EARNINGS SMOOTHING OR FINANCIAL MANIPULATION? AN EMPIRICAL INVESTIGATION OF REVENUES RECLASSIFICATION USING EXPECTED REVENUE MODEL
DOI:
https://doi.org/10.37435/nbr.v7i1.110Keywords:
Earnings Management, Expected Revenue Model, Classification Shifting, Accruals Management, Real Activity ManagementAbstract
Purpose: This study aims to identify red flags indicating the prevalence of earnings management in a politically influential and financially volatile industry susceptible to economic biases and government intervention.
Design/Methodology: By operationalizing an expected revenue model, this quantitative study provides empirical evidence of earnings manipulation in Pakistan's sugar sector, using an unbalanced panel of 168 observations over six years (2018–2023) from firms listed on the Pakistan Stock Exchange (PSX).
Findings: The results of dynamic regression models based on the expected revenue approach reveal a positive and significant intercept term, indicating that a substantial portion of firms reported operating revenues remain unexplained.
Theoretical/Practical/Social Implications: The findings have important implications for investors, regulators, and auditors in Pakistan’s sugar sector, enhancing understanding of earnings management practices and their potential consequences.
Originality/Value: Using a novel approach, this study contributes to the literature by providing empirical evidence of earnings manipulation through expected revenue model in a developing-country context.
References
Ali, K., Arslan, H. M., Mubeen, M., Azeem, H., Zhen-Yu, Z., Yushi, J., & Miao, M. (2024). From reporting to responsibility: investigating the influence of sustainability disclosure on earnings management. Environment, Development and Sustainability, 1-34.
Alberg, J., & Lipton, Z. C. (2017). Improving factor-based quantitative investing by forecasting company fundamentals. arXiv preprint arXiv:1711.04837.
Alzahrani, A. (2019). The Effects of Real Earnings Management on the Profitability of the Company. Asian Journal of Humanities and Social Studies, 7(6). https://doi.org/10.24203/ajhss.v7i6.5905
Al-Haddad, L., Gerged, A., & Saidat, Z. (2019). Managing earnings using classification shifting: Novel evidence from Jordan. Academy of Accounting and Financial Studies Journal, 23(2).
Anagnostopoulou, S. C., & Malikov, K. T. (2024). The real consequences of classification shifting: Evidence from the efficiency of corporate investment. European Accounting Review, 33(4), 1549-1577.
Antara, I. M. Y., & Suryantini, N. P. S. (2019). Pengaruh Rasio Pasar Terhadap Return Saham Pada Saham Lq-45 Di Bursa Efek Indonesia. E-Jurnal Manajemen Universitas Udayana, 8(9), 5507. https://doi.org/10.24843/ejmunud.2019.v08.i09.p08
Archibald, TR. (1967). The return to straight-line depreciation: An analysis of a change in accounting method. Journal of Accounting Research, 5, 164 -180.
Asiri, B. K. (2015). How investors perceive financial ratios at different growth opportunities and financial leverages. Journal of Business Studies Quarterly, 6(3), 1.
Asim, A., & Ismail, A. (2019). Impact of Leverage on Earning Management: Empirical Evidence from the Manufacturing Sector of Pakistan. Journal of Finance and Accounting Research, 1(1), 70. https://doi.org/10.32350/jfar.0101.05
Azizah, N., Riwajanti, N. İ., Eltivia, N., & Efendi, A. (2021). Analyzing the Pandemic Effect on Time series Prediction of Demand and Sales Manufacturing Product. Advances in Economics, Business and Management Research. https://doi.org/10.2991/aebmr.k.210717.052
Banker, R. D., & Chen, L. (2006). Predicting earnings using a model based on cost variability and cost stickiness. The accounting review, 81(2), 285-307.
Bansal, M. (2021). Impact of corporate life cycle on misclassification practices: evidence from IFRS adoption in India. Journal of Applied Accounting Research, 23(3), 628-649.
Bansal, M. (2024). Earnings management: a three-decade analysis and future prospects. Journal of Accounting Literature, 46(4), 630-670.
Beaver, W. H., & Ryan, S. G. (2000). Biases and lags in book value and their effects on the ability of the book-to-market ratio to predict book return on equity. Journal of accounting research, 38(1), 127-148.
Begley, J., & Feltham, G. A. (2002). The relation between market values, earnings forecasts, and reported earnings. Contemporary Accounting Research, 19(1), 1-48.
Beidleman, CR. (1973). Income Smoothing: The Role of Management. The Accounting Review, 48 (4), 653-667.
Bernard, V. L. (1994). Accounting-based valuation methods, determinants of market-to-book ratios, and implications for financial statement analysis
Binda, J., & Qadir, A. (2024). Unraveling the controversy: Assessing the role of accounting theories in defining accounting tenets. Scientific Journal of Bielsko-Biala School of Finance and Law, 28(1), 62-68.
Boahen, E. O., & Mamatzakis, E. C. (2025). The impact of interaction between religion and legal environment on expense misclassification and real activities: international evidence. Asian Review of Accounting, 33(2), 250-290.
Chang, K., Kim, Y. S., Li, Y., & Park, J. C. (2022). Labor unions and real earnings management. Journal of Corporate Finance, 75, 102242.
Chavan, S., Panchal, S., Sawant, T., & Shinde, J. (2020). Predicting Online Product Sales using Machine Learning. International Journal of Engineering Research, 4. https://doi.org/10.17577/ijertv9is040708
Chen, P. F., & Zhang, G. (2002). The roles of earnings and book value in equity valuation: a real options based analysis. Available at SSRN 311800.
Cheng, Q. (2005). The role of analysts’ forecasts in accounting-based valuation: A critical evaluation. Review of Accounting Studies, 10, 5-31.
Christiana, I. (2020). FINANCIAL RATIO IN THE ANALYSIS OF EARNINGS MANAGEMENT. International Journal of Accounting & Finance in Asia Pasific, 3(1), 8.
Cohen, D. A., Dey, A., & Lys, T. Z. (2008). Real and accrual‐based earnings management in the pre‐and post‐Sarbanes‐Oxley periods. The accounting review, 83(3), 757-787.
Copeland, RM. (1968). Income Smoothing: Empirical Research in Accounting: Selected Studies. Journal of Accounting Research, 6, 101-116.
Davis, F., & Khadivar, H. (2024). Accrual and real earnings management by rumored takeover targets. International Review of Financial Analysis, 92, 103105.
Dechow, P. M., Sloan, R. G., & Sweeney, A. P. (1995). Detecting earnings management. Accounting review, 193-225.
Donnelly, R. (2014). The book-to-market ratio, optimism and valuation. Journal of Behavioral and Experimental Finance, 4, 14-24.
Durana, P., Valaskova, K., Siekelova, A., & Michalkova, L. (2022). Appraisal of earnings management across the sectors. Journal of Business Economics and Management (JBEM), 23(2), 399-425.
Harymawan, I., & Nurillah, D. (2017). Do Reputable Companies Produce a High Quality of Financial Statements? Asian Journal of Accounting Research, 2(2), 1.
Hidayat, W. W. (2022). The effect of leverage and liquidity on the value of the firm with age as a moderating variable on companies in Indonesia. Jurnal Ekonomi MODERNISASI, 18(2), 264.
Hsiao, C. (2022). Analysis of panel data. Cambridge university press.
Hsieh, S. J., Su, Y., & Chang, C. C. A. (2021). The role of discretionary pension accruals in earnings management. Journal of Applied Accounting Research, 22(1), 1-21.
Farhan, N. H. S., Tabash, M. I., & Yameen, M. (2020). The relationship between credit policy and firms’ profitability: empirical evidence from Indian pharmaceutical sector. Investment Management and Financial Innovations, 17(2), 146.
Fowler, D. (2023). Ethical Implications of Deceptive Earnings Management Practices. Business Ethics and Leadership, 7(3), 84. https://doi.org/10.61093/bel.7(3).84-96.2023
Franzoi, F., Mietzner, M., & Thelemann, F. (2021). The influence of family board involvement on earnings management. Corporate Ownership and Control, 18(2), 106.
Gahirwal, M. (2013). Inter Time Series Sales Forecasting. arXiv (Cornell University). https://doi.org/10.48550/arxiv.1303.0117
García‐Teruel, P. J., & Martínez‐Solano, P. (2010). A dynamic approach to accounts receivable: a study of Spanish SMEs. European Financial Management, 16(3), 400-421.
Giedt, J. Z. (2014). The Roles of Receivables and Deferred Revenues in Revenue Management. SSRN Electronic Journal. https://doi.org/10.2139/ssrn.2424848
Goel, S., & Kapoor, N. (2022). Is earnings management related to board independence and gender diversity? Sector-wise evidence from India. International Journal of Disclosure and Governance, 19(4), 363-373.
Gordon, MJ. (1964). Postulates, Principles and Research in Accounting. The Accounting Review, 39, 251-263.
Gordon, M. J., Horwitz, B. N., & Meyers, P. T. (1966). Accounting measurements and normal growth of the firm. Research in accounting measurement, 23(4), 223-241.
Greene, W. H. (2003). Econometric analysis. Pearson Education India.
Hepworth, SR. (1953). Smoothing periodic income. The Accounting Review, 28(1),32-39.
Iatridis, G. E., & Kadorinis, G. (2009). Earnings management and firm financial motives: A financial investigation of UK listed firms. International Review of Financial Analysis, 18(4), 164. https://doi.org/10.1016/j.irfa.2009.06.001
Ishak, R., Amran, N. A., & Manaf, K. B. A. (2018). Firm Characteristics and Financial Reporting Quality: The Moderating Role of Malaysian Corporate Governance Index. The Journal of Social Sciences Research, 924. https://doi.org/10.32861/jssr.spi6.924.932
Jan, C., & Ou, J. A. (2011). Negative-Book-Value Firms and Their Valuation. Accounting Horizons, 26(1), 91.
Jones, J. (1991). Earnings management during import relief investigations. Journal of Accounting Research, 29(2), 193-228.
Kateb, I. (2024). Reporting lag in the GCC region: exploring the nexus of earnings management and IFRS transition. International Journal of Accounting & Information Management, 32(4), 685-708.
Kannadhasan, M. (2008, February). Receivables Management in a Public Limited Company-A Case Study. In International Symposium on,“Management Research”, Bharathidasan Institute of Management, Trichy-Tamilnadu-India-February.
Koochakpour, K., & Tarokh, M. J. (2017). Designing sales budget forecasting and revision system by using optimisation methods. International Journal of Knowledge Engineering and Data Mining, 4(2), 93.
Kurniawati, A., & Panggabean, R. R. (2020). Firm Size, Financial Distress, Audit Quality, and Earnings Management of Banking Companies. Proceedings of the 1st Borobudur International Symposium on Humanities, Economics and Social Sciences (BIS-HESS 2019). https://doi.org/10.2991/assehr.k.200529.086
Lazich, Y. V., & Popova, I. N. (2022). Development of a Telecommunication Company’s Accounts Receivable Management System. In International Scientific and Practical Conference Strategy of Development of Regional Ecosystems “Education Science Industry”(ISPCR 2021) (pp. 265-270). Atlantis Press.
Lev, B., Li, S., & Sougiannis, T. (2010). The usefulness of accounting estimates for predicting cash flows and earnings. Review of Accounting Studies, 15, 779-807.
Lizińska, 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
Malikov, K., Manson, S., & Coakley, J. (2018). Earnings management using classification shifting of revenues. The British Accounting Review, 50(3), 291-305.
McVay, S. E. (2006). Earnings management using classification shifting: An examination of core earnings and special items. The accounting review, 81(3), 501-531.
Md Nasir, N. A., Che Nawi, N., Zainuddin, S. A., Musa, Z. K. C., & Jamil, A. (2024). The Alarming Shift from Earnings Management to Fraudulent Financial Reporting. In Board Diversity and Corporate Governance (pp. 455-465). Cham: Springer Nature Switzerland.
Nguyen, T. T. H., Ibrahim, S., & Giannopoulos, G. (2023). Detecting earnings management: a comparison of accrual and real earnings manipulation models. Journal of Applied Accounting Research, 24(2), 344-379.
Novy‐Marx, R. (2013). The other side of value: The gross profitability premium. Journal of Financial Economics, 108(1), 1. https://doi.org/10.1016/j.jfineco.2013.01.003
Olaoye, F. O., & Adeleke, M. T. (2021). Determinants of corporate social responsibility disclosure: a positive accounting theory approach. International Journal of Critical Accounting, 12(2), 91-106.
Putri, T. O. D. S. (2024). The Effect of Managing Receivables and Inventory on Profitability: A Case Study of a Multifinance Company in Medan. Jurnal Ekonomi, Bisnis & Entrepreneurship, 18(2), 415-426.
Rehman, A. U., Yaqub, A., Ahsan, T., & Rao, Z. U. R. (2024). Earnings management using classification shifting of revenues: evidence from Chinese-listed firms. Journal of Accounting in Emerging Economies, 14(5), 1061-1083.
Roychowdhury, S. (2006). Earnings management through real activities manipulation. Journal of accounting and economics, 42(3), 335-370.
Sah, G. G. (2022). Influence of account receivable management practices on the performance of small and medium scale enterprises. Technium Soc. Sci. J., 32, 376.
Salato, R., Gomes, P., & Ferreira, C. (2024). Accrual accounting in the public sector of emerging economies: Bibliometric analysis and future research. Public Money & Management, 44(5), 376-388.
Shah, S. Z. A., & Wan, F. (2024). Financial integration and earnings management: evidence from emerging markets. Journal of Applied Accounting Research, 25(2), 197-220
Simanjuntak, D. G., & Tjandrawinata, R. R. (2011). Factors Influencing Sales Revenue in the Multinational Pharmaceutical Companies. SSRN Electronic Journal.
Smaili, N., Arroyo, P., & Issa, F. A. (2022). The dark side of blockholder control: evidence from financial statement fraud cases. Journal of Financial Crime, 29(3), 816-835.
Song, Y. Y. (2012). Research on Accounts Receivable Control Problem in Stages. Advanced Materials Research, 629, 968. https://doi.org/10.4028/www.scientific.net/amr.629.968
Strakova, L. (2020). Earnings management in global background. SHS Web of Conferences, 74, 1032.
Subastian, L. U., Widagdo, A. K., & Setiawan, D. (2021). Related Party Transactions, Family Ownership, and Earnings Management in Indonesia. Jurnal Keuangan Dan Perbankan, 25(3), 688.
Tracy, T. C. (2024). How to read a financial report: wringing vital signs out of the numbers. John Wiley & Sons.
Utami, R. B., Nuzula, N. F., & Damayanti, C. R. (2019). The Effect of Earnings Quality on Financial Performance in Indonesia : is the State-Owned Bank better than Private Bank? Asia Pacific Management and Business Application, 8(2), 105.
Vernando, A., & Mustakini, J. H. (2025). Earnings and cash flow management using classification shifting: a bibliometric analysis and systematic literature review. International Journal of Accounting & Information Management.
Voon, J., & Ma, Y. C. (2024). Compensations, overconfidence and use of loan terms. International Journal of Managerial Finance, 20(3), 722-747.
White, GE. (1970). Discretionary accounting decisions and income normalization. Journal of Accounting Research, 8(2), 260-273.
Wang, X., & Zhao, X. (2018). Corporate Strategy and Earnings Management. Proceedings of the 2018 International Conference on Advances in Social Sciences and Sustainable Development (ASSSD 2018). https://doi.org/10.2991/asssd-18.2018.51
Xu, S. (2023). Comparison of Sales Prediction in Conventional Insights and Machine Learning Perspective. BCP Business & Management, 38, 1681.
Zalata, A. M., & Abdelfattah, T. (2021). Non-executive female directors and earnings management using classification shifting. Journal of Business Research, 134, 301-315.
Zha Giedt, J. (2018). Modelling receivables and deferred revenues to detect revenue management. Abacus, 54(2), 181-209.
Zhang, G. (2000). Accounting Information, Capital Investment Decisions, and Equity Valuation: Theory and Empirical Implications. Journal of Accounting Research, 38(2), 271.