Role of Diversification in Earnings Management: An Evidence from Pakistan’s Emerging Markets

Authors

DOI:

https://doi.org/10.32350/aar.61.05

Keywords:

accrual-earnings management, corporate diversification, geographic diversification, product diversification, real earnings management

Abstract

This study aimed to examine the nexus between corporate diversification and earnings manipulation. It considered how product and geographic diversifications (GDs) affect both types of earnings manipulations, such as accruals-based earnings manipulation and real-activities earnings manipulation in emerging markets. Agency theory, information asymmetry, and organizational complexity were utilized to explain the pivotal role of diversification in enhancing managerial discretion in financial reporting. The current study used panel data comprising 2,763 firm-year observations from non-financial firms that are listed on the Pakistan Stock Exchange (PSX). Fixed-effects regression analysis was employed to estimate the model. The results showed that both product and GD are positively related to earnings manipulation. The empirical evidence showed that diversified firms employ both accrual manipulation and real-activity manipulation, with GD having a more significant impact. The findings suggested that cross-border expansion is associated with greater organizational complexity and reporting opacity, which may reduce the effectiveness of monitoring mechanisms. This research added to the existing literature by incorporating all possible dimensions of diversification with both types of earnings manipulations in an emerging market. The empirical evidence also indicated that the complexities associated with diversification may be larger than its potential positive impacts on reporting quality. Therefore, these findings provided substantial implications for both investors and regulators. The policymakers should design additional mechanisms governing diversified firms to ensure higher levels of transparency in disclosures.

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Author Biographies

Qazi Muhammad Yasir Ayub, University of Haripur, Pakistan

PhD Scholar, Institute of Management Sciences, University of Haripur, Pakistan

Shiraz Khan, University of Haripur, Pakistan

Associate Professor, Institute of Management Sciences, The University of Haripur, Pakistan

Shujahat Haider Hashmi, National University of Sciences and Technology, Islamabad, Pakistan

Assistant Professor, Department of International Business and Marketing, NUST Business School, National University of Sciences and Technology, Islamabad, Pakistan

References

Adejumo, A., & Ogburie, C. (2025). Financial statement manipulation: Ethical and regulatory perspectives. GSC Advanced Research and Reviews, 22(3), 252–264. https://doi.org/10.30574/gscarr.2025.22.3.0087

Ado, A. B., Rashid, N., Mustapha, U. A., & Ademola, L. S. (2020). The financial determinants of earnings management and the profitability of listed companies in Nigeria. Journal of Critical Reviews, 7(9), 31–36. https://doi.org/10.31838/jcr.07.09.06

Ajay, R. (2024). Link between diversification strategies and earnings management: An empirical investigation of manufacturing firms. Afro-Asian Journal of Finance and Accounting, 14(4), 496–514. https://doi.org/10.1504/AAJFA.2024.139927

Alghemary, M., Al-Najjar, B., & Polovina, N. (2024). What do we know about real earnings management in the GCC? Journal of Accounting in Emerging Economies, 14(3), 659–691. https://doi.org/10.1108/JAEE-06-2023-0180

Alhadab, M., & Nguyen, T. (2018). Corporate diversification and accrual and real earnings management: A non-linear relationship. Review of Accounting and Finance, 17(2), 198–214. https://doi.org/10.1108/RAF-06-2016-0098

Amin, Q. A., & Cumming, D. (2021). Blockholders and real earnings management: The emerging markets context. Journal of International Financial Markets, Institutions and Money, 75, Article e101434. https://doi.org/10.1016/j.intfin.2021.101434

Anggara, A. A., Aryoko, Y. P., Dewandaru, R. O., Kharismasyah, A. Y., & Fatchan, I. N. (2025). Does maintaining resources, diversification, and internationalization matter for achieving high firm performance? A sustainable competitiveness strategy for China Taipei firms. Sustainability, 17(4), Article e1576. https://doi.org/10.3390/su17041576

Arellano, M., & Bover, O. (1995). Another look at the instrumental variable estimation of error-components models. Journal of Econometrics, 68(1), 29–51. https://doi.org/10.1016/0304-4076(94)01642-D

Attia, E. F., & Mehafdi, M. (2023). The dynamic endogeneity issue between corporate ownership structure and real-based earnings manipulation. Risks, 11(11), Article 189. https://doi.org/10.3390/risks11110189

Barton, J. (2001). Does the use of financial derivatives affect earnings management decisions? The Accounting Review, 76(1), 1–26. https://doi.org/10.2308/accr.2001.76.1.1

Berrill, J., Campa, D., & O’Hagan-Luff, M. (2021). Firm diversification and earnings management strategies: European evidence. International Review of Financial Analysis, 78, Article e101955. https://doi.org/10.1016/j.irfa.2021.101955

Blundell, R., & Bond, S. (1998). Initial conditions and moment restrictions in dynamic panel data models. Journal of Econometrics, 87(1), 115–143. https://doi.org/10.1016/S0304-4076(98)00009-8

Bui, T. H. (2024). Past, present, and future of earnings management research. Cogent Business & Management, 11(1), Article e2300517. https://doi.org/10.1080/23311975.2023.2300517

Bushman, R., Chen, Q., Engel, E., & Smith, A. (2004). Financial accounting information, organizational complexity and corporate governance systems. Journal of Accounting and Economics, 37(2), 167–201. https://doi.org/10.1016/j.jacceco.2003.09.005

Christensen, T. E., Huffman, A., Lewis-Western, M. F., & Scott, R. (2022). Accruals earnings management proxies: Prudent business decisions or earnings manipulation? Journal of Business Finance & Accounting, 49(3–4), 536–587. https://doi.org/10.1111/jbfa.12585

Claessens, S., Djankov, S., & Lang, L. H. P. (2000). The separation of ownership and control in East Asian corporations. Journal of Financial Economics, 58(1–2), 81–112. https://doi.org/10.1016/S0304-405X(00)00067-2

Dechow, P. M., Sloan, R. G., & Sweeney, A. P. (1995). Detecting earnings management. The Accounting Review, 70(2), 193–225. https://doi.org/10.2307/248303

Dechow, P., Ge, W., & Schrand, C. (2010). Understanding earnings quality: A review of the proxies, their determinants, and their consequences. Journal of Accounting and Economics, 50(2–3), 344–401. https://doi.org/10.1016/j.jacceco.2010.09.001

Denis, D. J., Denis, D. K., & Sarin, A. (1997). Agency problems, equity ownership, and corporate diversification. The Journal of Finance, 52(1), 135–160. https://doi.org/10.1111/j.1540-6261.1997.tb03811.x

Doidge, C., Karolyi, G. A., & Stulz, R. M. (2007). Why do countries matter so much for corporate governance? Journal of Financial Economics, 86(1), 1–39. https://doi.org/10.1016/j.jfineco.2006.09.002

El Mehdi, I. K., & Seboui, S. (2011). Corporate diversification and earnings management. Review of Accounting and Finance, 10(2), 176–196. https://doi.org/10.1108/14757701111129634

Fama, E. F., & French, K. R. (1992). The cross-section of expected stock returns. The Journal of Finance, 47(2), 427–465. https://doi.org/10.1111/j.1540-6261.1992.tb04398.x

Fan, J. P. H., Wong, T. J., & Zhang, T. (2007). Corporate governance and financial reform in China: Evidence from the split-share structure reform. Journal of Financial Economics, 84(2), 330–357. https://doi.org/10.1016/j.jfineco.2006.03.008

Farooqi, J., Harris, O., & Ngo, T. (2014). Corporate diversification, real activities manipulation, and firm value. Journal of Multinational Financial Management, 27, 130–151. https://doi.org/10.1016/j.mulfin.2014.06.010

Ghandour, D. A. M. (2026). Unravelling non-linear dynamics between earnings management, governance quality, and bank profitability: Evidence from emerging financial system. Cogent Business & Management, 13(1), Article 2658105. https://doi.org/10.1080/23311975.2026.2658105

Ghose, B., Borgohain, J., & Laskar, N. (2025). The influence of financial leverage on accrual-based earnings management: Insights from listed Indian firms. Managerial Finance. Advanced online publication. https://doi.org/10.1108/MF-05-2025-0322

Gokhale, M., & Pillai, D. (2024). Firm-level and country-level determinants of earnings management in emerging economies: A systematic framework-based review. Future Business Journal, 10(1), Article 72. https://doi.org/10.1186/s43093-024-00361-1

Grant, R. M., Jammine, A. P., & Thomas, H. (1988). Diversity, diversification, and profitability among British manufacturing companies, 1972–1984. Academy of Management Journal, 31(4), 771–801. https://doi.org/10.5465/256338

Healy, P. M. (1985). The effect of bonus schemes on accounting decisions. Journal of Accounting and Economics, 7(1–3), 85–107. https://doi.org/10.1016/0165-4101(85)90029-1

Healy, P. M., & Wahlen, J. M. (1999). A review of earnings management literature and its implications for standard setting. Accounting Horizons, 13(4), 365–383. https://doi.org/10.2308/acch.1999.13.4.365

Hribar, P., & Collins, D. W. (2002). Errors in estimating accruals: Implications for empirical research. Journal of Accounting Research, 40(1), 105–134. https://doi.org/10.1111/1475-679X.00041

Jensen, M. C., & Meckling, W. H. (1976). Theory of the firm: Managerial behavior, agency costs and ownership structure. Journal of Financial Economics, 3(4), 305–360. https://doi.org/10.1016/0304-405X(76)90026-X

Jensen, M. C., & Meckling, W. H. (2019). Theory of the firm: Managerial behavior, agency costs and ownership structure. In R. I. Tricker (Ed.), Corporate governance (pp. 77–132). Gower.

Jiraporn, P., Kim, Y. S., & Mathur, I. (2008). Does corporate diversification exacerbate or mitigate earnings management? An empirical analysis. International Review of Financial Analysis, 17(5), 1087–1109. https://doi.org/10.1016/j.irfa.2007.09.003

Jones, J. J. (1991). Earnings management during import relief investigations. Journal of Accounting Research, 29(2), 193–228. https://doi.org/10.2307/2491047

Khanchel, I., Lassoued, N., & Souguir, Z. (2025). Corporate social responsibility and earnings management: The moderating effect of CEO personality traits. European Management Review, 22(4), 910–929. https://doi.org/10.1111/emre.12695

Khuong, N. V., Abdul Rahman, A. A., Thuan, P. Q., Liem, N. T., Anh, L. H. T., Thuy, C. T. M., & Ly, H. T. N. (2022). Earnings management, board composition and earnings persistence in emerging market. Sustainability, 14(3), Article e1061. https://doi.org/10.3390/su14031061

Kothari, S. P., Leone, A. J., & Wasley, C. E. (2005). Performance matched discretionary accrual measures. Journal of Accounting and Economics, 39(1), 163–197. https://doi.org/10.1016/j.jacceco.2004.11.002

Lang, L. H. P., & Stulz, R. M. (1994). Tobin’s q, corporate diversification, and firm performance. Journal of Political Economy, 102(6), 1248–1280. https://doi.org/10.1086/261970

Larcker, D. F., Richardson, S. A., & Tuna, I. (2007). Corporate governance, accounting outcomes, and organizational performance. The Accounting Review, 82(4), 963–1008. https://doi.org/10.2308/accr.2007.82.4.963

Leuz, C., Nanda, D., & Wysocki, P. D. (2003). Earnings management and investor protection: An international comparison. Journal of Financial Economics, 69(3), 505–527. https://doi.org/10.1016/S0304-405X(03)00121-1

Liu, Y., Miletkov, M. K., Wei, Z., & Yang, T. (2015). Board independence and firm performance in China. Journal of Corporate Finance, 30, 223–244. https://doi.org/10.1016/j.jcorpfin.2014.12.004

Markowitz, H. (1952). Portfolio selection. The Journal of Finance, 7(1), 77–91. https://doi.org/10.1111/j.1540-6261.1952.tb01525.x

Martin, J. D., & Sayrak, A. (2003). Corporate diversification and shareholder value. Journal of Corporate Finance, 9(1), 37–57. https://doi.org/10.1016/S0929-1199(01)00053-0

Mlawu, L., Matenda, F. R., & Sibanda, M. (2025). Incentives for accrual-based earnings management in emerging economies—A systematic literature review with bibliometric analysis. Administrative Sciences, 15(6), Article e209. https://doi.org/10.3390/admsci15060209

Nguyen, T. A. (2026). Enterprise risk management and earnings management under financial distress: Evidence from an emerging market. Cogent Business & Management, 13(1), Article e2625536. https://doi.org/10.1080/23311975.2026.2625536

Qian, G. (2002). Multinationality, product diversification, and profitability of emerging US small- and medium-sized enterprises. Journal of Business Venturing, 17(6), 611–633. https://doi.org/10.1016/S0883-9026(01)00080-5

Roodman, D. (2009). A note on the theme of too many instruments. Oxford Bulletin of Economics and Statistics, 71(1), 135–158. https://doi.org/10.1111/j.1468-0084.2008.00542.x

Roychowdhury, S. (2006). Earnings management through real activities manipulation. Journal of Accounting and Economics, 42(3), 335–370. https://doi.org/10.1016/j.jacceco.2006.01.002

Sadowski, A., Comporek, M., Osińska, M., Walińska, E., & Engelseth, P. (2025). Earnings management among industries: Between the old and new economies. Technological and Economic Development of Economy, 31(2), 364–387. https://doi.org/10.3846/tede.2025.23117

Schmid, M. M., & Walter, I. (2012). Geographic diversification and firm value in the financial services industry. Journal of Empirical Finance, 19(1), 109–122. https://doi.org/10.1016/j.jempfin.2011.11.003

Singh, D. A., Gaur, A. S., & Schmid, F. P. (2010). Corporate diversification, TMT experience, and performance: Evidence from German SMEs. Management International Review, 50(1), 35–56. https://doi.org/10.1007/s11575-009-0025-4

Tallman, S., & Li, J. (1996). Effects of international diversity and product diversity on the performance of multinational firms. Academy of Management Journal, 39(1), 179–196. https://doi.org/10.5465/256635

Vasilescu, C., & Millo, Y. (2016). Do industrial and geographic diversifications have different effects on earnings management? Evidence from UK mergers and acquisitions. International Review of Financial Analysis, 46, 33–45. https://doi.org/10.1016/j.irfa.2016.04.009

Wang, Y., Abbasi, K., Babajide, B., & Yekini, K. C. (2020). Corporate governance mechanisms and firm performance: Evidence from the emerging market following the revised CG code. Corporate Governance: The International Journal of Business in Society, 20(1), 158–174. https://doi.org/10.1108/CG-07-2018-0244

Wimelda, L., & Chandra, A. (2018). Opportunistic behavior, external monitoring mechanisms, corporate governance, and earnings management. Accounting and Finance Review, 3(1), 44–52. https://doi.org/10.35609/afr.2018.3.1(6)

Wintoki, M. B., Linck, J. S., & Netter, J. M. (2012). Endogeneity and the dynamics of internal corporate governance. Journal of Financial Economics, 105(3), 581–606. https://doi.org/10.1016/j.jfineco.2012.03.005

Wu, Y., & Zhou, S. (2022). Do firms practicing integrated reporting engage in less myopic behavior? International evidence on opportunistic earnings management. Corporate Governance: An International Review, 30(3), 290–310. https://doi.org/10.1111/corg.12401

Yahaya, O. A. (2026). The effect of corporate governance determinants on accounting information disclosure quality in Nigeria. Journal of Accounting and Finance Research, 14(2), 135–170. https://doi.org/10.13847/jafr.2026.v14i2,135

Yang, Y.-J., Hsu, Y., Kweh, Q. L., & Asif, J. (2025). Accrual vs. real earnings management in internationally diversified firms: The role of institutional supervision. Journal of Risk and Financial Management, 18(7), Article e404. https://doi.org/10.3390/jrfm18070404

Zang, A. Y. (2012). Evidence on the trade-off between real activities manipulation and accrual-based earnings management. The Accounting Review, 87(2), 675–703. https://doi.org/10.2308/accr-10196

Zhang, X. (2026). Analysis and governance research on the motives and governance of cross-border financial fraud by listed companies. Economics and Management Innovation, 3(2), 59–71. https://doi.org/10.71222/cd76r336

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Published

2026-06-30

How to Cite

Ayub, Q. M. Y., Khan, S., & Hashmi, S. H. (2026). Role of Diversification in Earnings Management: An Evidence from Pakistan’s Emerging Markets. Audit and Accounting Review, 6(1), 115–146. https://doi.org/10.32350/aar.61.05

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