IDEAS home Printed from https://ideas.repec.org/a/kap/rqfnac/v45y2015i1p33-58.html
   My bibliography  Save this article

Does corporate governance affect the relationship between earnings management and firm performance? An endogenous switching regression model

Author

Listed:
  • Hui-Wen Tang
  • Chong-Chuo Chang

Abstract

This study investigates whether corporate governance affects the relationship between earnings management and firm performance by using Taiwanese data. We used an endogenous switching regression model to classify firms into strong and weak governance regimes based on an endogenously determined threshold. The results show that discretionary accruals (DAs) and discretionary current accruals (DCAs) have significantly negative effects on return on assets and Tobin’s q for firms in a weak governance regime. This implies that managers in weakly governed firms are more likely to abuse accounting discretion than those in strongly governed firms, leading to decreased firm performance. Managers prefer using DCAs rather than DAs to window-dress financial earnings, but this causes a greater reversal of corporate value in the subsequent period. Conversely, DAs and DCAs are positively and significantly related to firm performance in a strong governance regime. This indicates that managers under strong governance typically exercise optimal accounting choices to respond to varied economic conditions, or to avoid costly debt-covenant violations, potentially enhancing firm value. Copyright Springer Science+Business Media New York 2015

Suggested Citation

  • Hui-Wen Tang & Chong-Chuo Chang, 2015. "Does corporate governance affect the relationship between earnings management and firm performance? An endogenous switching regression model," Review of Quantitative Finance and Accounting, Springer, vol. 45(1), pages 33-58, July.
    • Handle: RePEc:kap:rqfnac:v:45:y:2015:i:1:p:33-58
    DOI: 10.1007/s11156-013-0427-z
    as

    Download full text from publisher

    File URL: http://hdl.handle.net/10.1007/s11156-013-0427-z
    Download Restriction: Access to full text is restricted to subscribers.
    File URL: https://libkey.io/10.1007/s11156-013-0427-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 search for a different version of it.

    References listed on IDEAS

    as
    1. La Porta, Rafael & Lopez-de-Silanes, Florencio & Shleifer, Andrei & Vishny, Robert, 1999. "The Quality of Government," The Journal of Law, Economics, and Organization, Oxford University Press, vol. 15(1), pages 222-279, April.
    2. 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.
    3. Holthausen, Robert W., 1990. "Accounting method choice : Opportunistic behavior, efficient contracting, and information perspectives," Journal of Accounting and Economics, Elsevier, vol. 12(1-3), pages 207-218, January.
    4. Louis, Henock, 2004. "Earnings management and the market performance of acquiring firms," Journal of Financial Economics, Elsevier, vol. 74(1), pages 121-148, October.
    5. Paul A. Gompers & Joy Ishii & Andrew Metrick, 2010. "Extreme Governance: An Analysis of Dual-Class Firms in the United States," NBER Chapters, in: Corporate Governance, National Bureau of Economic Research, Inc.
    6. Jiraporn, Pornsit & Miller, Gary A. & Yoon, Soon Suk & Kim, Young S., 2008. "Is earnings management opportunistic or beneficial? An agency theory perspective," International Review of Financial Analysis, Elsevier, vol. 17(3), pages 622-634, June.
    7. Cronqvist, Henrik & Nilsson, Mattias, 2003. "Agency Costs of Controlling Minority Shareholders," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 38(4), pages 695-719, December.
    8. Xie, Biao & Davidson, Wallace III & DaDalt, Peter J., 2003. "Earnings management and corporate governance: the role of the board and the audit committee," Journal of Corporate Finance, Elsevier, vol. 9(3), pages 295-316, June.
    9. Julan Du & Yi Dai, 2005. "Ultimate Corporate Ownership Structures and Capital Structures: evidence from East Asian economies," Corporate Governance: An International Review, Wiley Blackwell, vol. 13(1), pages 60-71, January.
    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. Shleifer, Andrei & Vishny, Robert W, 1997. "A Survey of Corporate Governance," Journal of Finance, American Finance Association, vol. 52(2), pages 737-783, June.
    12. Agrawal, Anup & Mandelker, Gershon N., 1990. "Large Shareholders and the Monitoring of Managers: The Case of Antitakeover Charter Amendments," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 25(2), pages 143-161, June.
    13. Guidry, Flora & J. Leone, Andrew & Rock, Steve, 1999. "Earnings-based bonus plans and earnings management by business-unit managers1," Journal of Accounting and Economics, Elsevier, vol. 26(1-3), pages 113-142, January.
    14. Wruck, Karen H. & Wu, YiLin, 2009. "Relationships, corporate governance, and performance: Evidence from private placements of common stock," Journal of Corporate Finance, Elsevier, vol. 15(1), pages 30-47, February.
    15. Chung‐Hua Shen & Hsiang‐Lin Chih, 2007. "Earnings Management and Corporate Governance in Asia's Emerging Markets," Corporate Governance: An International Review, Wiley Blackwell, vol. 15(5), pages 999-1021, September.
    16. Anil Arya & Shyam Sunder & Jonathan Glover, 2002. "Are Unmanaged Earnings Always Better for Shareholders?," Yale School of Management Working Papers ysm295, Yale School of Management, revised 01 Feb 2003.
    17. Ramón E. López & Vinod Thomas & Yan Wang, 2008. "The Quality of Growth," World Bank Publications - Books, The World Bank Group, number 28198, December.
    18. 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.
    19. 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.
    20. 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.
    21. Morck, Randall & Shleifer, Andrei & Vishny, Robert W., 1988. "Management ownership and market valuation : An empirical analysis," Journal of Financial Economics, Elsevier, vol. 20(1-2), pages 293-315, January.
    22. Paul Gompers & Joy Ishii & Andrew Metrick, 2003. "Corporate Governance and Equity Prices," The Quarterly Journal of Economics, Oxford University Press, vol. 118(1), pages 107-156.
    23. Malmquist, David H., 1990. "Efficient contracting and the choice of accounting method in the oil and gas industry," Journal of Accounting and Economics, Elsevier, vol. 12(1-3), pages 173-205, January.
    24. Subramanyam, K. R., 1996. "The pricing of discretionary accruals," Journal of Accounting and Economics, Elsevier, vol. 22(1-3), pages 249-281, October.
    25. Morck, Randall & Shleifer, Andrei & Vishny, Robert W., 1988. "Management ownership and market valuation," Scholarly Articles 29407535, Harvard University Department of Economics.
    26. Sidney Leung & Bertrand Horwitz, 2010. "Corporate governance and firm value during a financial crisis," Review of Quantitative Finance and Accounting, Springer, vol. 34(4), pages 459-481, May.
    27. McConnell, John J. & Muscarella, Chris J., 1985. "Corporate capital expenditure decisions and the market value of the firm," Journal of Financial Economics, Elsevier, vol. 14(3), pages 399-422, September.
    28. Anlin Chen & Lanfeng Kao & Yi-Kai Chen, 2007. "Agency Costs of Controlling Shareholders' Share Collateral with Taiwan Evidence," Review of Pacific Basin Financial Markets and Policies (RPBFMP), World Scientific Publishing Co. Pte. Ltd., vol. 10(02), pages 173-191.
    29. Anup Agrawal & Charles R. Knoeber, "undated". "Firm Performance and Mechanisms to Control Agency Problems between Managers and Shareholders (Revision of 29-94)," Rodney L. White Center for Financial Research Working Papers 08-96, Wharton School Rodney L. White Center for Financial Research.
    30. Lie, Erik, 2005. "Operating performance following dividend decreases and omissions," Journal of Corporate Finance, Elsevier, vol. 12(1), pages 27-53, December.
    31. Cornett, Marcia Millon & Marcus, Alan J. & Tehranian, Hassan, 2008. "Corporate governance and pay-for-performance: The impact of earnings management," Journal of Financial Economics, Elsevier, vol. 87(2), pages 357-373, February.
    32. 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.
    33. Yermack, David, 1996. "Higher market valuation of companies with a small board of directors," Journal of Financial Economics, Elsevier, vol. 40(2), pages 185-211, February.
    34. Fan, Joseph P. H. & Wong, T. J., 2002. "Corporate ownership structure and the informativeness of accounting earnings in East Asia," Journal of Accounting and Economics, Elsevier, vol. 33(3), pages 401-425, August.
    35. Claessens, Stijn & Djankov, Simeon & Lang, Larry H. P., 2000. "The separation of ownership and control in East Asian Corporations," Journal of Financial Economics, Elsevier, vol. 58(1-2), pages 81-112.
    36. Steven Balsam & Eli Bartov & Carol Marquardt, 2002. "Accruals Management, Investor Sophistication, and Equity Valuation: Evidence from 10–Q Filings," Journal of Accounting Research, Wiley Blackwell, vol. 40(4), pages 987-1012, September.
    37. Patricia M. Dechow & Richard G. Sloan & Amy P. Sweeney, 1996. "Causes and Consequences of Earnings Manipulation: An Analysis of Firms Subject to Enforcement Actions by the SEC," Contemporary Accounting Research, John Wiley & Sons, vol. 13(1), pages 1-36, March.
    38. Chaur-Shiuh Young & Liu-Ching Tsai & Hui-Wen Hsu, 2008. "The effect of controlling shareholders’ excess board seats control on financial restatements: evidence from Taiwan," Review of Quantitative Finance and Accounting, Springer, vol. 30(3), pages 297-314, April.
    39. Chee Lim & David Ding & Charlie Charoenwong, 2013. "Non-audit fees, institutional monitoring, and audit quality," Review of Quantitative Finance and Accounting, Springer, vol. 41(2), pages 343-384, August.
    40. Holthausen, Robert W. & Leftwich, Richard W., 1983. "The economic consequences of accounting choice implications of costly contracting and monitoring," Journal of Accounting and Economics, Elsevier, vol. 5(1), pages 77-117, April.
    41. Liu-Ching Tsai & Chaur-Shiuh Young & Hui-Wen Hsu, 2011. "Entrenched controlling shareholders and the performance consequences of corporate diversification in Taiwan," Review of Quantitative Finance and Accounting, Springer, vol. 37(1), pages 105-126, July.
    42. Whittred, Greg & Zimmer, Ian, 1994. "Contracting cost determinants of GAAP for joint ventures in an unregulated environment," Journal of Accounting and Economics, Elsevier, vol. 17(1-2), pages 95-111, January.
    43. Core, John E. & Holthausen, Robert W. & Larcker, David F., 1999. "Corporate governance, chief executive officer compensation, and firm performance," Journal of Financial Economics, Elsevier, vol. 51(3), pages 371-406, March.
    44. John E. Core & Wayne R. Guay & Tjomme O. Rusticus, 2006. "Does Weak Governance Cause Weak Stock Returns? An Examination of Firm Operating Performance and Investors' Expectations," Journal of Finance, American Finance Association, vol. 61(2), pages 655-687, April.
    45. Pound, John, 1988. "Proxy contests and the efficiency of shareholder oversight," Journal of Financial Economics, Elsevier, vol. 20(1-2), pages 237-265, January.
    46. 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.
    47. 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.
    48. Anup Agrawal & Charles R. Knoeber, "undated". "Firm Performance and Mechanisms to Control Agency Problems between Managers and Shareholders (Revision of 29-94)," Rodney L. White Center for Financial Research Working Papers 8-96, Wharton School Rodney L. White Center for Financial Research.
    49. Xiaoqiang Hu & Fabio Schiantarelli, 1998. "Investment And Capital Market Imperfections: A Switching Regression Approach Using U.S. Firm Panel Data," The Review of Economics and Statistics, MIT Press, vol. 80(3), pages 466-479, August.
    50. Lo, Agnes W.Y. & Wong, Raymond M.K. & Firth, Michael, 2010. "Can corporate governance deter management from manipulating earnings? Evidence from related-party sales transactions in China," Journal of Corporate Finance, Elsevier, vol. 16(2), pages 225-235, April.
    51. Hui-wen Tang, 2012. "Can corporate governance discipline opportunistic earnings management during IPO process?," International Journal of Revenue Management, Inderscience Enterprises Ltd, vol. 6(3/4), pages 199-220.
    52. Kin-Wai Lee & Cheng-Few Lee, 2009. "Cash Holdings, Corporate Governance Structure and Firm Valuation," Review of Pacific Basin Financial Markets and Policies (RPBFMP), World Scientific Publishing Co. Pte. Ltd., vol. 12(03), pages 475-508.
    53. Siregar, Sylvia Veronica & Utama, Sidharta, 2008. "Type of earnings management and the effect of ownership structure, firm size, and corporate-governance practices: Evidence from Indonesia," The International Journal of Accounting, Elsevier, vol. 43(1), pages 1-27, March.
    54. Yangmin Kim, 2005. "Board Network Characteristics and Firm Performance in Korea," Corporate Governance: An International Review, Wiley Blackwell, vol. 13(6), pages 800-808, November.
    55. Cormier, Denis & Martinez, Isabelle, 2006. "The association between management earnings forecasts, earnings management, and stock market valuation: Evidence from French IPOs," The International Journal of Accounting, Elsevier, vol. 41(3), pages 209-236.
    56. Agrawal, Anup & Knoeber, Charles R., 1996. "Firm Performance and Mechanisms to Control Agency Problems between Managers and Shareholders," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 31(3), pages 377-397, September.
    57. Tang, Hui-wen & Chen, Anlin & Chang, Chong-Chuo, 2013. "Insider trading, accrual abuse, and corporate governance in emerging markets — Evidence from Taiwan," Pacific-Basin Finance Journal, Elsevier, vol. 24(C), pages 132-155.
    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. Wu, Wei-Hwa, 2021. "Extendible stock loan," The North American Journal of Economics and Finance, Elsevier, vol. 58(C).
    2. Roger C.Y. Chen & Shih‐Wei Hung, 2021. "Exploring the impact of corporate social responsibility on real earning management and discretionary accruals," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 28(1), pages 333-351, January.
    3. Ines Kahloul & Jocelyn Grira & Khawla Hlel, 2023. "The trilogy of economic policy uncertainty, earnings management and firm performance: empirical evidence from France," Journal of Economics and Finance, Springer;Academy of Economics and Finance, vol. 47(1), pages 184-206, March.
    4. Helena Isidro & José G. Dias, 2017. "Earnings quality and the heterogeneous relation between earnings and stock returns," Review of Quantitative Finance and Accounting, Springer, vol. 49(4), pages 1143-1165, November.
    5. Hideaki Sakawa & Naoki Watanabel, 2021. "Earnings quality and internal control in bank-dominated corporate governance," Asian Business & Management, Palgrave Macmillan, vol. 20(2), pages 188-220, April.
    6. Manish Kumar & Madhu Vij & Rishabh Goswami, 2021. "Effect of Real Earnings Management on Firm Performance: Evidence from India," Vision, , vol. 27(3), pages 386-396, June.
    7. Yi-Hsing Liao & Teng-Sheng Sang & Yuan-Tang Tsai, 2022. "Do information sources matter in corporate tax avoidance? The roles of peer effects and director interlocks," Review of Quantitative Finance and Accounting, Springer, vol. 59(1), pages 339-382, July.
    8. Mark Anderson & Soonchul Hyun & Hussein Warsame, 2024. "Corporate social responsibility, earnings management and firm performance: evidence from panel VAR estimation," Review of Quantitative Finance and Accounting, Springer, vol. 62(1), pages 341-364, January.
    9. Sharif Mohammad Aqabna & Mehmet Aga & Huthayfa Nabeel Jabari, 2023. "Firm Performance, Corporate Social Responsibility and the Impact of Earnings Management during COVID-19: Evidence from MENA Region," Sustainability, MDPI, vol. 15(2), pages 1-20, January.
    10. Haroon ur Rashid Khan & Waqas Bin Khidmat & Osama Al Hares & Naeem Muhammad & Kashif Saleem, 2020. "Corporate Governance Quality, Ownership Structure, Agency Costs and Firm Performance. Evidence from an Emerging Economy," JRFM, MDPI, vol. 13(7), pages 1-35, July.

    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. Kamran & Attaullah Shah, 2014. "The Impact of Corporate Governance and Ownership Structure on Earnings Management Practices: Evidence from Listed Companies in Pakistan," Lahore Journal of Economics, Department of Economics, The Lahore School of Economics, vol. 19(2), pages 27-70, July-Dec.
    2. Andreou, Panayiotis C. & Louca, Christodoulos & Panayides, Photis M., 2014. "Corporate governance, financial management decisions and firm performance: Evidence from the maritime industry," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 63(C), pages 59-78.
    3. Nooraisah Katmon & Omar Al Farooque, 2017. "Exploring the Impact of Internal Corporate Governance on the Relation Between Disclosure Quality and Earnings Management in the UK Listed Companies," Journal of Business Ethics, Springer, vol. 142(2), pages 345-367, May.
    4. Zhijun Lin & Ming Liu & Carlos Noronha, 2016. "The Impact of Corporate Governance on Informative Earnings Management in the Chinese Market," Abacus, Accounting Foundation, University of Sydney, vol. 52(3), pages 568-609, September.
    5. Chenglong Zheng & Roy Kouwenberg, 2019. "A Bibliometric Review of Global Research on Corporate Governance and Board Attributes," Sustainability, MDPI, vol. 11(12), pages 1-25, June.
    6. Amitava Roy, 2014. "Corporate Governance and Firm Performance: An Exploratory Analysis of Indian Listed Companies," Jindal Journal of Business Research, , vol. 3(1-2), pages 93-120, June.
    7. 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.
    8. Leon Li & Mark J. Holmes & Bong Soo Lee, 2016. "The asymmetric relationship between executive earnings management and compensation: a panel threshold regression approach," Applied Economics, Taylor & Francis Journals, vol. 48(57), pages 5525-5545, December.
    9. Bao, Shuji Rosey & Lewellyn, Krista B., 2017. "Ownership structure and earnings management in emerging markets—An institutionalized agency perspective," International Business Review, Elsevier, vol. 26(5), pages 828-838.
    10. Neeraj K. Sehrawat & Amit Kumar & Nandita Lohia & Satvik Bansal & Tanya Agarwal, 2019. "Impact of Corporate Governance on Earnings Management: Large Sample Evidence from India," Asian Economic and Financial Review, Asian Economic and Social Society, vol. 9(12), pages 1335-1345, December.
    11. Armstrong, Christopher S. & Guay, Wayne R. & Weber, Joseph P., 2010. "The role of information and financial reporting in corporate governance and debt contracting," Journal of Accounting and Economics, Elsevier, vol. 50(2-3), pages 179-234, December.
    12. Boachie, Christopher & Mensah, Emmanuel, 2022. "The effect of earnings management on firm performance: The moderating role of corporate governance quality," International Review of Financial Analysis, Elsevier, vol. 83(C).
    13. 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.
    14. Chanchal Chatterjee, 2020. "Board Quality and Earnings Management: Evidence from India," Global Business Review, International Management Institute, vol. 21(5), pages 1302-1324, October.
    15. Hussein Abedi Shamsabadi & Byung-Seong Min & Richard Chung, 2016. "Corporate governance and dividend strategy: lessons from Australia," International Journal of Managerial Finance, Emerald Group Publishing Limited, vol. 12(5), pages 583-610, October.
    16. 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.
    17. Jesus Sáenz González & Emma García-Meca, 2014. "Does Corporate Governance Influence Earnings Management in Latin American Markets?," Journal of Business Ethics, Springer, vol. 121(3), pages 419-440, May.
    18. Zeineb Barka & Taher Hamza, 2020. "The effect of large controlling shareholders on equity prices in France: monitoring or entrenchment?," Journal of Management & Governance, Springer;Accademia Italiana di Economia Aziendale (AIDEA), vol. 24(3), pages 769-798, September.
    19. James, Hui & Benson, Bradley W. & Wu, Chen (Ken), 2017. "Does CEO ownership affect payout policy? Evidence from using CEO scaled wealth-performance sensitivity," The Quarterly Review of Economics and Finance, Elsevier, vol. 65(C), pages 328-345.
    20. Yuan George Shan, 2019. "Managerial ownership, board independence and firm performance," Accounting Research Journal, Emerald Group Publishing Limited, vol. 32(2), pages 203-220, July.

    More about this item

    Keywords

    Corporate governance; Earnings management; Firm performance; Endogenous switching regression model; Discretionary current accruals; G30; G32; G34; G38; M41;
    All these keywords.

    JEL classification:

    • G30 - Financial Economics - - Corporate Finance and Governance - - - General
    • G32 - Financial Economics - - Corporate Finance and Governance - - - Financing Policy; Financial Risk and Risk Management; Capital and Ownership Structure; Value of Firms; Goodwill
    • G34 - Financial Economics - - Corporate Finance and Governance - - - Mergers; Acquisitions; Restructuring; Corporate Governance
    • G38 - Financial Economics - - Corporate Finance and Governance - - - Government Policy and Regulation
    • M41 - Business Administration and Business Economics; Marketing; Accounting; Personnel Economics - - Accounting - - - Accounting

    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:45:y:2015:i:1:p:33-58. 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.