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Appraisal of earnings management across the sectors

    Pavol Durana   Affiliation
    ; Katarina Valaskova   Affiliation
    ; Anna Siekelova   Affiliation
    ; Lucia Michalkova   Affiliation

Abstract

Financial managers intentionally use the legal manipulation of earnings to the business development. Earnings management is a widespread business finance phenomenon. The approaches and the ways of this practice are marked by many parallels. The main target of the article is to show the clusters with the close approach of the enterprises to the earnings manipulation and demonstrate hidden relations of the earnings management between sectors in the Visegrad Group. The study estimates the earnings management by the Modified Jones model. 52,545 discretionary accruals are computed for Slovak, Czech, Hungarian, and Polish enterprises for 5-year horizon in 19 sectors classified by the NACE. The clusters of close practices of the earnings management are identified based on principal component analysis and cluster analysis in every country of Visegrad Four. Moreover, the results detect the dependences between sectors in the region and the specificity of the sectors.

Keyword : business finance, cluster analysis, discretionary accrual, earnings management, PCA, Visegrad Four

How to Cite
Durana, P., Valaskova, K., Siekelova, A., & Michalkova, L. (2022). Appraisal of earnings management across the sectors. Journal of Business Economics and Management, 23(2), 399–425. https://doi.org/10.3846/jbem.2022.16563
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Mar 18, 2022
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This work is licensed under a Creative Commons Attribution 4.0 International License.

References

Ajaz Khan, K., Cera, G., & Netek, V. (2019). Perception of the selected business environment aspects by service firms. Journal of Tourism and Services, 10(19), 111–127. https://doi.org/10.29036/jots.v10i19.115

Angelova, G., Parvanov, P., Krasteva, N., & Krastev, V. (2017). Sustainability in tourism cadre training and selection in Bulgaria. Revista Inclusiones, 4(3), 144–156.

Belas, J., Amoah, J., Petrakova, Z., Kliuchnikava, Y., & Bilan, Y. (2020). Selected factors of SMEs management in the service sector. Journal of Tourism and Services, 21(11), 129–146. https://doi.org/10.29036/jots.v11i21.215

Beneish, M. D. (1997). Detecting GAAP violation: Implications for assessing earnings management among firms with extreme financial performance. Journal of Accounting and Policy, 16(3), 271–309. https://doi.org/10.1016/S0278-4254(97)00023-9

Bereskin, F. L., Hsu, P. H., & Rotenberg, W. (2018). The real effects of real earnings management: Evidence from innovation. Contemporary Accounting Research, 35(1), 525–557. https://doi.org/10.1111/1911-3846.12376

Bilan, Y., & Jurickova, V. (2021). Detection of earnings management by different models. SHS Web of Conferences, 92, 02005. https://doi.org/10.1051/shsconf/20219202005

Blazek, R. (2021). Creative accounting as a global tool for tax optimization. SHS Web of Conferences, 92, 02007. https://doi.org/10.1051/shsconf/20219202007

Cepel, M. (2019). Social and cultural factors and their impact on the quality of business environment in the SME segment. International Journal of Entrepreneurial Knowledge, 7(1), 65–73. https://doi.org/10.2478/ijek-2019-0005

Collins, D. W., Pungaliya, R. S., & Vijh, A. M. (2017). The effects of firm growth and model specification choices on tests of earnings management in quarterly settings. The Accounting Review, 92(2), 69–100. https://doi.org/10.2308/accr-51551

Connolly-Barker, M., Gregova, E., Dengov, V. V., & Podhorska, I. (2020). Internet of things sensing networks, deep learning-enabled smart process planning, and big data-driven innovation in cyber-physical system-based manufacturing. Economics, Management, and Financial Markets, 15(2), 23–29. https://doi.org/10.22381/EMFM15220203

Dechow, P. M., Sloan, R. G., & Sweeney, A. (1995). Detecting earnings management. Accounting Review, 70(2), 193–225.

Donatella, P., Haraldsson, M., & Tagesson, T. (2019). Do audit firm and audit costs/fees influence earnings management in Swedish municipalities? International Review of Administrative Sciences, 85(4), 673–691. https://doi.org/10.1177/0020852317748730

Durana, P., Valaskova, K., Chlebikova, D., Krastev, V., & Atanasova, I. (2020). Heads and tails of earnings management: Quantitative analysis in emerging countries. Risks, 8(2), 57. https://doi.org/10.3390/risks8020057

Durica, M., & Svabova, L. (2021). Cluster analysis of the economic activity of Slovak companies regarding potential indicators of earnings management. SHS Web of Conferences, 92, 07018. https://doi.org/10.1051/shsconf/20219207018

Filipovic, I., Susak, T., & Krvavac, B. (2020). Effect of non-audit services provision on the relationship between going concern issue emphasis and earnings management. Ekonomska Misao i Praksa-Economic Thought and Practice, 29(2), 393–407. https://doi.org/10.17818/EMIP/2020/2.4

Gavurova, B., Belas, J., Zvarikova, K., Rigelsky, M., & Ivankova, V. (2021a). The effect of education and R&D on tourism spending in OECD countries: An empirical study. Amfiteatru Economic, 23(58), 806–823. https://doi.org/10.24818/EA/2021/58/806

Gavurova, B., Privara, A., Janikova, J., & Kovac, V. (2021b). Quantification of tourism sector parameters related to competitiveness of countries according to macroeconomic indicators. Journal of Competitiveness, 13(3), 56–72. https://doi.org/10.7441/joc.2021.03.04

Grabusts, P. (2011). The choice of metrics for clustering algorithms. Environment, Technologies, Resources, 2, 70–76. https://doi.org/10.17770/etr2011vol2.973

Grofcikova, J. (2020). Impact of selected determinants of corporate governance on financial performance of companies. Ekonomicko-manazerske spektrum, 14(2), 12–23. https://doi.org/10.26552/ems.2020.2.12-23

Haga, J., Huhtamaki, F., & Sundvik, D. (2019). Long-term orientation and earnings management strategies. Journal of International Accounting Research, 18(3), 97–119. https://doi.org/10.2308/jiar-52501

Hussain, A., Akbar, M., Kaleem Khan, M., Akbar, A., Panait, M., & Catalin Voica, M. (2020). When does earnings management matter? Evidence across the corporate life cycle for non-financial Chinese listed companies. Journal of Risk and Financial Management, 13(12), 313. https://doi.org/10.3390/jrfm13120313

Irwandi, S. A., & Pamungkas, I. D. (2020). Determinants of financial reporting quality: Evidence from Indonesia. Journal of International Studies, 13(2), 25–33. https://doi.org/10.14254/2071-8330.2020/13-2/2

Jackson, A. B. (2018). Discretionary accruals: Earnings management... or not? Abacus, 54(2), 136–153. https://doi.org/10.1111/abac.12117

Kadhim, S. C., Hasan, H. F., & Khalbas, H. N. (2020). The effect of business diversity on the relation between profit sustainability, real earnings management and commercial credit in companies of securities and exchange organization of Iraq. Industrial Engineering & Management Systems, 19(4), 908–915. https://doi.org/10.7232/iems.2020.19.4.908

Khanh, M. T. H., & Thu, P. A. (2019). The effect of financial leverage on real and accrual-based earnings management in Vietnamese firms. Economics and Sociology, 12(4), 299–312. https://doi.org/10.14254/2071-789X.2019/12-4/18

Kim, J., Kim, Y., & Zhou, J. (2017). Languages and earnings management. Journal of Accounting and Economics, 63(2–3), 288–306. https://doi.org/10.1016/j.jacceco.2017.04.001

Kjærland, F., Haugdal, A. T., Sondergaard, A., & Vagslid, A. (2020). Corporate governance and earnings management in a Nordic perspective: Evidence from the Oslo stock exchange. Journal of Risk and Financial Management, 13(11), 256. https://doi.org/10.3390/jrfm13110256

Kliestik, T., Belas, J., Valaskova, K., Nica, E., & Durana, P. (2020a). Earnings management in V4 countries: The evidence of earnings smoothing and inflating. Economic Research-Ekonomska Istraživanja, 1–19. https://doi.org/10.1080/1331677X.2020.1831944

Kliestik, T., Valaskova, K., Nica, E., Kovacova, M., & Lazaroiu, G. (2020b). Advanced methods of earnings management: Monotonic trends and change-points under spotlight in the Visegrad countries? Oeconomia Copernicana, 11(2), 371–400. https://doi.org/10.24136/oc.2020.016

Kot, S., & Rajiani, I. (2020). Testing and identifying variable dependency through the Fisher exact test in central Europe enterprises. Ekonomicko-manazerske spektrum, 14(1), 10–18. https://doi.org/10.26552/ems.2020.1.10-18

Kramarova, K. (2021). Transfer pricing and controlled transactions in connection with earnings management and tax avoidance. SHS Web of Conferences, 92, 02031. https://doi.org/10.1051/shsconf/20219202031

Kundelis, E, & Legenzova, R. (2019). Assessing impact of base erosion and profit shifting on performance of subsidiaries of multinational corporations in Baltic countries. Equilibrium – Quarterly Journal of Economics and Economic Policy, 14(2), 277–293. https://doi.org/10.24136/eq.2019.013

Li, S., & Zhang, Y. T. (2020). Managerial political spending choice and earnings management. Review of Pacific Basin Financial Markets and Policies, 23(04), 2050035. https://doi.org/10.1142/S0219091520500356

Liu, M., Shi, Y., Wilson, C., & Wu, Z. (2017). Does family involvement explain why corporate social responsibility affects earnings management? Journal of Business Research, 75, 8–16. https://doi.org/10.1016/j.jbusres.2017.02.001

Lizinska, J., & Czapiewski, L. (2018). Towards economic corporate sustainability in reporting: What does earnings management around equity offerings mean for long-term performance? Sustainability, 10(12), 4349. https://doi.org/10.3390/su10124349

Lo, K., Ramos, F., & Rogo, R. (2017). Earnings management and annual report readability. Journal of Accounting and Economics, 63(1), 1–25. https://doi.org/10.1016/j.jacceco.2016.09.002

Metzker, Z., & Siekelova, A. (2021). Explanatory power of earnings management models. SHS Web of Conferences, 92, 02041. https://doi.org/10.1051/shsconf/20219202041

Michalkova, L. (2021). Earnings quality and accruals over company´s life cycle. SHS Web of Conferences, 92, 02043. https://doi.org/10.1051/shsconf/2021920204

Neifar, S., & Utz, S. (2019). The effect of earnings management and tax aggressiveness on shareholder wealth and stock price crash risk of German companies. Journal of Applied Accounting Research, 20(1), 94–119. https://doi.org/10.1108/JAAR-11-2016-0106

Nica, E., Janoskova, K., & Kovacova, M. (2020). Smart connected sensors, industrial big data, and real-time process monitoring in cyber-physical system-based manufacturing. Journal of Self-Governance and Management Economics, 8(4), 29–38. https://doi.org/10.22381/JSME8420203

Nikulin, E., & Downing, J. (2020). Loan-loss provisions, earnings management, and capital management by Russian banks: The impact of changes in banking regulation and oversight. Eurasian Business Review, 1–19. https://doi.org/10.1007/s40821-020-00163-9

Nikulin, E. D., Sviridov, A. A., & Smirnov, M. V. (2020). The relationship of board of directors, audit committee and earnings management: Analysis of Russian public companies. Rossiiskii Zhurnal Menedzhmenta-Russian Management Journal, 18(2), 189–216. https://doi.org/10.21638/spbu18.2020.203

Orazalin, N., & Akhmetzhanov, R. (2019). Earnings management, audit quality, and cost of debt: Evidence from a Central Asian economy. Managerial Auditing Journal, 4(6), 696–721. https://doi.org/10.1108/MAJ-12-2017-1730

Pajuste, A., Poriete, E., & Novickis, R. (2020). Management reporting complexity and earnings management: Evidence from the Baltic markets. Baltic Journal of Management, 16(1), 47–69. https://doi.org/10.1108/bjm-01-2020-0019

Paskaleva, M., & Stoykova, A. (2021). Globalization effects on contagion risks in financial markets. Ekonomicko-manazerske spektrum, 15(1), 38–54. https://doi.org/10.26552/ems.2021.1.38-54

Pavlovic, V., Knezevic, G., & Bojicic, R. (2019). Does board of director’s age impact earnings management in agriculture? Case of Serbian agricultural sector. Custos E Agronegocio on Line, 15(1), 254–272.

Pisar, P., & Bilkova, D. (2019). Controlling as a tool for SME management with an emphasis on innovations in the context of Industry 4.0. Equilibrium – Quarterly Journal of Economics and Economic Policy, 14(4), 763–785. https://doi.org/10.24136/eq.2019.035

Pisar, P., & Mazo, M. E. (2020). Controlling, communication and corporate culture – the opportunity for SMEs. Economics and Sociology, 13(3), 113–132. https://doi.org/10.14254/2071-789X.2020/13-3/8

Podhorska, I., Vrbka, J., Lazaroiu, G., & Kovacova, M. (2020). Innovations in financial management: Recursive prediction model based on decision trees. Marketing and Management of Innovations, 3, 276–292. https://doi.org/0.21272/mmi.2020.3-20

Putri, A. V., & Prasetyo, K. (2020). The Effect of good corporate governance mechanism on earnings management in Lq-45 companies. Contemporary Economics, 14(4), 542.

Richardson, M. (2009). Principal component analysis. 1–23. http://aurora.troja.mff.cuni.cz/nemec/idl/09bonus/pca.pdf

Sadiq, M., Pantamee, A. A., Mohamad, S., Aldeehani, M. T., & Ady, S. U. (2020). Corporate governance and earnings management: Evidence from listed non-financial firms. Polish Journal of Management Studies, 22(2), 456–469. https://doi.org/10.17512/pjms.2020.22.2.30

Salehi, M., Mahmoudabadi, M., & Adibian, M. S. (2018). The relationship between managerial entrenchment, earnings management and firm innovation. International Journal of Productivity and Performance Management, 67(9), 2089–2107. https://doi.org/10.1108/IJPPM-03-2018-0097

Saona, P., & Muro, L. (2018). Firm-and country-level attributes as determinants of earnings management: An analysis for Latin American firms. Emerging Markets Finance and Trade, 54(12), 2736–2764. https://doi.org/10.1080/1540496X.2017.1410127

Savov, R., Cheben, J., Lancaric, D., & Serences, R. (2017). MBNQA approach in quality management supporting sustainable business performance in agribusiness. Amfiteatru Economic Journal, 19(44), 10–27. https://doi.org/10419/169054

Setyoputri, L. S., & Mardijuwono, A. W. (2020). The impact of firm attributes on earnings management. Polish Journal of Management Studies, 22(1), 502–512. https://doi.org/10.17512/pjms.2020.22.2.30

Siekelova, A., Kovacova, M., Adamko, P., & Stehel, V. (2019). Profit management as an instrument for SMEs developing: the case for Slovakia. Marketing and Management of Innovations, 3, 285–296. https://doi.org/10.21272/mmi.2019.3-22

Sosnowski, T. (2018). Earnings management in the private equity divestment process on Warsaw Stock Exchange. Equilibrium. Quarterly Journal of Economics and Economic Policy, 13(4), 689–705. https://doi.org/10.24136/eq.2018.033

Sosnowski, T. (2021). The credibility of earnings announced by new stock companies: Accrual and real earnings management. Equilibrium. Quarterly Journal of Economics and Economic Policy, 16(3), 661–677. https://doi.org/10.24136/eq.2021.024

Sosnowski, T., & Wawryszuk-Misztal, A. (2019). Diversity on management and supervisory board and accuracy of management earnings forecasts in IPO prospectuses. Ekonomia i Prawo. Economics and Law, 18(3), 347–363. https://doi.org/10.12775/Ei2019.024

Stefko, R., Bacik, R., Fedorko, R., Olearova, M., & Rigelsky, M. 2019. Analysis of consumer preferences related to the use of digital devices in the e-commerce dimension. Entrepreneurship and Sustainability Issues, 7(1), 25–33. https://doi.org/10.9770/jesi.2019.7.1(2)

Stefko, R., Fedorko, R., Bacik, R., Rigelsky, M., & Olearova, M. (2020). Effect of service quality assessment on perception of TOP hotels in terms of sentiment polarity in the Visegrad group countries. Oeconomia Copernicana, 11(4), 721–742. https://doi.org/10.24136/oc.2020.029

Strakova, L. (2020). Earnings management in global background. SHS Web of Conferences, 74, 01032. https://doi.org/10.1051/shsconf/20207401032

Sumiyana, S. (2020). Different characteristics of the aggregate of accounting earnings between developed and developing countries: Evidence for predicting future GDP. Journal of International Studies, 13(1), 58–80. https://doi.org/10.14254/2071-8330.2020/13-1/4

Susak, T. (2020).The effect of regulatory changes on relationship between earnings management and financial reporting timeliness: The case of COVID-19 pandemic. Zbornik radova Ekonomskog fakulteta u Rijeci: časopis za ekonomsku teoriju i praksu, 38(2), 453–473. https://doi.org/10.18045/zbefri.2020.2.453

Susanto, Y. K., Pirzada, K., & Adrianne, S. (2019). Is tax aggressiveness an indicator of earnings management? Polish Journal of Management Studies, 20(2), 516–257. https://doi.org/10.17512/pjms.2019.20.2.43

Svabova, L., Kramarova, K., Chutka, J., & Strakova, L. (2020). Detecting earnings manipulation and fraudulent financial reporting in Slovakia. Oeconomia Copernicana, 11(3), 485–508. https://doi.org/10.24136/oc.2020.020

Tran, Q. T., Lam, T. T., & Luu, C. D. (2020). Corporate governance and earnings management: A study of Vietnamese listed banks. The Journal of Asian Finance, Economics, and Business, 7(12), 389–395. https://doi.org/10.13106/jafeb.2020.vol7.no12.389

Valaskova, K., Gavurova, B., Durana, P., & Kovacova, M. (2020). Alter ego only four times? The case study of business profits in the Visegrad group. E+M Ekonomie a Management, 23(3), 101–119. https://doi.org/10.15240/tul/001/2020-3-007

Virglerova, Z., Conte, F., Amoah, J., & Massaro, M. R. (2020). The perception of legal risk and its impact on the business of SMEs. International Journal of Entrepreneurial Knowledge, 8(2), 1–13. https://doi.org/10.37335/ijek.v8i2.115

Wierzchon, S. T., & Klopotek, M. A. (2018). Cluster analysis. In Studies in Big Data: Vol. 34. Modern algorithms of cluster analysis (pp. 9–66). Springer, Cham. https://doi.org/10.1007/978-3-319-69308-8_2