IDEAS home Printed from https://ideas.repec.org/a/kap/rqfnac/v55y2020i2d10.1007_s11156-019-00854-z.html
   My bibliography  Save this article

Discretionary loan loss provision behavior in the US banking industry

Author

Listed:
  • Dung Viet Tran

    (Banking University Ho Chi Minh City
    Duy Tan University)

  • M. Kabir Hassan

    (University of New Orleans)

  • Reza Houston

    (Ball State University)

Abstract

Earnings management can be opportunistic and add noise to earnings, or informative about a firm’s underlying economic performance and add information to financial reports. Our study examines earnings management in banks with different levels of information asymmetry. We compare earnings management between public and private banks by using discretionary loan loss provisions (DLLPs) as a proxy. We use a dataset of US public and private banks from 1986:Q1 to 2013:Q4 and provide evidence of greater earnings management in public banks than private banks. We also examine the conditions that motivate managers to engage in earnings management. DLLPs are used to send private information to investors, consistent with our signaling hypothesis. We also find evidence that capital requirements alter DLLPs, consistent with our capital management hypothesis. Banks with relatively low (high) earnings tend to decrease (increase) their earnings through manipulation of DLLPs, inconsistent with our income-smoothing hypothesis. This study extends the current literature on earnings management between public and private banks. Our discussion provides a better understanding of the determinants of bank earnings management.

Suggested Citation

  • Dung Viet Tran & M. Kabir Hassan & Reza Houston, 2020. "Discretionary loan loss provision behavior in the US banking industry," Review of Quantitative Finance and Accounting, Springer, vol. 55(2), pages 605-645, August.
  • Handle: RePEc:kap:rqfnac:v:55:y:2020:i:2:d:10.1007_s11156-019-00854-z
    DOI: 10.1007/s11156-019-00854-z
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1007/s11156-019-00854-z
    File Function: Abstract
    Download Restriction: Access to full text is restricted to subscribers.

    File URL: https://libkey.io/10.1007/s11156-019-00854-z?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 look for a different version below or search for a different version of it.

    Other versions of this item:

    References listed on IDEAS

    as
    1. Ting-Fang Chiang & E-Ching Wu & Min-Teh Yu, 2007. "Premium setting and bank behavior in a voluntary deposit insurance scheme," Review of Quantitative Finance and Accounting, Springer, vol. 29(2), pages 205-222, August.
    2. Berger, Allen N. & Bouwman, Christa H.S., 2013. "How does capital affect bank performance during financial crises?," Journal of Financial Economics, Elsevier, vol. 109(1), pages 146-176.
    3. Fama, Eugene F & Jensen, Michael C, 1983. "Agency Problems and Residual Claims," Journal of Law and Economics, University of Chicago Press, vol. 26(2), pages 327-349, June.
    4. Liangliang Jiang & Ross Levine & Chen Lin, 2016. "Competition and Bank Opacity," The Review of Financial Studies, Society for Financial Studies, vol. 29(7), pages 1911-1942.
    5. Kiridaran Kanagaretnam & Gerald J. Lobo & Dong†Hoon Yang, 2004. "Joint Tests of Signaling and Income Smoothing through Bank Loan Loss Provisions," Contemporary Accounting Research, John Wiley & Sons, vol. 21(4), pages 843-884, December.
    6. Bernard S. Black, 1992. "Institutional Investors And Corporate Governance: The Case For Institutional Voice," Journal of Applied Corporate Finance, Morgan Stanley, vol. 5(3), pages 19-32, September.
    7. Kane, Edward J. & Min-Teh Yu, 1995. "Measuring the true profile of taxpayer losses in the S & L insurance mess," Journal of Banking & Finance, Elsevier, vol. 19(8), pages 1459-1477, November.
    8. Dechow, Patricia & Ge, Weili & Schrand, Catherine, 2010. "Understanding earnings quality: A review of the proxies, their determinants and their consequences," Journal of Accounting and Economics, Elsevier, vol. 50(2-3), pages 344-401, December.
    9. Jones, Jj, 1991. "Earnings Management During Import Relief Investigations," Journal of Accounting Research, Wiley Blackwell, vol. 29(2), pages 193-228.
    10. Collins, Jh & Shackelford, Da & Wahlen, Jm, 1995. "Bank Differences In The Coordination Of Regulatory Capital, Earnings, And Taxes," Journal of Accounting Research, Wiley Blackwell, vol. 33(2), pages 263-291.
    11. Kim, Myung-Sun & Kross, William, 1998. "The impact of the 1989 change in bank capital standards on loan loss provisions and loan write-offs," Journal of Accounting and Economics, Elsevier, vol. 25(1), pages 69-99, February.
    12. Johnson, Marilyn F. & Nelson, Karen K. & Frankel, Richard M., 2002. "The Relation Between Auditor's Fees for Non-audit Services and Earnings Quality," Research Papers 1696r, Stanford University, Graduate School of Business.
    13. Degeorge, Francois & Patel, Jayendu & Zeckhauser, Richard, 1999. "Earnings Management to Exceed Thresholds," The Journal of Business, University of Chicago Press, vol. 72(1), pages 1-33, January.
    14. Ahmed, Anwer S. & Takeda, Carolyn & Thomas, Shawn, 1999. "Bank loan loss provisions: a reexamination of capital management, earnings management and signaling effects," Journal of Accounting and Economics, Elsevier, vol. 28(1), pages 1-25, November.
    15. Berger, Allen N. & Herring, Richard J. & Szego, Giorgio P., 1995. "The role of capital in financial institutions," Journal of Banking & Finance, Elsevier, vol. 19(3-4), pages 393-430, June.
    16. Jeong†Bon Kim & Cheong H. Yi, 2006. "Ownership Structure, Business Group Affiliation, Listing Status, and Earnings Management: Evidence from Korea," Contemporary Accounting Research, John Wiley & Sons, vol. 23(2), pages 427-464, June.
    17. Gao, Huasheng & Harford, Jarrad & Li, Kai, 2017. "CEO Turnover–Performance Sensitivity in Private Firms," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 52(2), pages 583-611, April.
    18. Barton, Jan & Waymire, Gregory, 2004. "Investor protection under unregulated financial reporting," Journal of Accounting and Economics, Elsevier, vol. 38(1), pages 65-116, December.
    19. Anand Mohan Goel, 2003. "Why Do Firms Smooth Earnings?," The Journal of Business, University of Chicago Press, vol. 76(1), pages 151-192, January.
    20. Graham, John R. & Harvey, Campbell R. & Rajgopal, Shiva, 2005. "The economic implications of corporate financial reporting," Journal of Accounting and Economics, Elsevier, vol. 40(1-3), pages 3-73, December.
    21. Docking, Diane Scott & Hirschey, Mark & Jones, Elaine, 2000. "Reaction of Bank Stock Prices to Loan-Loss Reserve Announcements," Review of Quantitative Finance and Accounting, Springer, vol. 15(3), pages 277-297, November.
    22. DeFond, Mark L. & Park, Chul W., 1997. "Smoothing income in anticipation of future earnings," Journal of Accounting and Economics, Elsevier, vol. 23(2), pages 115-139, July.
    23. Huizinga, Harry & Laeven, Luc, 2012. "Bank valuation and accounting discretion during a financial crisis," Journal of Financial Economics, Elsevier, vol. 106(3), pages 614-634.
    24. Bergstresser, Daniel & Philippon, Thomas, 2006. "CEO incentives and earnings management," Journal of Financial Economics, Elsevier, vol. 80(3), pages 511-529, June.
    25. James J. Heckman & Hidehiko Ichimura & Petra E. Todd, 1997. "Matching As An Econometric Evaluation Estimator: Evidence from Evaluating a Job Training Programme," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 64(4), pages 605-654.
    26. Liu, Cc & Ryan, Sg, 1995. "The Effect Of Bank Loan Portfolio Composition On The Market Reaction To And Anticipation Of Loan Loss Provisions," Journal of Accounting Research, Wiley Blackwell, vol. 33(1), pages 77-94.
    27. Hazarika, Sonali & Karpoff, Jonathan M. & Nahata, Rajarishi, 2012. "Internal corporate governance, CEO turnover, and earnings management," Journal of Financial Economics, Elsevier, vol. 104(1), pages 44-69.
    28. Bartov, Eli & Givoly, Dan & Hayn, Carla, 2002. "The rewards to meeting or beating earnings expectations," Journal of Accounting and Economics, Elsevier, vol. 33(2), pages 173-204, June.
    29. Beatty, Anne & Liao, Scott, 2014. "Financial accounting in the banking industry: A review of the empirical literature," Journal of Accounting and Economics, Elsevier, vol. 58(2), pages 339-383.
    30. Jensen, Michael C. & Meckling, William H., 1976. "Theory of the firm: Managerial behavior, agency costs and ownership structure," Journal of Financial Economics, Elsevier, vol. 3(4), pages 305-360, October.
    31. Dichev, Ilia D. & Graham, John R. & Harvey, Campbell R. & Rajgopal, Shiva, 2013. "Earnings quality: Evidence from the field," Journal of Accounting and Economics, Elsevier, vol. 56(2), pages 1-33.
    32. Ali, Ashiq & Zhang, Weining, 2015. "CEO tenure and earnings management," Journal of Accounting and Economics, Elsevier, vol. 59(1), pages 60-79.
    33. Fonseca, Ana Rosa & González, Francisco, 2008. "Cross-country determinants of bank income smoothing by managing loan-loss provisions," Journal of Banking & Finance, Elsevier, vol. 32(2), pages 217-228, February.
    34. Shih-Cheng Lee & Chien-Ting Lin & Min-Teh Yu, 2013. "A fractional cointegration approach to testing the Ohlson accounting based valuation model," Review of Quantitative Finance and Accounting, Springer, vol. 41(3), pages 535-547, October.
    35. Ball, Ray & Shivakumar, Lakshmanan, 2005. "Earnings quality in UK private firms: comparative loss recognition timeliness," Journal of Accounting and Economics, Elsevier, vol. 39(1), pages 83-128, February.
    36. Leuz, Christian & Nanda, Dhananjay & Wysocki, Peter D., 2003. "Earnings management and investor protection: an international comparison," Journal of Financial Economics, Elsevier, vol. 69(3), pages 505-527, September.
    37. Dong-Hoon Yang, 2009. "Signaling through Accounting Accruals vs. Financial Policy: Evidence from Bank Loan Loss Provisions and Dividend Changes," Review of Pacific Basin Financial Markets and Policies (RPBFMP), World Scientific Publishing Co. Pte. Ltd., vol. 12(03), pages 377-402.
    38. Beatty, A & Chamberlain, Sl & Magliolo, J, 1995. "Managing Financial Reports Of Commercial-Banks - The Influence Of Taxes, Regulatory Capital, And Earnings," Journal of Accounting Research, Wiley Blackwell, vol. 33(2), pages 231-261.
    39. Bowen, Robert M. & Noreen, Eric W. & Lacey, John M., 1981. "Determinants of the corporate decision to capitalize interest," Journal of Accounting and Economics, Elsevier, vol. 3(2), pages 151-179, August.
    40. Kothari, S.P. & Leone, Andrew J. & Wasley, Charles E., 2005. "Performance matched discretionary accrual measures," Journal of Accounting and Economics, Elsevier, vol. 39(1), pages 163-197, February.
    41. Burgstahler, David & Dichev, Ilia, 1997. "Earnings management to avoid earnings decreases and losses," Journal of Accounting and Economics, Elsevier, vol. 24(1), pages 99-126, December.
    42. Siew Hong Teoh & Ivo Welch & T.J. Wong, 1998. "Earnings Management and the Long-Run Market Performance of Initial Public Offerings," Journal of Finance, American Finance Association, vol. 53(6), pages 1935-1974, December.
    43. Kevin Koh & Dawn A. Matsumoto & Shivaram Rajgopal, 2008. "Meeting or Beating Analyst Expectations in the Post†Scandals World: Changes in Stock Market Rewards and Managerial Actions," Contemporary Accounting Research, John Wiley & Sons, vol. 25(4), pages 1067-1098, December.
    44. Wikil Kwak & Ho-Young Lee & Susan W. Eldridge, 2009. "Earnings Management by Japanese Bank Managers Using Discretionary Loan Loss Provisions," Review of Pacific Basin Financial Markets and Policies (RPBFMP), World Scientific Publishing Co. Pte. Ltd., vol. 12(01), pages 1-26.
    45. Cornett, Marcia Millon & McNutt, Jamie John & Tehranian, Hassan, 2009. "Corporate governance and earnings management at large U.S. bank holding companies," Journal of Corporate Finance, Elsevier, vol. 15(4), pages 412-430, September.
    46. Lucian Bebchuk & Alma Cohen & Allen Ferrell, 2009. "What Matters in Corporate Governance?," The Review of Financial Studies, Society for Financial Studies, vol. 22(2), pages 783-827, February.
    47. Teoh, Siew Hong & Welch, Ivo & Wong, T. J., 1998. "Earnings management and the underperformance of seasoned equity offerings," Journal of Financial Economics, Elsevier, vol. 50(1), pages 63-99, October.
    48. DeFond, Mark L. & Jiambalvo, James, 1994. "Debt covenant violation and manipulation of accruals," Journal of Accounting and Economics, Elsevier, vol. 17(1-2), pages 145-176, January.
    49. Daniel Ferreira & Gustavo Manso & André C. Silva, 2014. "Incentives to Innovate and the Decision to Go Public or Private," The Review of Financial Studies, Society for Financial Studies, vol. 27(1), pages 256-300, January.
    50. Kanagaretnam, Kiridaran & Lobo, Gerald J & Mathieu, Robert, 2003. "Managerial Incentives for Income Smoothing through Bank Loan Loss Provisions," Review of Quantitative Finance and Accounting, Springer, vol. 20(1), pages 63-80, January.
    51. Jeffrey R. Brown & Zoran Ivković & Paul A. Smith & Scott Weisbenner, 2008. "Neighbors Matter: Causal Community Effects and Stock Market Participation," Journal of Finance, American Finance Association, vol. 63(3), pages 1509-1531, June.
    52. Beaver, W & Eger, C & Ryan, S & Wolfson, M, 1989. "Financial-Reporting, Supplemental Disclosures, And Bank Share Prices," Journal of Accounting Research, Wiley Blackwell, vol. 27(2), pages 157-178.
    53. Warfield, Terry D. & Wild, John J. & Wild, Kenneth L., 1995. "Managerial ownership, accounting choices, and informativeness of earnings," Journal of Accounting and Economics, Elsevier, vol. 20(1), pages 61-91, July.
    54. Scholes, Myron S & Wilson, G Peter & Wolfson, Mark A, 1990. "Tax Planning, Regulatory Capital Planning, and Financial Reporting Strategy for Commercial Banks," The Review of Financial Studies, Society for Financial Studies, vol. 3(4), pages 625-650.
    55. Yu, Fang (Frank), 2008. "Analyst coverage and earnings management," Journal of Financial Economics, Elsevier, vol. 88(2), pages 245-271, May.
    56. Beaver, William H. & Engel, Ellen E., 1996. "Discretionary behavior with respect to allowances for loan losses and the behavior of security prices," Journal of Accounting and Economics, Elsevier, vol. 22(1-3), pages 177-206, October.
    57. Moyer, Susan E., 1990. "Capital adequacy ratio regulations and accounting choices in commercial banks," Journal of Accounting and Economics, Elsevier, vol. 13(2), pages 123-154, July.
    58. Healy, Paul M., 1985. "The effect of bonus schemes on accounting decisions," Journal of Accounting and Economics, Elsevier, vol. 7(1-3), pages 85-107, April.
    59. Stephen H. Penman & Scott A. Richardson & İrem Tuna, 2007. "The Book‐to‐Price Effect in Stock Returns: Accounting for Leverage," Journal of Accounting Research, Wiley Blackwell, vol. 45(2), pages 427-467, May.
    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. Dung V. Tran & M. Kabir Hassan & Isabelle Girerd‐Potin & Pascal Louvet, 2020. "Activity Strategies, Agency Problems, And Bank Risk," Journal of Financial Research, Southern Finance Association;Southwestern Finance Association, vol. 43(3), pages 575-613, August.
    2. Peterson K. Ozili & Thankom G. Arun, 2023. "What drives bank income smoothing? Evidence from Africa," International Journal of Disclosure and Governance, Palgrave Macmillan, vol. 20(3), pages 274-295, September.
    3. Dung Viet Tran, 2020. "Policy uncertainty and bank lending," Economics Bulletin, AccessEcon, vol. 40(2), pages 952-977.
    4. Ozili, Peterson Kitakogelu, 2021. "Bank earnings management using loan loss provisions: comparing the UK, France, South Africa and Egypt," MPRA Paper 108506, University Library of Munich, Germany.
    5. Tran, Dung Viet & Hassan, M. Kabir & Houston, Reza, 2019. "Activity strategies, information asymmetry, and bank opacity," Economic Modelling, Elsevier, vol. 83(C), pages 160-172.
    6. Albulena Shala & Valentin Toçi & Skender Ahmeti, 2020. "Income smoothing through loan loss provisions in south and Eastern European banks," Zbornik radova Ekonomskog fakulteta u Rijeci/Proceedings of Rijeka Faculty of Economics, University of Rijeka, Faculty of Economics and Business, vol. 38(2), pages 429-452.
    7. Tran, Dung Viet & Kabir Hassan, M. & Houston, Reza, 2019. "How does listing status affect bank risk? The effects of crisis, market discipline and regulatory pressure on listed and unlisted BHCs," The North American Journal of Economics and Finance, Elsevier, vol. 49(C), pages 85-103.
    8. Sanzid A. Haq & Dung Viet Tran & M. Kabir Hassan, 2019. "Discretionary Loan Loss Provision Behaviour and Banks' Liquidity Creation," Asian Academy of Management Journal of Accounting and Finance (AAMJAF), Penerbit Universiti Sains Malaysia, vol. 15(2), pages 119-154.
    9. Vo, Nguyen Ngoc Thao & Nguyen, Thai Vu Hong & Phan, Duc Hong Thi, 2022. "Earnings management and bank risk-taking behavior in Asia-Pacific region," Research in International Business and Finance, Elsevier, vol. 63(C).
    10. Yinlin Zhang & Michael. L. McIntyre, 2021. "Discretionary loan loss provisioning and stock trading liquidity," Journal of Banking Regulation, Palgrave Macmillan, vol. 22(2), pages 97-111, June.
    11. Tran, Dung Viet & Hassan, M. Kabir & Alam, Ahmed W. & Pezzo, Luca & Abdul-Majid, Mariani, 2021. "Economic policy uncertainty, agency problem, and funding structure: Evidence from U.S. banking industry," Research in International Business and Finance, Elsevier, vol. 58(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. Dechow, Patricia & Ge, Weili & Schrand, Catherine, 2010. "Understanding earnings quality: A review of the proxies, their determinants and their consequences," Journal of Accounting and Economics, Elsevier, vol. 50(2-3), pages 344-401, December.
    2. Mijoo Lee & In Tae Hwang, 2019. "The Effect of the Compensation System on Earnings Management and Sustainability: Evidence from Korea Banks," Sustainability, MDPI, vol. 11(11), pages 1-24, June.
    3. Tran, Dung Viet & Kabir Hassan, M. & Houston, Reza, 2019. "How does listing status affect bank risk? The effects of crisis, market discipline and regulatory pressure on listed and unlisted BHCs," The North American Journal of Economics and Finance, Elsevier, vol. 49(C), pages 85-103.
    4. Adams, Brian & Carow, Kenneth A. & Perry, Tod, 2009. "Earnings management and initial public offerings: The case of the depository industry," Journal of Banking & Finance, Elsevier, vol. 33(12), pages 2363-2372, December.
    5. Mehdi Bouras & Mohamed Imen Gallali, 2017. "Earnings Management, Equity-based Compensation, Economic Conjuncture and Governance Mechanisms: A Comparative Study between France and the United States," International Journal of Economics and Financial Issues, Econjournals, vol. 7(2), pages 585-600.
    6. Maureen F. McNichols & Stephen R. Stubben, 2018. "Research Design Issues in Studies Using Discretionary Accruals," Abacus, Accounting Foundation, University of Sydney, vol. 54(2), pages 227-246, June.
    7. Balboa, Marina & López-Espinosa, Germán & Rubia, Antonio, 2013. "Nonlinear dynamics in discretionary accruals: An analysis of bank loan-loss provisions," Journal of Banking & Finance, Elsevier, vol. 37(12), pages 5186-5207.
    8. Xu, Xiaolu, 2019. "The association between fair value measurements and banks' discretionary accounting choices11I thank Roger Graham (editor) and two anonymous reviewers for the suggestions and guidance that substantial," Advances in accounting, Elsevier, vol. 44(C), pages 108-120.
    9. Jiang, Fuxiu & Ma, Yunbiao & Wang, Xue, 2020. "Multiple blockholders and earnings management," Journal of Corporate Finance, Elsevier, vol. 64(C).
    10. Cornett, Marcia Millon & McNutt, Jamie John & Tehranian, Hassan, 2009. "Corporate governance and earnings management at large U.S. bank holding companies," Journal of Corporate Finance, Elsevier, vol. 15(4), pages 412-430, September.
    11. Jutasompakorn, Pearpilai & Lim, Chu Yeong & Ranasinghe, Tharindra & Ow Yong, Kevin, 2021. "Impact of Basel III on the discretion and timeliness of Banks’ loan loss provisions," Journal of Contemporary Accounting and Economics, Elsevier, vol. 17(2).
    12. Chang, Chu-Hsuan & Lin, Hsiou-Wei William, 2018. "Does there prevail momentum in earnings management for seasoned equity offering firms?," International Review of Economics & Finance, Elsevier, vol. 55(C), pages 111-129.
    13. Małgorzata Olszak & Mateusz Pipień & Iwona Kowalska & Sylwia Roszkowska, 2017. "What Drives Heterogeneity of Cyclicality of Loan-Loss Provisions in the EU?," Journal of Financial Services Research, Springer;Western Finance Association, vol. 51(1), pages 55-96, February.
    14. Di Fabio, Costanza & Ramassa, Paola & Quagli, Alberto, 2021. "Income smoothing in European banks: The contrasting effects of monitoring mechanisms," Journal of International Accounting, Auditing and Taxation, Elsevier, vol. 43(C).
    15. Hamadi, Malika & Heinen, Andréas & Linder, Stefan & Porumb, Vlad-Andrei, 2016. "Does Basel II affect the market valuation of discretionary loan loss provisions?," Journal of Banking & Finance, Elsevier, vol. 70(C), pages 177-192.
    16. Yongtao Hong & Fariz Huseynov & Sabuhi Sardarli & Wei Zhang, 2020. "Bank earnings management and analyst coverage: evidence from loan loss provisions," Review of Quantitative Finance and Accounting, Springer, vol. 55(1), pages 29-54, July.
    17. Yu, Fang (Frank), 2008. "Analyst coverage and earnings management," Journal of Financial Economics, Elsevier, vol. 88(2), pages 245-271, May.
    18. Fung, Simon Y.K. & Goodwin, John, 2013. "Short-term debt maturity, monitoring and accruals-based earnings management," Journal of Contemporary Accounting and Economics, Elsevier, vol. 9(1), pages 67-82.
    19. Elnahass, Marwa & Izzeldin, Marwan & Steele, Gerald, 2018. "Capital and Earnings Management: Evidence from Alternative Banking Business Models," The International Journal of Accounting, Elsevier, vol. 53(1), pages 20-32.
    20. Jorge Farinha & Luis Filipe Viana, 2006. "Board structure and modified audit opinions: the case of the Portuguese Stock Exchange," CEF.UP Working Papers 0609, Universidade do Porto, Faculdade de Economia do Porto.

    More about this item

    Keywords

    Bank listing status; Discretionary loan loss provisions; Earnings management; Information asymmetry;
    All these keywords.

    JEL classification:

    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages
    • G28 - Financial Economics - - Financial Institutions and Services - - - Government Policy and Regulation
    • G34 - Financial Economics - - Corporate Finance and Governance - - - Mergers; Acquisitions; Restructuring; Corporate Governance
    • G38 - Financial Economics - - Corporate Finance and Governance - - - Government Policy and Regulation

    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:kap:rqfnac:v:55:y:2020:i:2:d:10.1007_s11156-019-00854-z. 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: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://springer.com .

    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.