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Does the life cycle affect earnings management and bankruptcy?

Author

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  • Pavol Durana

    (University of Zilina, Slovakia)

  • Lucia Michalkova

    (University of Zilina, Slovakia)

  • Andrej Privara

    (University of Economics in Bratislava, Slovakia)

  • Josef Marousek

    (The Institute of Technology and Business in Ceske Budejovice, Czech Republic)

  • Milos Tumpach

    (University of Economics in Bratislava, Slovakia)

Abstract

Research background: Deteriorating economic conditions and a negative outlook increase the pressure on financial management and the need to show high financial performance. According to Positive Accounting Theory, the growing risk of bankruptcy is associated with the phenomenon of earnings management. Bankruptcy risk and the quality of reported profits, along with other aspects of financial performance, vary throughout the company's life cycle. Nevertheless, these factors or their interactions are investigated only to a very small extent. Purpose of the article: The aim of this study is to clarify the impact of corporate life cycle and bankruptcy on earnings management, in order to describe behaviour of companies at different stages of corporate life cycle. Methods: A hierarchical mixed model with a random time and industry effect was chosen as appropriate because it allows the investigation of multilevel data that is not independent. The sample covers the financial indicators of more than 33,000 Central European companies from 2015–2019. The non-sequential Dickinson model, company age, and three models of accrual earnings management were used as proxies for the company's life cycle and quality of reported profit. Findings & value added: Earnings management and bankruptcy risk have a U-shape, indicating that financially distressed firms reduce reported accounting profit at the Introduction, Decline and, to a lesser extent, at the Growth stage. Slovak and Czech companies manipulate profits to a similar extent, Hungarian companies increase accounting profit to a greatest extent than the surveyed countries by controlling bankruptcy — life cycle effect; however, the variability of accounting manipulations across industries has not been demonstrated. These findings imply that start-ups and declining businesses provide crooked financial statements to obtain more favourable debt covenants, and estimating discretionary accruals using life-cycle subsamples can improve the predictive power of accrual earnings management models.

Suggested Citation

  • Pavol Durana & Lucia Michalkova & Andrej Privara & Josef Marousek & Milos Tumpach, 2021. "Does the life cycle affect earnings management and bankruptcy?," Oeconomia Copernicana, Institute of Economic Research, vol. 12(2), pages 425-461, June.
  • Handle: RePEc:pes:ieroec:v:12:y:2021:i:2:p:425-461
    DOI: 10.24136/oc.2021.015
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    as
    1. Charitou, Andreas & Lambertides, Neophytos & Trigeorgis, Lenos, 2007. "Managerial discretion in distressed firms," The British Accounting Review, Elsevier, vol. 39(4), pages 323-346.
    2. Ammar Hussain & Minhas Akbar & Muhammad Kaleem Khan & Ahsan Akbar & Mirela Panait & Marian Catalin Voica, 2020. "When Does Earnings Management Matter? Evidence across the Corporate Life Cycle for Non-Financial Chinese Listed Companies," JRFM, MDPI, vol. 13(12), pages 1-19, December.
    3. Iatridis, George, 2010. "International Financial Reporting Standards and the quality of financial statement information," International Review of Financial Analysis, Elsevier, vol. 19(3), pages 193-204, June.
    4. 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.
    5. Ahsan Akbar & Minhas Akbar & Wenjin Tang & Muhammad Azeem Qureshi, 2019. "Is Bankruptcy Risk Tied to Corporate Life-Cycle? Evidence from Pakistan," Sustainability, MDPI, vol. 11(3), pages 1-22, January.
    6. Danny Miller & Peter H. Friesen, 1984. "A Longitudinal Study of the Corporate Life Cycle," Management Science, INFORMS, vol. 30(10), pages 1161-1183, October.
    7. Pierre-Olivier Gourinchas & Ṣebnem Kalemli-Özcan & Veronika Penciakova & Nick Sander, 2020. "COVID-19 and SME Failures," FRB Atlanta Working Paper 2020-21, Federal Reserve Bank of Atlanta.
    8. David Homola & Marie Pasekova, 2020. "Factors influencing true and fair view when preparing financial statements under IFRS: evidence from the Czech Republic," Equilibrium. Quarterly Journal of Economics and Economic Policy, Institute of Economic Research, vol. 15(3), pages 595-611, September.
    9. Dechow, Patricia M., 1994. "Accounting earnings and cash flows as measures of firm performance : The role of accounting accruals," Journal of Accounting and Economics, Elsevier, vol. 18(1), pages 3-42, July.
    10. Mitchell A. Petersen, 2009. "Estimating Standard Errors in Finance Panel Data Sets: Comparing Approaches," The Review of Financial Studies, Society for Financial Studies, vol. 22(1), pages 435-480, January.
    11. Gökberk Can, 2020. "Do Life-Cycles Affect Financial Reporting Quality? Evidence from Emerging Market," Cogent Business & Management, Taylor & Francis Journals, vol. 7(1), pages 1854147-185, January.
    12. Lucia Svabova & Katarina Kramarova & Jan Chutka & Lenka Strakova, 2020. "Detecting earnings manipulation and fraudulent financial reporting in Slovakia," Oeconomia Copernicana, Institute of Economic Research, vol. 11(3), pages 485-508, September.
    13. 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.
    14. 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.
    15. Xia Chen & Qiang Cheng & Ying Hao & Qiang Liu, 2020. "GDP growth incentives and earnings management: evidence from China," Review of Accounting Studies, Springer, vol. 25(3), pages 1002-1039, September.
    16. 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.
    17. Philippe Jardin & David Veganzones & Eric Séverin, 2019. "Forecasting Corporate Bankruptcy Using Accrual-Based Models," Computational Economics, Springer;Society for Computational Economics, vol. 54(1), pages 7-43, June.
    18. Minhas Akbar & Ahsan Akbar & Petra Maresova & Minghui Yang & Hafiz Muhammad Arshad, 2020. "Unraveling the Bankruptcy Risk‒Return Paradox across the Corporate Life Cycle," Sustainability, MDPI, vol. 12(9), pages 1-19, April.
    19. Jovanovic, Boyan, 1982. "Selection and the Evolution of Industry," Econometrica, Econometric Society, vol. 50(3), pages 649-670, May.
    20. David Burgstahler & Elizabeth Chuk, 2017. "What Have We Learned About Earnings Management? Integrating Discontinuity Evidence," Contemporary Accounting Research, John Wiley & Sons, vol. 34(2), pages 726-749, June.
    21. Gaver, Jennifer J. & Gaver, Kenneth M., 1993. "Additional evidence on the association between the investment opportunity set and corporate financing, dividend, and compensation policies," Journal of Accounting and Economics, Elsevier, vol. 16(1-3), pages 125-160, April.
    22. Jones, Jj, 1991. "Earnings Management During Import Relief Investigations," Journal of Accounting Research, Wiley Blackwell, vol. 29(2), pages 193-228.
    23. 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.
    24. Zhaoyang Gu & Chi-Wen Lee & Joshua Rosett, 2005. "What Determines the Variability of Accounting Accruals?," Review of Quantitative Finance and Accounting, Springer, vol. 24(3), pages 313-334, May.
    25. Kasznik, R, 1999. "On the association between voluntary disclosure and earnings management," Journal of Accounting Research, Wiley Blackwell, vol. 37(1), pages 57-81.
    26. Beaver, Wh, 1966. "Financial Ratios As Predictors Of Failure - Reply," Journal of Accounting Research, Wiley Blackwell, vol. 4, pages 123-127.
    27. 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.
    28. Malcolm Smith & Jo‐anne Kestel & Peter Robinson, 2001. "Economic Recession, Corporate Distress and Income Increasing Accounting Policy Choice," Accounting Forum, Taylor & Francis Journals, vol. 25(4), pages 334-352, December.
    29. Tomasz Sosnowski, 2017. "Earnings management and the floatation structure: empirical evidence from Polish IPOs," Equilibrium. Quarterly Journal of Economics and Economic Policy, Institute of Economic Research, vol. 12(4), pages 693-709, December.
    30. Iatridis, George & Kadorinis, George, 2009. "Earnings management and firm financial motives: A financial investigation of UK listed firms," International Review of Financial Analysis, Elsevier, vol. 18(4), pages 164-173, September.
    31. Dickinson, Victoria & Kassa, Haimanot & Schaberl, Philipp D., 2018. "What information matters to investors at different stages of a firm's life cycle?," Advances in accounting, Elsevier, vol. 42(C), pages 22-33.
    32. Lin Tian & Liang Han & Song Zhang, 2015. "Business Life Cycle and Capital Structure: Evidence from Chinese Manufacturing Firms," China & World Economy, Institute of World Economics and Politics, Chinese Academy of Social Sciences, vol. 23(2), pages 22-39, March.
    33. Stavros Degiannakis & George Giannopoulos & Salma Ibrahim & Ivana Rozic, 2019. "Earnings management to avoid losses and earnings declines in Croatia," International Journal of Computational Economics and Econometrics, Inderscience Enterprises Ltd, vol. 9(3), pages 219-238.
    34. 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.
    35. Moores, Ken & Yuen, Susana, 2001. "Management accounting systems and organizational configuration: a life-cycle perspective," Accounting, Organizations and Society, Elsevier, vol. 26(4-5), pages 351-389.
    36. 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.
    37. Beaver, Wh, 1966. "Financial Ratios As Predictors Of Failure," Journal of Accounting Research, Wiley Blackwell, vol. 4, pages 71-111.
    38. Abu Amin & Blake Bowler & Mostafa Monzur Hasan & Gerald L. Lobo & Jiri Tresl, 2020. "Firm Life Cycle and Cost of Debt," CERGE-EI Working Papers wp665, The Center for Economic Research and Graduate Education - Economics Institute, Prague.
    39. Ahsan Habib & Mostafa Monzur Hasan, 2017. "Firm life cycle, corporate risk-taking and investor sentiment," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 57(2), pages 465-497, June.
    40. Campa, Domenico & Camacho-Miñano, María-del-Mar, 2015. "The impact of SME’s pre-bankruptcy financial distress on earnings management tools," International Review of Financial Analysis, Elsevier, vol. 42(C), pages 222-234.
    41. Brzeszczyński Janusz & Gajdka Jerzy & Schabek Tomasz, 2011. "Earnings Management in Polish Companies," Comparative Economic Research, Sciendo, vol. 14(3), pages 137-150, January.
    42. Delcoure, Natalya, 2007. "The determinants of capital structure in transitional economies," International Review of Economics & Finance, Elsevier, vol. 16(3), pages 400-415.
    43. Tomasz Sosnowski, 2017. "Earnings Management and the Floatation Structure: Empirical Evidence from Polish IPOs," Working Papers 119/2017, Institute of Economic Research, revised May 2017.
    44. Rusmin Rusmin, 2010. "Auditor quality and earnings management: Singaporean evidence," Managerial Auditing Journal, Emerald Group Publishing, vol. 25(7), pages 618-638, July.
    45. Joanna Lizińska & Leszek Czapiewski, 2018. "Towards Economic Corporate Sustainability in Reporting: What Does Earnings Management around Equity Offerings Mean for Long-Term Performance?," Sustainability, MDPI, vol. 10(12), pages 1-23, November.
    46. Anthony, Joseph H. & Ramesh, K., 1992. "Association between accounting performance measures and stock prices : A test of the life cycle hypothesis," Journal of Accounting and Economics, Elsevier, vol. 15(2-3), pages 203-227, August.
    47. Cherkasova Victoria & Rasadi Daryush, 2017. "Earnings Quality and Investment Efficiency: Evidence from Eastern Europe," Review of Economic Perspectives, Sciendo, vol. 17(4), pages 441-468, December.
    48. Paul Hribar & Nir Yehuda, 2015. "The Mispricing of Cash Flows and Accruals at Different Life†Cycle Stages," Contemporary Accounting Research, John Wiley & Sons, vol. 32(3), pages 1053-1072, September.
    49. Tomasz Sosnowski, 2018. "Earnings management in the private equity divestment process on Warsaw Stock Exchange," Equilibrium. Quarterly Journal of Economics and Economic Policy, Institute of Economic Research, vol. 13(4), pages 689-705, December.
    50. Aleksey Oshchepkov & Anna Shirokanova, 2020. "Multilevel Modeling For Economists: Why, When And How," HSE Working papers WP BRP 233/EC/2020, National Research University Higher School of Economics.
    51. Andreas Charitou & Neophytos Lambertides & Lenos Trigeorgis, 2011. "Distress Risk, Growth and Earnings Quality," Abacus, Accounting Foundation, University of Sydney, vol. 47(2), pages 158-181, June.
    52. Birger Wernerfelt, 1985. "The Dynamics of Prices and Market Shares Over the Product Life Cycle," Management Science, INFORMS, vol. 31(8), pages 928-939, August.
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    Keywords

    earnings management; corporate life cycle; cash flow pattern; bankruptcy;
    All these keywords.

    JEL classification:

    • G31 - Financial Economics - - Corporate Finance and Governance - - - Capital Budgeting; Fixed Investment and Inventory Studies
    • G32 - Financial Economics - - Corporate Finance and Governance - - - Financing Policy; Financial Risk and Risk Management; Capital and Ownership Structure; Value of Firms; Goodwill

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