol. 178(C).
    42. Matarazzo, Michela & Penco, Lara & Profumo, Giorgia & Quaglia, Roberto, 2021. "Digital transformation and customer value creation in Made in Italy SMEs: A dynamic capabilities perspective," Journal of Business Research, Elsevier, vol. 123(C), pages 642-656.
    43. He, Feng & Guo, Xinyao & Yue, Pengpeng, 2024. "Media coverage and corporate ESG performance: Evidence from China," International Review of Financial Analysis, Elsevier, vol. 91(C).
    44. Yin, Zhichao & Li, Xinqi & Si, Dengkui & Li, Xiaolin, 2023. "China stock market liberalization and company ESG performance: The mediating effect of investor attention," Economic Analysis and Policy, Elsevier, vol. 80(C), pages 1396-1414.
    45. Gerber, Jean-David & Knoepfel, Peter & Nahrath, Stéphane & Varone, Frédéric, 2009. "Institutional Resource Regimes: Towards sustainability through the combination of property-rights theory and policy analysis," Ecological Economics, Elsevier, vol. 68(3), pages 798-809, January.
    46. Beynon, Malcolm J. & Jones, Paul & Pickernell, David, 2020. "Country-level entrepreneurial attitudes and activity through the years: A panel data analysis using fsQCA," Journal of Business Research, Elsevier, vol. 115(C), pages 443-455.
    47. Ronald W. Masulis & Syed Walid Reza, 2015. "Agency Problems of Corporate Philanthropy," The Review of Financial Studies, Society for Financial Studies, vol. 28(2), pages 592-636.
    48. Nie, Song & Liu, Junxian & Zeng, Gang & You, Jiyuan, 2023. "Local government debt pressure and corporate ESG performance: Empirical evidence from China," Finance Research Letters, Elsevier, vol. 58(PB).
    49. Zhao, Xiaoxia & Cai, Lianghui, 2023. "Digital transformation and corporate ESG: Evidence from China," Finance Research Letters, Elsevier, vol. 58(PA).
    50. Viglia, Giampaolo & Pera, Rebecca & Bigné, Enrique, 2018. "The determinants of stakeholder engagement in digital platforms," Journal of Business Research, Elsevier, vol. 89(C), pages 404-410.
    51. Jang, Ga-Young & Kang, Hyoung-Goo & Kim, Woojin, 2022. "Corporate executives’ incentives and ESG performance," Finance Research Letters, Elsevier, vol. 49(C).
    52. Khaldoon Albitar & Tony Abdoush & Khaled Hussainey, 2023. "Do corporate governance mechanisms and ESG disclosure drive CSR narrative tones?," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 28(4), pages 3876-3890, October.
    53. Francesco Cappa & Stefano Franco & Federica Rosso, 2022. "Citizens and cities: Leveraging citizen science and big data for sustainable urban development," Business Strategy and the Environment, Wiley Blackwell, vol. 31(2), pages 648-667, February.
    54. Del Bosco, Barbara & Misani, Nicola, 2016. "The effect of cross-listing on the environmental, social, and governance performance of firms," Journal of World Business, Elsevier, vol. 51(6), pages 977-990.
    55. Dobrica Z. Jovicic, 2019. "From the traditional understanding of tourism destination to the smart tourism destination," Current Issues in Tourism, Taylor & Francis Journals, vol. 22(3), pages 276-282, February.
    56. Iurkov, Viacheslav & Koval, Mariia & Misra, Shekhar & Pedada, Kiran & Sinha, Ashish, 2024. "Impact of ESG distinctiveness in alliances on shareholder value," Journal of Business Research, Elsevier, vol. 171(C).
    57. Carl J. Kock & Byung S. Min, 2016. "Legal Origins, Corporate Governance, and Environmental Outcomes," Journal of Business Ethics, Springer, vol. 138(3), pages 507-524, October.
    58. Nambisan, Satish & Wright, Mike & Feldman, Maryann, 2019. "The digital transformation of innovation and entrepreneurship: Progress, challenges and key themes," Research Policy, Elsevier, vol. 48(8), pages 1-1.
    59. Canarella, Giorgio & Miller, Stephen M., 2018. "The determinants of growth in the U.S. information and communication technology (ICT) industry: A firm-level analysis," Economic Modelling, Elsevier, vol. 70(C), pages 259-271.
    60. William Ocasio, 1997. "Towards An Attention‐Based View Of The Firm," Strategic Management Journal, Wiley Blackwell, vol. 18(S1), pages 187-206, July.
    61. Peihua Zhu & Zhenxin Li & Xianghui Meng & Ziyue Chen, 2024. "Information Infrastructure and Environmental, Social, and Governance Performance of the Enterprise: A Quasi-Experimental Analysis," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 60(12), pages 2768-2782, September.
    62. Jordan Famularo, 2023. "Corporate social responsibility communication in the ICT sector: digital issues, greenwashing, and materiality," International Journal of Corporate Social Responsibility, Springer, vol. 8(1), pages 1-25, December.
    63. Emily Bacon & Michael D. Williams & Gareth H. Davies, 2023. "On the Combinatory Nature of Knowledge Transfer Conditions: A Mixed Method Assessment," Information Systems Frontiers, Springer, vol. 25(3), pages 1039-1061, June.
    64. Shan Wu & Ying Li, 2023. "A Study on the Impact of Digital Transformation on Corporate ESG Performance: The Mediating Role of Green Innovation," Sustainability, MDPI, vol. 15(8), pages 1-17, April.
    65. Xiaonan Fan & Sainan Ren & Yang Liu, 2023. "The Driving Factors of Green Technology Innovation Efficiency—A Study Based on the Dynamic QCA Method," Sustainability, MDPI, vol. 15(12), pages 1-25, June.
    66. Zhang, Zhaoting & Zhang, Lei, 2024. "Investor attention and corporate ESG performance," Finance Research Letters, Elsevier, vol. 60(C).
    67. Govindan, Kannan & Kilic, Merve & Uyar, Ali & Karaman, Abdullah S., 2021. "Drivers and value-relevance of CSR performance in the logistics sector: A cross-country firm-level investigation," International Journal of Production Economics, Elsevier, vol. 231(C).
    68. Ren, Xiangru & Ren, Yuning, 2024. "Public environmental concern and corporate ESG performance," Finance Research Letters, Elsevier, vol. 61(C).
    69. Xiangan Ding & Zhonglin Sheng & Andrea Appolloni & Mohsin Shahzad & Shaojie Han, 2024. "Digital transformation, ESG practice, and total factor productivity," Business Strategy and the Environment, Wiley Blackwell, vol. 33(5), pages 4547-4561, July.
    Full references (including those not matched with items on IDEAS)

    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. Yu, Yang & Chan, Hau-Ling & Cho, Erin, 2026. "Enhancing ESG performance through digital transformation: Recent development, cases and relationships," Journal of Business Research, Elsevier, vol. 202(C).
    2. Hong Zhang & Jiehua Liu & He Jiang, 2025. "The Impact of Enterprise Digital Transformation on ESG Performance: Evidence from China," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 46(5), pages 3157-3171, July.
    3. Yu Sang & Kannan Loganathan & Priya Sukirthanandan, 2025. "A Study on the Impact of Corporate Digital Transformation on Environmental, Social, and Governance (ESG) Performance: Mechanism Analysis Based on Resource Allocation Efficiency and Technological Gap," Sustainability, MDPI, vol. 17(8), pages 1-31, April.
    4. Wang, Hong & Wang, Wei, 2024. "Chairperson gender, policy compliance and ESG performance of family firms," International Review of Economics & Finance, Elsevier, vol. 96(PC).
    5. Luo, Wenbing & Lei, Shuting & Deng, Mingjun, 2025. "How CEO social capital affects corporate ESG performance? evidence from China," Economic Analysis and Policy, Elsevier, vol. 88(C), pages 264-280.
    6. Pengfei Ge & Yichao Liu & Chuxiong Tang & Rui Zhu, 2025. "Green bonds and corporate Environmental social and governance performance: Innovative approaches to identifying greenwashing in green bond markets," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 32(1), pages 1060-1078, January.
    7. Zhou, Mengling & Huang, Zizhen & Jiang, Kangqi, 2024. "Environmental, social, and governance performance and corporate debt maturity in China," International Review of Financial Analysis, Elsevier, vol. 95(PA).
    8. Angelidis, Timotheos & Michairinas, Athanasios & Sakkas, Athanasios, 2024. "World ESG performance and economic activity," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 93(C).
    9. Xin Xu & Meiya Sun, 2025. "Digital Transformation, Internationalisation and ESG Performance of Multinational Companies," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 46(5), pages 2709-2725, July.
    10. Manzhi Liu & Jia Lu & Chen Zhao & Jie Luo & Qiyao Liu & Hui Wang & Shuting Fang & Yaxin Yang, 2025. "Antecedents and consequences of environmental, social, and governance: A bibliometric analysis based on the Web of Science database," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 32(1), pages 984-1001, January.
    11. Bag, Surajit & Rahman, Muhammad Sabbir & Routray, Susmi & Khurana, Reema, 2025. "Regenerative supply chain orientation and coopetition in supply chain networks for ESG initiatives: A parallel mediation study," Journal of Business Research, Elsevier, vol. 201(C).
    12. Chao Wang & Jiapeng Li & Yang Yi & Shuwang Yang, 2024. "Crowding in or crowding out? Executive environmental attention and ESG performance of mining listed companies," Mineral Economics, Springer;Raw Materials Group (RMG);Luleå University of Technology, vol. 37(4), pages 897-913, December.
    13. Buchanan, Bonnie G. & Cao, Cathy Xuying & Wang, Shuhui, 2021. "Corporate social responsibility and inside debt: The long game," International Review of Financial Analysis, Elsevier, vol. 78(C).
    14. Xu, Jian & Yin, Jian, 2025. "Digital transformation and ESG performance: The chain mediating role of technological innovation and financing constraints," Finance Research Letters, Elsevier, vol. 71(C).
    15. Jun Li & Ying Wang & Shizhi Liang & Peng Zhou & Ao Zhang, 2025. "Does the National Big Data Comprehensive Experimental Zone Pilot Policy Effectively Promote the ESG Performance of Firms? Evidence From Listed Firms in China," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 46(5), pages 3106-3122, July.
    16. Buchetti, Bruno & Arduino, Francesca Romana & Perdichizzi, Salvatore, 2025. "A literature review on corporate governance and ESG research: Emerging trends and future directions," International Review of Financial Analysis, Elsevier, vol. 97(C).
    17. Fang, Mingyue & Nie, Huihua & Shen, Xinyi, 2023. "Can enterprise digitization improve ESG performance?," Economic Modelling, Elsevier, vol. 118(C).
    18. Wang, Xiaolin & Ye, Yingying, 2024. "Environmental protection tax and firms’ ESG investment: Evidence from China," Economic Modelling, Elsevier, vol. 131(C).
    19. Dongheng Han & Zhihui Li & Xun Cui & Lin Liang, 2025. "How Can We Improve the ESG Performance of Manufacturing Enterprises?—The Carbon Resilience Perspective," Sustainability, MDPI, vol. 17(6), pages 1-26, March.
    20. Ayadi, Imen & Abderrahman, Jahmane, 2025. "The impact of economic policy uncertainty and digital integration on ESG practices in European companies," Research in International Business and Finance, Elsevier, vol. 76(C).

    More about this item

    Keywords

    ;
    ;
    ;
    ;

    Statistics

    Access and download statistics

    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:tefoso:v:221:y:2025:i:c:s004016252500397x. 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.sciencedirect.com/science/journal/00401625 .

    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.