IDEAS home Printed from https://ideas.repec.org/a/eee/intfin/v81y2022ics1042443122001330.html
   My bibliography  Save this article

Does soft information in expert ratings curb information asymmetry? Evidence from crowdfunding and early transaction phases of Initial Coin offerings

Author

Listed:
  • Wang, Tong
  • Zhao, Sheng
  • Zhou, Mengqiu

Abstract

An Initial Coin Offering is the Initial Public Offering of the crypto sector. By issuing crypto tokens in exchange for funds, Initial Coin Offering is a popular way to raise capital for products or services typically associated with cryptocurrencies by issuing crypto tokens in exchange for funds. Initial Coin Offering has gained a lot of attention in the past few years; however, its lack of regulation has raised transparency and investor protection concerns from public agencies. This paper examines the role of soft information in third-party expert ratings and how it can mitigate information asymmetry in the financial markets. Expert ratings normally contain two types of information: hard information – a summary of public, numerically-measured information, and soft information – containing expert insights, rumours, and private conversations. Taking advantage of the special dual-rating system of a leading Initial Coin Offering rating platform, we successfully isolate soft information from expert ratings. We find that soft information reduces information asymmetry between issuers and investors, measured by the amount of raised funds in the crowdfunding phase and the underpricing levels in the early transaction phase. We also test the long-term survival rates and market price trends of issued tokens and conclude that soft information also plays a crucial role for investors in predicting the long-term performance of tokens. A heterogeneity analysis further shows that the soft information provided by expert ratings is more influential in countries or regions with low business environment indices.

Suggested Citation

  • Wang, Tong & Zhao, Sheng & Zhou, Mengqiu, 2022. "Does soft information in expert ratings curb information asymmetry? Evidence from crowdfunding and early transaction phases of Initial Coin offerings," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 81(C).
  • Handle: RePEc:eee:intfin:v:81:y:2022:i:c:s1042443122001330
    DOI: 10.1016/j.intfin.2022.101661
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S1042443122001330
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.intfin.2022.101661?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. Alexander Ljungqvist & William J. Wilhelm, 2003. "IPO Pricing in the Dot‐com Bubble," Journal of Finance, American Finance Association, vol. 58(2), pages 723-752, April.
    2. Alexander Ljungqvist & Vikram Nanda & Rajdeep Singh, 2006. "Hot Markets, Investor Sentiment, and IPO Pricing," The Journal of Business, University of Chicago Press, vol. 79(4), pages 1667-1702, July.
    3. Wittenberg-Moerman, Regina, 2008. "The role of information asymmetry and financial reporting quality in debt trading: Evidence from the secondary loan market," Journal of Accounting and Economics, Elsevier, vol. 46(2-3), pages 240-260, December.
    4. Michala, Dimitra, 2019. "Are private equity backed initial public offerings any different? Timing, information asymmetry and post-IPO survival," Journal of Corporate Finance, Elsevier, vol. 59(C), pages 31-47.
    5. Tong Wang & Sheng Zhao & Xin Shen, 2021. "Why does regional information matter? evidence from peer-to-peer lending," The European Journal of Finance, Taylor & Francis Journals, vol. 27(4-5), pages 346-366, March.
    6. Fernando Moreira & Sheng Zhao, 2018. "Do credit ratings affect spread and return? A study of structured finance products," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 23(2), pages 205-217, April.
    7. Samieifar, Shadi & Baur, Dirk G., 2021. "Read me if you can! An analysis of ICO white papers," Finance Research Letters, Elsevier, vol. 38(C).
    8. Michelle Lowry & Micah S. Officer & G. William Schwert, 2010. "The Variability of IPO Initial Returns," Journal of Finance, American Finance Association, vol. 65(2), pages 425-465, April.
    9. Bellavitis, Cristiano & Fisch, Christian & Wiklund, Johan, 2021. "A comprehensive review of the global development of initial coin offerings (ICOs) and their regulation," Journal of Business Venturing Insights, Elsevier, vol. 15(C).
    10. McConnell, John J. & Servaes, Henri & Lins, Karl V., 2008. "Changes in insider ownership and changes in the market value of the firm," Journal of Corporate Finance, Elsevier, vol. 14(2), pages 92-106, April.
    11. Malcolm Baker & Jeffrey Wurgler, 2000. "The Equity Share in New Issues and Aggregate Stock Returns," Journal of Finance, American Finance Association, vol. 55(5), pages 2219-2257, October.
    12. Paul P. Momtaz, 2021. "The Pricing and Performance of Cryptocurrency," The European Journal of Finance, Taylor & Francis Journals, vol. 27(4-5), pages 367-380, March.
    13. Malcolm Baker & Jeffrey Wurgler, 2007. "Investor Sentiment in the Stock Market," Journal of Economic Perspectives, American Economic Association, vol. 21(2), pages 129-152, Spring.
    14. Jean Bédard & Daniel Coulombe & Lucie Courteau, 2008. "Audit Committee, Underpricing of IPOs, and Accuracy of Management Earnings Forecasts," Corporate Governance: An International Review, Wiley Blackwell, vol. 16(6), pages 519-535, November.
    15. Sabrina T Howell & Marina Niessner & David Yermack & Jiang Wei, 2020. "Initial Coin Offerings: Financing Growth with Cryptocurrency Token Sales," The Review of Financial Studies, Society for Financial Studies, vol. 33(9), pages 3925-3974.
    16. Peter Gomber & Jascha-Alexander Koch & Michael Siering, 2017. "Digital Finance and FinTech: current research and future research directions," Journal of Business Economics, Springer, vol. 87(5), pages 537-580, July.
    17. Jens Hilscher & Mungo Wilson, 2017. "Credit Ratings and Credit Risk: Is One Measure Enough?," Management Science, INFORMS, vol. 63(10), pages 3414-3437, October.
    18. Tang, Tony T., 2009. "Information asymmetry and firms' credit market access: Evidence from Moody's credit rating format refinement," Journal of Financial Economics, Elsevier, vol. 93(2), pages 325-351, August.
    19. Peter Roosenboom & Tom van der Kolk & Abe de Jong, 2020. "What determines success in initial coin offerings?," Venture Capital, Taylor & Francis Journals, vol. 22(2), pages 161-183, June.
    20. Thomas Bourveau & Emmanuel T. De George & Atif Ellahie & Daniele Macciocchi, 2022. "The Role of Disclosure and Information Intermediaries in an Unregulated Capital Market: Evidence from Initial Coin Offerings," Journal of Accounting Research, Wiley Blackwell, vol. 60(1), pages 129-167, March.
    21. Sumit Agarwal, 2010. "Distance and Private Information in Lending," The Review of Financial Studies, Society for Financial Studies, vol. 23(7), pages 2757-2788, July.
    22. Nesrine Bouzouita & Jean-François Gajewski & Carole Gresse, 2015. "Liquidity Benefits from IPO Underpricing: Ownership Dispersion or Information Effect," Financial Management, Financial Management Association International, vol. 44(4), pages 785-810, October.
    23. Mollick, Ethan, 2014. "The dynamics of crowdfunding: An exploratory study," Journal of Business Venturing, Elsevier, vol. 29(1), pages 1-16.
    24. Yang, Heejin & Ahn, Hee-Joon & Kim, Maria H. & Ryu, Doojin, 2017. "Information asymmetry and investor trading behavior around bond rating change announcements," Emerging Markets Review, Elsevier, vol. 32(C), pages 38-51.
    25. Cuiqing Jiang & Zhao Wang & Ruiya Wang & Yong Ding, 2018. "Loan default prediction by combining soft information extracted from descriptive text in online peer-to-peer lending," Annals of Operations Research, Springer, vol. 266(1), pages 511-529, July.
    26. Nakamura, Leonard I. & Roszbach, Kasper, 2018. "Credit ratings, private information, and bank monitoring ability," Journal of Financial Intermediation, Elsevier, vol. 36(C), pages 58-73.
    27. Fisch, Christian & Momtaz, Paul P., 2020. "Institutional investors and post-ICO performance: an empirical analysis of investor returns in initial coin offerings (ICOs)," Journal of Corporate Finance, Elsevier, vol. 64(C).
    28. Yehning Chen & Rachel Huang & John Tsai & Larry Tzeng, 2015. "Soft Information and Small Business Lending," Journal of Financial Services Research, Springer;Western Finance Association, vol. 47(1), pages 115-133, February.
    29. Alexander W. Butler & Larry Fauver, 2006. "Institutional Environment and Sovereign Credit Ratings," Financial Management, Financial Management Association, vol. 35(3), Autumn.
    30. Beatty, Randolph P. & Ritter, Jay R., 1986. "Investment banking, reputation, and the underpricing of initial public offerings," Journal of Financial Economics, Elsevier, vol. 15(1-2), pages 213-232.
    31. Gerrit K.C. Ahlers & Douglas Cumming & Christina Günther & Denis Schweizer, 2015. "Signaling in Equity Crowdfunding," Entrepreneurship Theory and Practice, , vol. 39(4), pages 955-980, July.
    32. An, Heng (Hunter) & Chan, Kam C., 2008. "Credit ratings and IPO pricing," Journal of Corporate Finance, Elsevier, vol. 14(5), pages 584-595, December.
    33. D'Aurizio, Leandro & Oliviero, Tommaso & Romano, Livio, 2015. "Family firms, soft information and bank lending in a financial crisis," Journal of Corporate Finance, Elsevier, vol. 33(C), pages 279-292.
    34. Cook, Douglas O. & Kieschnick, Robert & Van Ness, Robert A., 2006. "On the marketing of IPOs," Journal of Financial Economics, Elsevier, vol. 82(1), pages 35-61, October.
    35. Giudici, Giancarlo & Giuffra Moncayo, Giancarlo & Martinazzi, Stefano, 2020. "The role of advisors’ centrality in the success of Initial Coin Offerings," Journal of Economics and Business, Elsevier, vol. 112(C).
    36. Sivan Frenkel, 2015. "Repeated Interaction and Rating Inflation: A Model of Double Reputation," American Economic Journal: Microeconomics, American Economic Association, vol. 7(1), pages 250-280, February.
    37. Bhagat, Sanjai & Bolton, Brian, 2008. "Corporate governance and firm performance," Journal of Corporate Finance, Elsevier, vol. 14(3), pages 257-273, June.
    38. Mingfeng Lin & Nagpurnanand R. Prabhala & Siva Viswanathan, 2013. "Judging Borrowers by the Company They Keep: Friendship Networks and Information Asymmetry in Online Peer-to-Peer Lending," Management Science, INFORMS, vol. 59(1), pages 17-35, August.
    39. Xia, Han, 2014. "Can investor-paid credit rating agencies improve the information quality of issuer-paid rating agencies?," Journal of Financial Economics, Elsevier, vol. 111(2), pages 450-468.
    40. Sheng, Tianxiang, 2021. "The effect of fintech on banks’ credit provision to SMEs: Evidence from China," Finance Research Letters, Elsevier, vol. 39(C).
    41. José María Liberti & Mitchell A Petersen, 2019. "Information: Hard and Soft," The Review of Corporate Finance Studies, Society for Financial Studies, vol. 8(1), pages 1-41.
    42. Patrick Behr & Darren J. Kisgen & Jérôme P. Taillard, 2018. "Did Government Regulations Lead to Inflated Credit Ratings?," Management Science, INFORMS, vol. 64(3), pages 1034-1054, March.
    43. Benedetti, Hugo & Kostovetsky, Leonard, 2021. "Digital Tulips? Returns to investors in initial coin offerings," Journal of Corporate Finance, Elsevier, vol. 66(C).
    44. Oliver Faltin-Traeger & Kathleen W. Johnson & Christopher Mayer, 2010. "Issuer Credit Quality and the Price of Asset Backed Securities," American Economic Review, American Economic Association, vol. 100(2), pages 501-505, May.
    45. Tong, Wilson H.S. & Zhang, Shaojun & Zhu, Yanjian, 2013. "Trading on inside information: Evidence from the share-structure reform in China," Journal of Banking & Finance, Elsevier, vol. 37(5), pages 1422-1436.
    46. Itay Goldstein & Chong Huang, 2020. "Credit Rating Inflation and Firms' Investments," Journal of Finance, American Finance Association, vol. 75(6), pages 2929-2972, December.
    47. He, Yan & Wang, Junbo & Wei, K.C. John, 2011. "Do bond rating changes affect the information asymmetry of stock trading?," Journal of Empirical Finance, Elsevier, vol. 18(1), pages 103-116, January.
    48. Fisch, Christian, 2019. "Initial coin offerings (ICOs) to finance new ventures," Journal of Business Venturing, Elsevier, vol. 34(1), pages 1-22.
    49. Norden, Lars & Weber, Martin, 2004. "Informational efficiency of credit default swap and stock markets: The impact of credit rating announcements," Journal of Banking & Finance, Elsevier, vol. 28(11), pages 2813-2843, November.
    50. Nesrine Bouzouita & Jean-François Gajewski & Carole Gresse, 2015. "Liquidity Benefits from IPO Underpricing : Ownership Dispersion or Information Effect," Post-Print hal-01632510, HAL.
    51. Nesrine Bouzouita & Jean-François Gajewski & Carole Gresse, 2015. "Liquidity Benefits from IPO Underpricing: Ownership Dispersion or Information Effect," Post-Print halshs-01095164, HAL.
    52. Giancarlo Giudici & Saman Adhami, 2019. "The impact of governance signals on ICO fundraising success," Economia e Politica Industriale: Journal of Industrial and Business Economics, Springer;Associazione Amici di Economia e Politica Industriale, vol. 46(2), pages 283-312, June.
    53. Dorfleitner, Gregor & Priberny, Christopher & Schuster, Stephanie & Stoiber, Johannes & Weber, Martina & de Castro, Ivan & Kammler, Julia, 2016. "Description-text related soft information in peer-to-peer lending – Evidence from two leading European platforms," Journal of Banking & Finance, Elsevier, vol. 64(C), pages 169-187.
    54. Zhang, Shuyu & Aerts, Walter & Lu, Liping & Pan, Huifeng, 2019. "Readability of token whitepaper and ICO first-day return," Economics Letters, Elsevier, vol. 180(C), pages 58-61.
    55. Michael J. Barclay, 2003. "Price Discovery and Trading After Hours," The Review of Financial Studies, Society for Financial Studies, vol. 16(4), pages 1041-1073.
    56. Kao, Lanfeng & Chen, Anlin, 2020. "How a pre-IPO audit committee improves IPO pricing efficiency in an economy with little value uncertainty and information asymmetry," Journal of Banking & Finance, Elsevier, vol. 110(C).
    57. Salim Chahine & Igor Filatotchev, 2008. "The Effects of Information Disclosure and Board Independence on IPO Discount," Journal of Small Business Management, Taylor & Francis Journals, vol. 46(2), pages 219-241, April.
    58. Hu, Xiaolu & Huang, Haozhi & Pan, Zheyao & Shi, Jing, 2019. "Information asymmetry and credit rating: A quasi-natural experiment from China," Journal of Banking & Finance, Elsevier, vol. 106(C), pages 132-152.
    59. Cheah, Eng-Tuck & Fry, John, 2015. "Speculative bubbles in Bitcoin markets? An empirical investigation into the fundamental value of Bitcoin," Economics Letters, Elsevier, vol. 130(C), pages 32-36.
    60. Jonathan Brogaard & Terrence Hendershott & Ryan Riordan, 2014. "High-Frequency Trading and Price Discovery," The Review of Financial Studies, Society for Financial Studies, vol. 27(8), pages 2267-2306.
    61. Loughran, Tim & Ritter, Jay R, 1995. "The New Issues Puzzle," Journal of Finance, American Finance Association, vol. 50(1), pages 23-51, March.
    62. repec:eme:aaaj00:09513570510627685 is not listed on IDEAS
    63. Zhao, Sheng & Moreira, Fernando & Wang, Tong, 2021. "Is solicitation status related to rating conservatism and rating quality?," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 72(C).
    64. John M. Griffin & Dragon Yongjun Tang, 2011. "Did Credit Rating Agencies Make Unbiased Assumptions on CDOs?," American Economic Review, American Economic Association, vol. 101(3), pages 125-130, May.
    65. Jess Cornaggia & Kimberly J. Cornaggia, 2013. "Estimating the Costs of Issuer-Paid Credit Ratings," The Review of Financial Studies, Society for Financial Studies, vol. 26(9), pages 2229-2269.
    66. Stolper, Anno, 2009. "Regulation of credit rating agencies," Journal of Banking & Finance, Elsevier, vol. 33(7), pages 1266-1273, July.
    67. Elisa Choy & Stephen Gray & Vanitha Ragunathan, 2006. "Effect of credit rating changes on Australian stock returns," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 46(5), pages 755-769, December.
    68. Byoun, Soku & Fulkerson, Jon A. & Han, Seung Hun & Shin, Yoon S., 2014. "Are unsolicited ratings biased? Evidence from long-run stock performance," Journal of Banking & Finance, Elsevier, vol. 42(C), pages 326-338.
    69. Lerner, Joshua, 1994. "Venture capitalists and the decision to go public," Journal of Financial Economics, Elsevier, vol. 35(3), pages 293-316, June.
    70. Silvio Vismara, 2016. "Equity retention and social network theory in equity crowdfunding," Small Business Economics, Springer, vol. 46(4), pages 579-590, April.
    71. Salim Chahine & Gonul Colak & Iftekhar Hasan & Mohamad Mazboudi, 2020. "Investor relations and IPO performance," Review of Accounting Studies, Springer, vol. 25(2), pages 474-512, June.
    72. Poon, Winnie P.H. & Chan, Kam C., 2008. "An empirical examination of the informational content of credit ratings in China," Journal of Business Research, Elsevier, vol. 61(7), pages 790-797, July.
    73. Liu, Zhengchi & Shang, Jennifer & Wu, Shin-yi & Chen, Pei-yu, 2020. "Social collateral, soft information and online peer-to-peer lending: A theoretical model," European Journal of Operational Research, Elsevier, vol. 281(2), pages 428-438.
    74. Per Nikolaj Bukh & Christian Nielsen & Peter Gormsen & Jan Mouritsen, 2005. "Disclosure of information on intellectual capital in Danish IPO prospectuses," Accounting, Auditing & Accountability Journal, Emerald Group Publishing Limited, vol. 18(6), pages 713-732, December.
    75. Boyd D. Cohen & Thomas J. Dean, 2005. "Information asymmetry and investor valuation of IPOs: top management team legitimacy as a capital market signal," Strategic Management Journal, Wiley Blackwell, vol. 26(7), pages 683-690, July.
    76. Jefferson Duarte & Stephan Siegel & Lance Young, 2012. "Trust and Credit: The Role of Appearance in Peer-to-peer Lending," The Review of Financial Studies, Society for Financial Studies, vol. 25(8), pages 2455-2484.
    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. Marten Risius & Christoph F. Breidbach & Mathieu Chanson & Ruben Krannichfeldt & Felix Wortmann, 2023. "On the performance of blockchain-based token offerings," Electronic Markets, Springer;IIM University of St. Gallen, vol. 33(1), pages 1-19, December.

    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. Muneer M. Alshater & Mayank Joshipura & Rim El Khoury & Nohade Nasrallah, 2023. "Initial Coin Offerings: a Hybrid Empirical Review," Small Business Economics, Springer, vol. 61(3), pages 891-908, October.
    2. Bongini, Paola & Osborne, Francesco & Pedrazzoli, Alessia & Rossolini, Monica, 2022. "A topic modelling analysis of white papers in security token offerings: Which topic matters for funding?," Technological Forecasting and Social Change, Elsevier, vol. 184(C).
    3. Kolbe, Maura & Mansouri, Sasan & Momtaz, Paul P., 2022. "Why do video pitches matter in crowdfunding?," Journal of Economics and Business, Elsevier, vol. 122(C).
    4. Mansouri, Sasan & Momtaz, Paul P., 2022. "Financing sustainable entrepreneurship: ESG measurement, valuation, and performance," Journal of Business Venturing, Elsevier, vol. 37(6).
    5. Chitsazan, Hasti & Bagheri, Afsaneh & Tajeddin, Mahdi, 2022. "Initial coin offerings (ICOs) success: Conceptualization, theories and systematic analysis of empirical studies," Technological Forecasting and Social Change, Elsevier, vol. 180(C).
    6. Wenming Xu & Yan Liu, 2021. "Does reputational capital affect credit rating agencies?: empirical evidence from a natural experiment in China," European Journal of Law and Economics, Springer, vol. 51(3), pages 433-468, June.
    7. de Andrés, Pablo & Arroyo, David & Correia, Ricardo & Rezola, Alvaro, 2022. "Challenges of the market for initial coin offerings," International Review of Financial Analysis, Elsevier, vol. 79(C).
    8. Gaurav Dawar & Shivangi Bhatia & Jai Parkash Bindal, 2023. "Does Credit Rating Revisions Affect the Price of Common Stock: A Study of Indian Capital Market," Business Perspectives and Research, , vol. 11(2), pages 190-209, May.
    9. Bollaert, Helen & Lopez-de-Silanes, Florencio & Schwienbacher, Armin, 2021. "Fintech and access to finance," Journal of Corporate Finance, Elsevier, vol. 68(C).
    10. Liu, Yan, 2023. "Essays on credit rating agencies in China," Other publications TiSEM b54b3315-1185-48b8-aaf8-8, Tilburg University, School of Economics and Management.
    11. Sapkota, Niranjan & Grobys, Klaus, 2023. "Fear sells: On the sentiment deceptions and fundraising success of initial coin offerings," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 83(C).
    12. Alexander Guzmán & Cristian Pinto-Gutiérrez & María-Andrea Trujillo, 2021. "Signaling Value through Gender Diversity: Evidence from Initial Coin Offerings," Sustainability, MDPI, vol. 13(2), pages 1-19, January.
    13. Shih‐Chu Chou & Zhe‐An Li & Tawei Wang & Ju‐Chun Yen, 2023. "How the quality of initial coin offering white papers influences fundraising: Using security token offerings white papers as a benchmark," Intelligent Systems in Accounting, Finance and Management, John Wiley & Sons, Ltd., vol. 30(1), pages 3-18, January.
    14. Pastwa, Anna M. & Shrestha, Prabal & Thewissen, James & Torsin, Wouter, 2021. "Unpacking the black box of ICO white papers: a topic modeling approach," LIDAM Discussion Papers LFIN 2021018, Université catholique de Louvain, Louvain Finance (LFIN).
    15. Luisa Faust & Maura Kolbe & Sasan Mansouri & Paul P. Momtaz, 2022. "The Crowdfunding of Altruism," JRFM, MDPI, vol. 15(3), pages 1-29, March.
    16. Meoli, Michele & Vismara, Silvio, 2022. "Machine-learning forecasting of successful ICOs," Journal of Economics and Business, Elsevier, vol. 121(C).
    17. Kreppmeier, Julia & Laschinger, Ralf & Steininger, Bertram & Dorfleitner, Gregor, 2023. "Real Estate Security Token Offerings and the Secondary Market: Driven by Crypto Hype or Fundamentals?," Working Paper Series 23/6, Royal Institute of Technology, Department of Real Estate and Construction Management & Banking and Finance.
    18. Alexander Guzmán & Cristian Pinto-Gutiérrez & María-Andrea Trujillo, 2020. "Attention to Global Warming and the Success of Environmental Initial Coin Offerings: Empirical Evidence," Sustainability, MDPI, vol. 12(23), pages 1-16, November.
    19. Goergen, Marc & Gounopoulos, Dimitrios & Koutroumpis, Panagiotis, 2021. "Do multiple credit ratings reduce money left on the table? Evidence from U.S. IPOs," Journal of Corporate Finance, Elsevier, vol. 67(C).
    20. Florysiak, David & Schandlbauer, Alexander, 2022. "Experts or charlatans? ICO analysts and white paper informativeness," Journal of Banking & Finance, Elsevier, vol. 139(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:intfin:v:81:y:2022:i:c:s1042443122001330. 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/intfin .

    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.