Asset Volatility and Financial Sustainability

Jiahua Zhou

doi:10.19044/esj.2023.v19n28p1

Jiahua Zhou Fayetteville State University, North Carolina, United States

DOI: https://doi.org/10.19044/esj.2023.v19n28p1

Keywords: Financial Sustainability, Companies’ Delisting, Six Sigma Metrics, Earnings Management, PCA Logistic Regressio

Abstract

This study observes how companies’ fundamental-based asset volatility impacts their financial sustainability. Accounting literature documents that net assets value accumulates previous earnings management. The asset balance change reflects biased earnings measurement, and abnormal asset fluctuation signals aggressive earnings management. This paper uses delisting as a proxy to observe how asset volatility can interact with abnormal earnings fluctuation to impact firms’ sustainability. The study uses two groups of regression and a Principal Component Analysis (PCA) Logistic Regression approach to observe how asset volatility impacts companies’ delisting risk. It borrows the Six Sigma methodologies to measure the volatility of financial statement items. Then the PCA analysis reduces the data dimensions to twelve factors. The analysis shows that assets’ abnormal fluctuation is a risk signal concurring with the extant earnings management literature. One takeaway from this study is that companies must disclose detailed explanations if asset volatility is beyond a red line. As Statement of Financial Accounting Standards (SFAS) 151 requires direct disclosure of abnormal excess capacity costs, companies must disclose abnormal asset volatility. The paper contributes to the literature from two perspectives. First, this paper captures firms’ sustainability from the accounting perspective with fundamental measures from quarterly financial reports. It provides a comprehensive way to detect aggressive earnings management risks. Second, the PCA logistic regression model offers a comprehensive analysis to derive useful information from many attributes.

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References

1. Abernathy, J.L., Beyer, B., & Rapley, E.T. (2014). Earnings management constraints and classification shifting. Journal of Business Finance & Accounting, 41(5-6), 600-626.
2. Alles, M.A., Brennan, G., Kogan, A., & Vasarhelyi, M.A. (2006.) Continuous Monitoring of Business Process Controls: A Pilot Implementation of a Continuous Auditing System at Siemens. International Journal of Accounting Information Systems, 7 (2): 137-161.
3. Anil, R., Seshadri, V., Chavala, A., & Vemuri, M. (2020). A methodology for managing multidisciplinary programs with six sigma approach, 2004 IEEE International Engineering Management Conference (IEEE Cat. No.04CH37574), 2004, pp. 785-788 Vol.2, doi: 10.1109/IEMC.2004.1407487.
4. Baber, W.R., Kang, S.H., & Li, Y. (2011). Modeling discretionary accrual reversal and the balance sheet as an earnings management constraint. The Accounting Review, 86(4), 1189-1212.
5. Bakke, T.E., Jens, C.E., & Whited, T.M. (2012). The real effects of delisting: Evidence from a regression discontinuity design. Finance Research Letters, 9(4), 183-193.
6. Barton, J., & Simko, P.J. (2002). The balance sheet as an earnings management constraint. The accounting review, 77(s-1), 1-27.
7. Beneish, M. D. (1999). The detection of earnings manipulation. Financial Analysts Journal, 55(5), 24-36.
8. Beneish, M. D. (2001). Earnings management: A perspective. Managerial finance, 27(12), 3-17.
9. Beneish, M. D., Lee, C. M., & Nichols, D. C. (2013). Earnings manipulation and expected returns. Financial Analysts Journal, 69(2), 57-82.
10. Bradshaw, M. T., Richardson, S. A., & Sloan, R. G. (2001). Do analysts and auditors use information in accruals?. Journal of Accounting Research, 39(1), 45-74.
11. Burgstahler, D., & Dichev, I. (1997). Earnings management to avoid earnings decreases and losses. Journal of Accounting and Economics, 24(1), 99-126.
12. 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.
13. Cohen, D., Darrough, M. N., Huang, R., & Zach, T. (2011). Warranty reserve: Contingent liability, information signal, or earnings management tool?. The Accounting Review, 86(2), 569-604.
14. Copeland, R. M. (1968). Income smoothing. Journal of Accounting Research, 101-116.
15. Correia, M., Kang, J., & Richardson, S. (2018). Asset volatility. Review of Accounting Studies (23), 37-94.
16. Dechow, P. M., & Dichev, I. D. (2002). The quality of accruals and earnings: The role of accrual estimation errors. The Accounting Review, 77(s-1), 35-59.
17. Dechow, P. M., & Ge, W. (2006). The persistence of earnings and cash flows and the role of special items: Implications for the accrual anomaly. Review of Accounting Studies, 11, 253-296.
18. Dechow, P. M., Kothari, S. P., & Watts, R. L. (1998). The relation between earnings and cash flows. Journal of Accounting and Economics, 25(2), 133-168.
19. Dechow, P. M., & Schrand, C. M. (2004). Earnings Quality. Research Foundation of CFA Institute.
20. Dechow, P.M., Sloan, R.G., & Sweeney, A.P. (1995). Detecting earnings management. Accounting Review, 18 (2), 193–225.
21. DeFond, M. L. (2002). The Balance Sheet as an Earnings Management Constraint: Discussion. The Accounting Review, 77, 29-33.
22. Degeorge, F., Patel, J., & Zeckhauser, R. (1999). Earnings management to exceed thresholds. The Journal of Business, 72(1), 1-33.
23. Francis, J., Hanna, J. D., & Vincent, L. (1996). Causes and effects of discretionary asset write-offs. Journal of Accounting Research, 34, 117-134.
24. Fungáčová, Z., & Hanousek, J. (2011). Determinants of firm delisting on the prague stock exchange. Prague economic papers, 20(4), 348-365.
25. Han, D., Ma, L., & Yu, C. (2008, October). Financial prediction: Application of logistic regression with factor analysis. In 2008 4th International Conference on Wireless Communications, Networking and Mobile Computing (pp. 1-4). IEEE.
26. Hayn, C. (1995). The information content of losses. Journal of Accounting and Economics, 20(2), 125-153.
27. Jacob, J., & Jorgensen, B. N. (2007). Earnings management and accounting income aggregation. Journal of Accounting and Economics, 43(2-3), 369-390.
28. Jaracz, K., Kalfoss, M., Górna, K., & Bączyk, G. (2006). Quality of life in Polish respondents: psychometric properties of the Polish WHOQOL–Bref. Scandinavian Journal of Caring Sciences, 20(3), 251-260.
29. Jones, J. J. (1991). Earnings management during import relief investigations. Journal of Accounting Research, 29(2), 193-228.
30. Kogan, A., Alles, M., Vasarhelyi, M., & Wu, J. (2014). Design and Evaluation of a Continuous Data Level Auditing System, Auditing: A Journal of Practice & Theory, Vol. 33 (4): 221–245.
31. Lev, B. (1989). On the usefulness of earnings and earnings research: Lessons and directions from two decades of empirical research. Journal of Accounting Research, Vol 27, pp. 153–192.
32. Macey, J., O’Hara, M., & Pompilio, D. (2008). Down and out in the stock market: the law and economics of the delisting process. The Journal of Law and Economics, 51(4): 683–713.
33. Nelson, M. W., Elliott, J. A., & Tarpley, R. L. (2002). How are earnings managed? Examples from auditors. Examples from Auditors (November 2002).
34. Paton, W.A., & Littleton, A.C. (1940). An Introduction to Corporate Accounting Standards, Sarasota, FL: AAA.
35. Ribstein, L.E. (2002). Market vs. regulatory responses to corporate fraud: A critique of the Sarbanes-Oxley Act of 2002. Journal of Corporate Law, Vol. 28 (1).
36. Richardson, S., Tuna, İ., & Wysocki, P. (2010). Accounting anomalies and fundamental analysis: A review of recent research advances. Journal of Accounting and Economics, Vol. 50 (2-3), 410-454.
37. Ross, S.A. (1977). The determination of financial structure: The incentive-signaling approach. The Bell Journal of Economics, Vol. 8, pp. 23–40.
38. Roychowdhury, S. (2006). Earnings management through real activities manipulation. Journal of Accounting and Economics, 42(3), 335–370.
39. Samuelson, R. A. (1996). The Concept of Assets in Accounting Theory, Accounting Horizon, Vol. 10(3), 147-157.
40. Schuetze, W. P. (1993). What is an asset? Accounting Horizons, Vol. 7 (September): 66-70.
41. Watts, R. L., & Zimmerman, J. L. (1986). Positive accounting theory.
42. Zhou, J., McGee, R. W., & Souissi, M. (2022). Embedding a Group Project into Intermediate Accounting to Teach the Ethics of Earnings Management. Journal of Accounting, Ethics and Public Policy, 23(3), 547-572.