IDEAS home Printed from https://ideas.repec.org/a/eee/jbrese/v160y2023ics0148296323001510.html
   My bibliography  Save this article

Corporate digital transformation and trade credit financing

Author

Listed:
  • Zhou, Zhongsheng
  • Li, Zhuo

Abstract

Given the rapid development of the digital economy, clarifying the relationship between corporate digital transformation and trade financing behaviour and identifying the mechanism underlying the effect have become urgent theoretical and practical problems. Therefore, we gather unique data from listed companies in China to investigate how a corporation’s digital transformation strategy affects its trade credit financing. We find that a corporate digital transformation significantly reduces trade credit financing, and that this effect varies greatly among industries and enterprises. Furthermore, we identify asset specificity and bank credit as the mechanisms of this effect. Finally, we verify the effect of digital transformation on two dimensions: corporate innovation and value. Overall, these findings enrich research on digital transformation and trade credit financing, and provide important practical insights for enterprises to efficiently allocate their credit funds and reduce their financial risk through digital transformation.

Suggested Citation

  • Zhou, Zhongsheng & Li, Zhuo, 2023. "Corporate digital transformation and trade credit financing," Journal of Business Research, Elsevier, vol. 160(C).
    • Handle: RePEc:eee:jbrese:v:160:y:2023:i:c:s0148296323001510
    DOI: 10.1016/j.jbusres.2023.113793
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0148296323001510
    Download Restriction: Full text for ScienceDirect subscribers only
    File URL: https://libkey.io/10.1016/j.jbusres.2023.113793?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. Zhang, Rongrong, 2020. "Trade credit, cash holdings, and product market competition," The Quarterly Review of Economics and Finance, Elsevier, vol. 78(C), pages 132-146.
    2. Barbara Summers & Nicholas Wilson, 2000. "Trade Credit Management and the Decision to Use Factoring: An Empirical Study," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 27(1&2), pages 37-68.
    3. Petersen, Mitchell A & Rajan, Raghuram G, 1997. "Trade Credit: Theories and Evidence," The Review of Financial Studies, Society for Financial Studies, vol. 10(3), pages 661-691.
    4. Fabbri, Daniela & Menichini, Anna Maria C., 2010. "Trade credit, collateral liquidation, and borrowing constraints," Journal of Financial Economics, Elsevier, vol. 96(3), pages 413-432, June.
    5. Adalto Barbaceia Gonçalves & Rafael Schiozer & Hsia Hua Sheng, 2018. "Trade Credit and Product Market Power during a Financial Crisis," Working Papers CEB 18-004, ULB -- Universite Libre de Bruxelles.
    6. Allen, Franklin & Qian, Jun & Qian, Meijun, 2005. "Law, finance, and economic growth in China," Journal of Financial Economics, Elsevier, vol. 77(1), pages 57-116, July.
    7. Raymond Fisman & Mayank Raturi, 2004. "Does Competition Encourage Credit Provision? Evidence from African Trade Credit Relationships," The Review of Economics and Statistics, MIT Press, vol. 86(1), pages 345-352, February.
    8. Llopis-Albert, Carlos & Rubio, Francisco & Valero, Francisco, 2021. "Impact of digital transformation on the automotive industry," Technological Forecasting and Social Change, Elsevier, vol. 162(C).
    9. Juliane Begenau & Maryam Farboodi & Laura Veldkamp, 2018. "Big Data in Finance and the Growth of Large Firms," Working Papers 18-08, New York University, Leonard N. Stern School of Business, Department of Economics.
    10. Fisman, Raymond, 2001. "Trade Credit and Productive Efficiency in Developing Countries," World Development, Elsevier, vol. 29(2), pages 311-321, February.
    11. Barbara Summers & Nicholas Wilson, 2000. "Trade Credit Management and the Decision to Use Factoring: An Empirical Study," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 27(1‐2), pages 37-68, January.
    12. Cao, Zhangfan & Chen, Steven Xianglong & Lee, Edward, 2022. "Does business strategy influence interfirm financing? Evidence from trade credit," Journal of Business Research, Elsevier, vol. 141(C), pages 495-511.
    13. Kong, Dongmin & Pan, Yue & Tian, Gary Gang & Zhang, Pengdong, 2020. "CEOs' hometown connections and access to trade credit: Evidence from China," Journal of Corporate Finance, Elsevier, vol. 62(C).
    14. Ferrando, Annalisa & Mulier, Klaas, 2013. "Do firms use the trade credit channel to manage growth?," Journal of Banking & Finance, Elsevier, vol. 37(8), pages 3035-3046.
    15. Wanyi Chen & Liguang Zhang & Pinyan Jiang & Fanli Meng & Qianyi Sun, 2022. "Can digital transformation improve the information environment of the capital market? Evidence from the analysts' prediction behaviour," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 62(2), pages 2543-2578, June.
    16. Nilsen, Jeffrey H, 2002. "Trade Credit and the Bank Lending Channel," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 34(1), pages 226-253, February.
    17. Juliane Begenau & Laura Veldkamp & Maryam Farboodi, 2018. "Big Data in Finance and the Growth of Large Firms," 2018 Meeting Papers 155, Society for Economic Dynamics.
    18. Ren, Siyu & Hao, Yu & Xu, Lu & Wu, Haitao & Ba, Ning, 2021. "Digitalization and energy: How does internet development affect China's energy consumption?," Energy Economics, Elsevier, vol. 98(C).
    19. Niu, Yuhao & Wen, Wen & Wang, Sai & Li, Sifei, 2023. "Breaking barriers to innovation: The power of digital transformation," Finance Research Letters, Elsevier, vol. 51(C).
    20. Mariassunta Giannetti & Mike Burkart & Tore Ellingsen, 2011. "What You Sell Is What You Lend? Explaining Trade Credit Contracts," The Review of Financial Studies, Society for Financial Studies, vol. 24(4), pages 1261-1298.
    21. Edward I. Altman, 1968. "The Prediction Of Corporate Bankruptcy: A Discriminant Analysis," Journal of Finance, American Finance Association, vol. 23(1), pages 193-194, March.
    22. Bernanke, Ben & Gertler, Mark, 1989. "Agency Costs, Net Worth, and Business Fluctuations," American Economic Review, American Economic Association, vol. 79(1), pages 14-31, March.
    23. Begenau, Juliane & Farboodi, Maryam & Veldkamp, Laura, 2018. "Big data in finance and the growth of large firms," Journal of Monetary Economics, Elsevier, vol. 97(C), pages 71-87.
    24. Love, Inessa & Preve, Lorenzo A. & Sarria-Allende, Virginia, 2007. "Trade credit and bank credit: Evidence from recent financial crises," Journal of Financial Economics, Elsevier, vol. 83(2), pages 453-469, February.
    25. Justin Murfin & Ken Njoroge, 2015. "The Implicit Costs of Trade Credit Borrowing by Large Firms," The Review of Financial Studies, Society for Financial Studies, vol. 28(1), pages 112-145.
    26. Mateut, Simona & Bougheas, Spiros & Mizen, Paul, 2006. "Trade credit, bank lending and monetary policy transmission," European Economic Review, Elsevier, vol. 50(3), pages 603-629, April.
    27. Van Horen, Neeltje, 2004. "Trade Credit as a Competitiveness Tool;Evidence from Developing Countries," MPRA Paper 2792, University Library of Munich, Germany, revised Mar 2005.
    28. Campello, Murillo, 2003. "Capital structure and product markets interactions: evidence from business cycles," Journal of Financial Economics, Elsevier, vol. 68(3), pages 353-378, June.
    29. Raymond Fisman & Inessa Love, 2003. "Trade Credit, Financial Intermediary Development, and Industry Growth," Journal of Finance, American Finance Association, vol. 58(1), pages 353-374, February.
    30. Wu, Keping & Fu, Yumei & Kong, Dongmin, 2022. "Does the digital transformation of enterprises affect stock price crash risk?," Finance Research Letters, Elsevier, vol. 48(C).
    31. D'Mello, Ranjan & Toscano, Francesca, 2020. "Economic policy uncertainty and short-term financing: The case of trade credit," Journal of Corporate Finance, Elsevier, vol. 64(C).
    32. Atanasova, Christina V. & Wilson, Nicholas, 2004. "Disequilibrium in the UK corporate loan market," Journal of Banking & Finance, Elsevier, vol. 28(3), pages 595-614, March.
    33. Verhoef, Peter C. & Broekhuizen, Thijs & Bart, Yakov & Bhattacharya, Abhi & Qi Dong, John & Fabian, Nicolai & Haenlein, Michael, 2021. "Digital transformation: A multidisciplinary reflection and research agenda," Journal of Business Research, Elsevier, vol. 122(C), pages 889-901.
    34. Sara Calligaris & Chiara Criscuolo & Luca Marcolin, 2018. "Mark-ups in the digital era," OECD Science, Technology and Industry Working Papers 2018/10, OECD Publishing.
    35. Leora Klapper & Luc Laeven & Raghuram Rajan, 2012. "Trade Credit Contracts," The Review of Financial Studies, Society for Financial Studies, vol. 25(3), pages 838-867.
    36. Jiang, Fuxiu & Xia, Xiaoxue & Zheng, Xiaojia, 2021. "Does controlling shareholders' share pledging raise suppliers' eyebrows?," Pacific-Basin Finance Journal, Elsevier, vol. 66(C).
    37. Michael S. Long & Ileen B. Malitz & S. Abraham Ravid, 1993. "Trade Credit, Quality Guarantees, and Product," Financial Management, Financial Management Association, vol. 22(4), Winter.
    38. Ying Song & Octavio Escobar & Unai Arzubiaga & Alfredo De Massis, 2022. "The digital transformation of a traditional market into an entrepreneurial ecosystem," Review of Managerial Science, Springer, vol. 16(1), pages 65-88, January.
    39. Altunok, Fatih & Mitchell, Karlyn & Pearce, Douglas K., 2020. "The trade credit channel and monetary policy transmission: Empirical evidence from U.S. panel data," The Quarterly Review of Economics and Finance, Elsevier, vol. 78(C), pages 226-250.
    40. Dominika Wruk & Achim Oberg & Jennifer Klutt & Indre Maurer, 2019. "The Presentation of Self as Good and Right: How Value Propositions and Business Model Features are Linked in the Sharing Economy," Journal of Business Ethics, Springer, vol. 159(4), pages 997-1021, November.
    41. Liu, Qigui & Luo, Jinbo & Tian, Gary Gang, 2016. "Managerial professional connections versus political connections: Evidence from firms' access to informal financing resources," Journal of Corporate Finance, Elsevier, vol. 41(C), pages 179-200.
    42. Seifert, Daniel & Seifert, Ralf W. & Protopappa-Sieke, Margarita, 2013. "A review of trade credit literature: Opportunities for research in operations," European Journal of Operational Research, Elsevier, vol. 231(2), pages 245-256.
    43. Lin, Shu & Ye, Haichun, 2018. "The international credit channel of U.S. monetary policy transmission to developing countries: Evidence from trade data," Journal of Development Economics, Elsevier, vol. 133(C), pages 33-41.
    44. Yakov Amihud & Baruch Lev, 1981. "Risk Reduction as a Managerial Motive for Conglomerate Mergers," Bell Journal of Economics, The RAND Corporation, vol. 12(2), pages 605-617, Autumn.
    45. Pengyu Chen & Yuanyuan Hao, 2022. "Digital transformation and corporate environmental performance: The moderating role of board characteristics," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 29(5), pages 1757-1767, September.
    46. Galindo-Martín, Miguel-Ángel & Castaño-Martínez, María-Soledad & Méndez-Picazo, María-Teresa, 2019. "Digital transformation, digital dividends and entrepreneurship: A quantitative analysis," Journal of Business Research, Elsevier, vol. 101(C), pages 522-527.
    47. Juliane Begenau & Maryam Farboodi & Laura Veldkamp, 2018. "Big Data in Finance and the Growth of Large Firms," NBER Working Papers 24550, National Bureau of Economic Research, Inc.
    48. Brander, James A. & Lewis, Tracy R., 1986. "Oligopoly and Financial Structure: The Limited Liability Effect," American Economic Review, American Economic Association, vol. 76(5), pages 956-970, December.
    49. Boisjoly, Russell P. & Conine, Thomas E. & McDonald, Michael B., 2020. "Working capital management: Financial and valuation impacts," Journal of Business Research, Elsevier, vol. 108(C), pages 1-8.
    50. James S. Ang & Rebel A. Cole & James Wuh Lin, 2000. "Agency Costs and Ownership Structure," Journal of Finance, American Finance Association, vol. 55(1), pages 81-106, February.
    51. Xu, Qifa & Tan, Chao & Jiang, Cuixia & Zhao, Qinna, 2022. "Surname relationship and trade credit: Evidence from China," Research in International Business and Finance, Elsevier, vol. 60(C).
    52. Wang, Yibo & Liu, Bai & Chan, Hing Kai & Zhang, Tiantian, 2023. "Who pays buyers for not disclosing supplier lists? Unlocking the relationship between supply chain transparency and trade credit," Journal of Business Research, Elsevier, vol. 155(PB).
    53. Edward I. Altman, 1968. "Financial Ratios, Discriminant Analysis And The Prediction Of Corporate Bankruptcy," Journal of Finance, American Finance Association, vol. 23(4), pages 589-609, September.
    54. Vilasuso, Jon & Minkler, Alanson, 2001. "Agency costs, asset specificity, and the capital structure of the firm," Journal of Economic Behavior & Organization, Elsevier, vol. 44(1), pages 55-69, January.
    55. Xu, Guiyang & Li, Guanggui & Sun, Peibo & Peng, Dan, 2023. "Inefficient investment and digital transformation: What is the role of financing constraints?," Finance Research Letters, Elsevier, vol. 51(C).
    56. Sah, Nilesh B. & More, Deepak G., 2022. "Dual class firms and trade credit," Finance Research Letters, Elsevier, vol. 46(PA).
    57. Biais, Bruno & Gollier, Christian, 1997. "Trade Credit and Credit Rationing," The Review of Financial Studies, Society for Financial Studies, vol. 10(4), pages 903-937.
    58. Pil Sun Heo & Duk Hee Lee, 2019. "Evolution of the linkage structure of ICT industry and its role in the economic system: the case of Korea," Information Technology for Development, Taylor & Francis Journals, vol. 25(3), pages 424-454, July.
    59. Zhai, Huayun & Yang, Min & Chan, Kam C., 2022. "Does digital transformation enhance a firm's performance? Evidence from China," Technology in Society, Elsevier, vol. 68(C).
    60. Jean-Noël Barrot, 2016. "Trade Credit and Industry Dynamics: Evidence from Trucking Firms," Journal of Finance, American Finance Association, vol. 71(5), pages 1975-2016, October.
    61. Gonçalves, Adalto Barbaceia & Schiozer, Rafael F. & Sheng, Hsia Hua, 2018. "Trade credit and product market power during a financial crisis," Journal of Corporate Finance, Elsevier, vol. 49(C), pages 308-323.
    62. 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.
    63. Nishant Dass & Jayant R. Kale & Vikram Nanda, 2015. "Trade Credit, Relationship-specific Investment, and Product Market Power," Review of Finance, European Finance Association, vol. 19(5), pages 1867-1923.
    64. Markus Menz & Sven Kunisch & Julian Birkinshaw & David J. Collis & Nicolai J. Foss & Robert E. Hoskisson & John E. Prescott, 2021. "Corporate Strategy and the Theory of the Firm in the Digital Age," Journal of Management Studies, Wiley Blackwell, vol. 58(7), pages 1695-1720, November.
    65. Hasan, Mostafa Monzur & Habib, Ahsan, 2019. "Social capital and trade credit," International Review of Financial Analysis, Elsevier, vol. 61(C), pages 158-174.
    66. Wu, Wenfeng & Firth, Michael & Rui, Oliver M., 2014. "Trust and the provision of trade credit," Journal of Banking & Finance, Elsevier, vol. 39(C), pages 146-159.
    67. Stiglitz, Joseph E & Weiss, Andrew, 1981. "Credit Rationing in Markets with Imperfect Information," American Economic Review, American Economic Association, vol. 71(3), pages 393-410, June.
    68. Wang, Di & Zhou, Tao & Wang, Mengmeng, 2021. "Information and communication technology (ICT), digital divide and urbanization: Evidence from Chinese cities," Technology in Society, Elsevier, vol. 64(C).
    69. Al-Hadi, Ahmed & Al-Abri, Almukhtar, 2022. "Firm-level trade credit responses to COVID-19-induced monetary and fiscal policies: International evidence," Research in International Business and Finance, Elsevier, vol. 60(C).
    70. Wen, Huwei & Zhong, Qiming & Lee, Chien-Chiang, 2022. "Digitalization, competition strategy and corporate innovation: Evidence from Chinese manufacturing listed companies," International Review of Financial Analysis, Elsevier, vol. 82(C).
    71. 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.
    72. Heese, Jonas & Pérez-Cavazos, Gerardo & Peter, Caspar David, 2022. "When the local newspaper leaves town: The effects of local newspaper closures on corporate misconduct," Journal of Financial Economics, Elsevier, vol. 145(2), pages 445-463.
    73. Mabel D. Costa & Ahsan Habib, 2021. "Trade credit and cost stickiness," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 61(1), pages 1139-1179, March.
    74. Ge, Ying & Qiu, Jiaping, 2007. "Financial development, bank discrimination and trade credit," Journal of Banking & Finance, Elsevier, vol. 31(2), pages 513-530, February.
    75. Youngjin Yoo & Ola Henfridsson & Kalle Lyytinen, 2010. "Research Commentary ---The New Organizing Logic of Digital Innovation: An Agenda for Information Systems Research," Information Systems Research, INFORMS, vol. 21(4), pages 724-735, December.
    76. Margherita Pagani & Catherine Pardo, 2017. "The impact of digital technology on relationships in a business network," Post-Print hal-02312032, HAL.
    77. Gaëtan Nicodème, 2007. "Do Large Companies Have Lower Effective Corporate Tax Rates? A European Survey," Working Papers CEB 07-001.RS, ULB -- Universite Libre de Bruxelles.
    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. Altunok, Fatih & Mitchell, Karlyn & Pearce, Douglas K., 2020. "The trade credit channel and monetary policy transmission: Empirical evidence from U.S. panel data," The Quarterly Review of Economics and Finance, Elsevier, vol. 78(C), pages 226-250.
    2. Tsuruta, Daisuke & Uchida, Hirofumi, 2019. "The real driver of trade credit," Pacific-Basin Finance Journal, Elsevier, vol. 57(C).
    3. James, Hui Liang & Ngo, Thanh & Wang, Hongxia, 2023. "The impact of more able managers on corporate trade credit," Journal of Behavioral and Experimental Finance, Elsevier, vol. 40(C).
    4. Michael Machokoto & Daniel Gyimah & Boulis Maher Ibrahim, 2022. "The evolution of trade credit: new evidence from developed versus developing countries," Review of Quantitative Finance and Accounting, Springer, vol. 59(3), pages 857-912, October.
    5. Fan, Rui & Pan, Jianping & Wang, Jenny Jing & Yu, Minggui, 2023. "Do government provided credit ratings enhance or impede a firm's access to trade credit?," Pacific-Basin Finance Journal, Elsevier, vol. 77(C).
    6. Hasan, Mostafa Monzur & Alam, Nurul, 2022. "Asset redeployability and trade credit," International Review of Financial Analysis, Elsevier, vol. 80(C).
    7. Hasan, Mostafa Monzur & Habib, Ahsan, 2019. "Social capital and trade credit," International Review of Financial Analysis, Elsevier, vol. 61(C), pages 158-174.
    8. Changling Sun & Ziang Lin & Marek Vochozka & Zuzana Vincúrová, 2022. "Digital transformation and corporate cash holdings in China’s A-share listed companies," Oeconomia Copernicana, Institute of Economic Research, vol. 13(4), pages 1081-1116, December.
    9. Tarkom, Augustine & Yang, Lukai, 2024. "Presidential economic approval rating and trade credit," International Review of Financial Analysis, Elsevier, vol. 93(C).
    10. Stefano Filomeni & Michele Modina & Elena Tabacco, 2023. "Trade credit and firm investments: empirical evidence from Italian cooperative banks," Review of Quantitative Finance and Accounting, Springer, vol. 60(3), pages 1099-1141, April.
    11. Xiu, Zongfeng & Liu, Ran & Feng, Pengshuo & Yin, Jingwei, 2023. "Does social culture matter for firms' access to trade credit? Evidence from China," Economic Modelling, Elsevier, vol. 119(C).
    12. Gyimah, Daniel & Machokoto, Michael & Sikochi, Anywhere (Siko), 2020. "Peer influence on trade credit," Journal of Corporate Finance, Elsevier, vol. 64(C).
    13. Liu, Qigui & Luo, Jinbo & Tian, Gary Gang, 2016. "Managerial professional connections versus political connections: Evidence from firms' access to informal financing resources," Journal of Corporate Finance, Elsevier, vol. 41(C), pages 179-200.
    14. Hsiao-Hui Lee & Jianer Zhou & Jingqi Wang, 2018. "Trade Credit Financing Under Competition and Its Impact on Firm Performance in Supply Chains," Manufacturing & Service Operations Management, INFORMS, vol. 20(1), pages 36-52, February.
    15. McGuinness, Gerard & Hogan, Teresa & Powell, Ronan, 2018. "European trade credit use and SME survival," Journal of Corporate Finance, Elsevier, vol. 49(C), pages 81-103.
    16. Zhang, Cheng & Lee, Yun-Chi & Ho, Kung-Cheng & Shen, Xixi, 2023. "Influence of institutional differences on trade credit use during pandemics," Pacific-Basin Finance Journal, Elsevier, vol. 77(C).
    17. Liu, Guangqiang & Wang, Shenghua, 2023. "Digital transformation and trade credit provision: Evidence from China," Research in International Business and Finance, Elsevier, vol. 64(C).
    18. Liukai Wang & Caiting Wang & Larisa Yarovaya & Heshu Huang, 2024. "Trade credit and corporate digital transformation: The role of managerial ability," The Financial Review, Eastern Finance Association, vol. 59(3), pages 779-806, August.
    19. Wenwu Cai & Xiaofeng Quan & Gary Gang Tian, 2023. "Local Corruption and Trade Credit: Evidence from an Emerging Market," Journal of Business Ethics, Springer, vol. 185(3), pages 563-594, July.
    20. Chen, Shenglan & Ma, Hui & Wu, Qiang, 2019. "Bank credit and trade credit: Evidence from natural experiments," Journal of Banking & Finance, Elsevier, vol. 108(C).

    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:jbrese:v:160:y:2023:i:c:s0148296323001510. 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/locate/jbusres .

    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.