Main Article Content
Abstract
This study examines the relationship between financial performance volatility and audit quality among non-financial firms listed on the Indonesia Stock Exchange from 2010 to 2024. Using 4,533 firm-year observations, the study examines how fluctuations in profitability, liquidity, and solvency impact the effectiveness of external audits, as measured by the absolute value of discretionary accruals. The empirical results show that volatility in all three financial dimensions is negatively associated with audit quality, indicating that firms with more unstable financial performance tend to experience lower-quality audits. Furthermore, cluster analysis reveals distinct volatility patterns that correspond to varying audit quality levels, confirming that financial stability is a significant determinant of audit risk. These findings extend Agency Theory and the Risk-Based Auditing Framework by introducing financial volatility as a key indicator of audit risk. The study provides implications for auditors, regulators, and policymakers to enhance audit planning and oversight in emerging market contexts.
Keywords
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Copyright (c) 2025 Arika Artiningsih, Firdaus Kurniawan, Albertus Henri Listyanto Nugroho

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References
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- Balakrishnan, K., Billings, M. B., Kelly, B., & Ljungqvist, A. (2014). Shaping liquidity: On the causal effects of voluntary disclosure. the Journal of Finance, 69(5), 2237-2278. DOI: https://doi.org/10.1111/jofi.12180
- Becker, C. L., DeFond, M. L., Jiambalvo, J., & Subramanyam, K. (1998). The effect of audit quality on earnings management. Contemporary accounting research, 15(1), 1-24. https://doi.org/ https://doi.org/10.1111/j.1911-3846.1998.tb00547.x DOI: https://doi.org/10.1111/j.1911-3846.1998.tb00547.x
- Bermpei, T., Kalyvas, A. N., Neri, L., & Russo, A. (2022). Does economic policy uncertainty matter for financial reporting quality? Evidence from the United States. Review of Quantitative Finance and Accounting, 58(2), 795-845. https://doi.org/https://doi.org/10.1007/s11156-021-01010-2 DOI: https://doi.org/10.1007/s11156-021-01010-2
- Bhaumik, S., Driffield, N., Gaur, A., Mickiewicz, T., & Vaaler, P. (2019). Corporate governance and MNE strategies in emerging economies. Journal of World Business, 54(4), 234-243. https://doi.org/https://doi.org/10.1016/j.jwb.2019.03.004 DOI: https://doi.org/10.1016/j.jwb.2019.03.004
- Blitz, D., & Vidojevic, M. (2017). The profitability of low-volatility. Journal of Empirical Finance, 43, 33-42. https://doi.org/https://doi.org/10.1016/j.jempfin.2017.05.001 DOI: https://doi.org/10.1016/j.jempfin.2017.05.001
- Bloom, N. (2014). Fluctuations in uncertainty. Journal of economic Perspectives, 28(2), 153-176. https://doi.org/10.1257/jep.28.2.153 DOI: https://doi.org/10.1257/jep.28.2.153
- Bugeja, M. (2011). Takeover premiums and the perception of auditor independence and reputation. The British accounting review, 43(4), 278-293. https://doi.org/https://doi.org/10.1016/j.bar.2011.08.005 DOI: https://doi.org/10.1016/j.bar.2011.08.005
- Cahan, S. F., & Sun, J. (2015). The effect of audit experience on audit fees and audit quality. Journal of Accounting, auditing & finance, 30(1), 78-100. https://doi.org/https://doi.org/10.1177/0148558X14544503 DOI: https://doi.org/10.1177/0148558X14544503
- Choi, J.-H., Kim, C., Kim, J.-B., & Zang, Y. (2010). Audit office size, audit quality, and audit pricing. Auditing: A Journal of practice & theory, 29(1), 73-97. https://doi.org/https://doi.org/10.2308/aud.2010.29.1.73 DOI: https://doi.org/10.2308/aud.2010.29.1.73
- Claessens, S., & Yafeh, Y. (2013). Comovement of newly added stocks with national market indices: Evidence from around the world. Review of Finance, 17(1), 203-227. https://doi.org/https://doi.org/10.1093/rof/rfs001 DOI: https://doi.org/10.1093/rof/rfs001
- Dakka, Y., & Rostami, M. (2015). The relationship between volatility and predictability of Profit. Journal of Finance and Accounting, 3(4), 69-76. https://doi.org/10.11648/j.jfa.20150304.12 DOI: https://doi.org/10.11648/j.jfa.20150304.12
- DeAngelo, L. E. (1981). Auditor size and audit quality. Journal of accounting and economics, 3(3), 183-199. https://doi.org/https://doi.org/10.1016/0165-4101(81)90002-1 DOI: https://doi.org/10.1016/0165-4101(81)90002-1
- Dechow, P. M., Sloan, R. G., & Sweeney, A. P. (1995). Detecting earnings management. Accounting review, 193-225. https://www.jstor.org/stable/248303
- DeFond, M. L., & Jiambalvo, J. (1994). Debt covenant violation and manipulation of accruals. Journal of accounting and economics, 17(1-2), 145-176. https://doi.org/https://doi.org/10.1016/0165-4101(94)90008-6 DOI: https://doi.org/10.1016/0165-4101(94)90008-6
- Fan, J. P., & Wong, T. J. (2005). Do external auditors perform a corporate governance role in emerging markets? Evidence from East Asia. Journal of accounting research, 43(1), 35-72. https://doi.org/https://doi.org/10.1111/j.1475-679x.2004.00162.x DOI: https://doi.org/10.1111/j.1475-679x.2004.00162.x
- Fornari, F., & Mele, A. (2013). Financial volatility and economic activity. Journal of Financial Management, Markets and Institutions, 1(2), 155-198. https://doi.org/10.12831/75569
- Francis, J. R. (2004). What do we know about audit quality? The British accounting review, 36(4), 345-368. https://doi.org/https://doi.org/10.1016/j.bar.2004.09.003 DOI: https://doi.org/10.1016/j.bar.2004.09.003
- Gul, F. A., Fung, S. Y. K., & Jaggi, B. (2009). Earnings quality: Some evidence on the role of auditor tenure and auditors’ industry expertise. Journal of accounting and economics, 47(3), 265-287. https://doi.org/https://doi.org/10.1016/j.jacceco.2009.03.001 DOI: https://doi.org/10.1016/j.jacceco.2009.03.001
- Habib, A., Biswas, P. K., & Ranasinghe, D. (2022). Real earnings management and idiosyncratic return volatility. Journal of accounting literature, 44(2/3), 109-132. https://doi.org/https://doi.org/10.1108/JAL-11-2021-0016 DOI: https://doi.org/10.1108/JAL-11-2021-0016
- Healy, P. M., & Wahlen, J. M. (1999). A review of the earnings management literature and its implications for standard setting. Accounting horizons, 13(4), 365-383. https://doi.org/https://doi.org/10.2308/acch.1999.13.4.365 DOI: https://doi.org/10.2308/acch.1999.13.4.365
- Houqe, M. N., Ahmed, K., & Van Zijl, T. (2017). Audit quality, earnings management, and cost of equity capital: evidence from India. International Journal of Auditing, 21(2), 177-189. https://doi.org/https://doi.org/10.1111/ijau.12087 DOI: https://doi.org/10.1111/ijau.12087
- Hussain, N., Rigoni, U., & Orij, R. P. (2018). Corporate governance and sustainability performance: Analysis of triple bottom line performance. Journal of business ethics, 149(2), 411-432. https://doi.org/https://doi.org/10.1007/s10551-016-3099-5 DOI: https://doi.org/10.1007/s10551-016-3099-5
- Jensen, M. C., & Meckling, W. H. (2019). Theory of the firm: Managerial behavior, agency costs and ownership structure. In Corporate governance (pp. 77-132). Gower. https://www.taylorfrancis.com/chapters/edit/10.4324/9781315191157-9/theory-firm-managerial-behavior-agency-costs-ownership-structure-michael-jensen-william-meckling
- Johnson, V. E., Khurana, I. K., & Reynolds, J. K. (2002). Audit‐firm tenure and the quality of financial reports. Contemporary accounting research, 19(4), 637-660. https://doi.org/https://doi.org/10.1506/LLTH-JXQV-8CEW-8MXD DOI: https://doi.org/10.1506/LLTH-JXQV-8CEW-8MXD
- Jones, J. J. (1991). Earnings management during import relief investigations. Journal of accounting research, 29(2), 193-228. https://doi.org/https://doi.org/10.2307/2491047 DOI: https://doi.org/10.2307/2491047
- Kim, H. b., Gon Kim, W., & An, J. A. (2003). The effect of consumer‐based brand equity on firms’ financial performance. Journal of consumer marketing, 20(4), 335-351. https://doi.org/https://doi.org/10.1108/07363760310483694 DOI: https://doi.org/10.1108/07363760310483694
- Knechel, W. R. (2007). The business risk audit: Origins, obstacles and opportunities. Accounting, Organizations and Society, 32(4-5), 383-408. https://doi.org/https://doi.org/10.1016/j.aos.2006.09.005 DOI: https://doi.org/10.1016/j.aos.2006.09.005
- Koren, M., & Tenreyro, S. (2007). Volatility and development. The Quarterly Journal of Economics, 122(1), 243-287. https://doi.org/https://doi.org/10.1162/qjec.122.1.243 DOI: https://doi.org/10.1162/qjec.122.1.243
- 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/https://doi.org/10.1016/j.jacceco.2004.11.002 DOI: https://doi.org/10.1016/j.jacceco.2004.11.002
- Kurniawan, F., Amanati, H. T., Nugroho, A. H. L., & Pusparini, N. O. (2024). Effects of policy and economic uncertainty on investment activities and corporate financial reporting: a study of developing countries in Asia-Pacific. Asian Review of Accounting, 32(3), 373-393. https://doi.org/https://doi.org/10.1108/ARA-12-2022-0290 DOI: https://doi.org/10.1108/ARA-12-2022-0290
- Kurniawan, F., & Nugroho, A. H. L. (2025). ESG performance during financial performance and reporting quality shortfalls: Proving signaling theory in Indonesia. The Indonesian Accounting Review, 15(1), 99110-99110. https://doi.org/https://doi.org/10.14414/tiar.v15i1.5246 DOI: https://doi.org/10.14414/tiar.v15i1.5246
- Man, C.-k., & Wong, B. (2013). Corporate governance and earnings management: A survey. Journal of Applied Business Research, 29(2), 391. https://www.proquest.com/openview/4e15fc0304b0f9dddc5a4ddb3fca9501/1?pq-origsite=gscholar&cbl=30135
- Osazefua Imhanzenobe, J. (2020). Managers’ financial practices and financial sustainability of Nigerian manufacturing companies: Which ratios matter most? Cogent Economics & Finance, 8(1), 1724241. https://doi.org/https://doi.org/10.1080/23322039.2020.1724241 DOI: https://doi.org/10.1080/23322039.2020.1724241
- Tepalagul, N., & Lin, L. (2015). Auditor independence and audit quality: A literature review. Journal of Accounting, auditing & finance, 30(1), 101-121. https://doi.org/https://doi.org/10.1177/0148558X14544505 DOI: https://doi.org/10.1177/0148558X14544505
- Warfield, T. D., Wild, J. J., & Wild, K. L. (1995). Managerial ownership, accounting choices, and informativeness of earnings. Journal of accounting and economics, 20(1), 61-91. https://doi.org/https://doi.org/10.1016/0165-4101(94)00393-J DOI: https://doi.org/10.1016/0165-4101(94)00393-J
- Watkins, A. L., Hillison, W., & Morecroft, S. E. (2004). Audit quality: A synthesis of theory and empirical evidence. Journal of accounting literature, 23, 153. https://www.proquest.com/openview/848c22290cbd79f08e07f1a6a491974d/1?pq-origsite=gscholar&cbl=31366
- Yung, K., & Root, A. (2019). Policy uncertainty and earnings management: International evidence. Journal of business research, 100, 255-267. https://doi.org/https://doi.org/10.1016/j.jbusres.2019.03.058 DOI: https://doi.org/10.1016/j.jbusres.2019.03.058
References
Abaidoo, R., & Agyapong, E. K. (2021). Corporate performance volatility: a micro-level perspective. Journal of Money and Business, 1(1), 42-63. https://doi.org/https://doi.org/10.1108/JMB-05-2021-0013 DOI: https://doi.org/10.1108/JMB-05-2021-0013
Balakrishnan, K., Billings, M. B., Kelly, B., & Ljungqvist, A. (2014). Shaping liquidity: On the causal effects of voluntary disclosure. the Journal of Finance, 69(5), 2237-2278. DOI: https://doi.org/10.1111/jofi.12180
Becker, C. L., DeFond, M. L., Jiambalvo, J., & Subramanyam, K. (1998). The effect of audit quality on earnings management. Contemporary accounting research, 15(1), 1-24. https://doi.org/ https://doi.org/10.1111/j.1911-3846.1998.tb00547.x DOI: https://doi.org/10.1111/j.1911-3846.1998.tb00547.x
Bermpei, T., Kalyvas, A. N., Neri, L., & Russo, A. (2022). Does economic policy uncertainty matter for financial reporting quality? Evidence from the United States. Review of Quantitative Finance and Accounting, 58(2), 795-845. https://doi.org/https://doi.org/10.1007/s11156-021-01010-2 DOI: https://doi.org/10.1007/s11156-021-01010-2
Bhaumik, S., Driffield, N., Gaur, A., Mickiewicz, T., & Vaaler, P. (2019). Corporate governance and MNE strategies in emerging economies. Journal of World Business, 54(4), 234-243. https://doi.org/https://doi.org/10.1016/j.jwb.2019.03.004 DOI: https://doi.org/10.1016/j.jwb.2019.03.004
Blitz, D., & Vidojevic, M. (2017). The profitability of low-volatility. Journal of Empirical Finance, 43, 33-42. https://doi.org/https://doi.org/10.1016/j.jempfin.2017.05.001 DOI: https://doi.org/10.1016/j.jempfin.2017.05.001
Bloom, N. (2014). Fluctuations in uncertainty. Journal of economic Perspectives, 28(2), 153-176. https://doi.org/10.1257/jep.28.2.153 DOI: https://doi.org/10.1257/jep.28.2.153
Bugeja, M. (2011). Takeover premiums and the perception of auditor independence and reputation. The British accounting review, 43(4), 278-293. https://doi.org/https://doi.org/10.1016/j.bar.2011.08.005 DOI: https://doi.org/10.1016/j.bar.2011.08.005
Cahan, S. F., & Sun, J. (2015). The effect of audit experience on audit fees and audit quality. Journal of Accounting, auditing & finance, 30(1), 78-100. https://doi.org/https://doi.org/10.1177/0148558X14544503 DOI: https://doi.org/10.1177/0148558X14544503
Choi, J.-H., Kim, C., Kim, J.-B., & Zang, Y. (2010). Audit office size, audit quality, and audit pricing. Auditing: A Journal of practice & theory, 29(1), 73-97. https://doi.org/https://doi.org/10.2308/aud.2010.29.1.73 DOI: https://doi.org/10.2308/aud.2010.29.1.73
Claessens, S., & Yafeh, Y. (2013). Comovement of newly added stocks with national market indices: Evidence from around the world. Review of Finance, 17(1), 203-227. https://doi.org/https://doi.org/10.1093/rof/rfs001 DOI: https://doi.org/10.1093/rof/rfs001
Dakka, Y., & Rostami, M. (2015). The relationship between volatility and predictability of Profit. Journal of Finance and Accounting, 3(4), 69-76. https://doi.org/10.11648/j.jfa.20150304.12 DOI: https://doi.org/10.11648/j.jfa.20150304.12
DeAngelo, L. E. (1981). Auditor size and audit quality. Journal of accounting and economics, 3(3), 183-199. https://doi.org/https://doi.org/10.1016/0165-4101(81)90002-1 DOI: https://doi.org/10.1016/0165-4101(81)90002-1
Dechow, P. M., Sloan, R. G., & Sweeney, A. P. (1995). Detecting earnings management. Accounting review, 193-225. https://www.jstor.org/stable/248303
DeFond, M. L., & Jiambalvo, J. (1994). Debt covenant violation and manipulation of accruals. Journal of accounting and economics, 17(1-2), 145-176. https://doi.org/https://doi.org/10.1016/0165-4101(94)90008-6 DOI: https://doi.org/10.1016/0165-4101(94)90008-6
Fan, J. P., & Wong, T. J. (2005). Do external auditors perform a corporate governance role in emerging markets? Evidence from East Asia. Journal of accounting research, 43(1), 35-72. https://doi.org/https://doi.org/10.1111/j.1475-679x.2004.00162.x DOI: https://doi.org/10.1111/j.1475-679x.2004.00162.x
Fornari, F., & Mele, A. (2013). Financial volatility and economic activity. Journal of Financial Management, Markets and Institutions, 1(2), 155-198. https://doi.org/10.12831/75569
Francis, J. R. (2004). What do we know about audit quality? The British accounting review, 36(4), 345-368. https://doi.org/https://doi.org/10.1016/j.bar.2004.09.003 DOI: https://doi.org/10.1016/j.bar.2004.09.003
Gul, F. A., Fung, S. Y. K., & Jaggi, B. (2009). Earnings quality: Some evidence on the role of auditor tenure and auditors’ industry expertise. Journal of accounting and economics, 47(3), 265-287. https://doi.org/https://doi.org/10.1016/j.jacceco.2009.03.001 DOI: https://doi.org/10.1016/j.jacceco.2009.03.001
Habib, A., Biswas, P. K., & Ranasinghe, D. (2022). Real earnings management and idiosyncratic return volatility. Journal of accounting literature, 44(2/3), 109-132. https://doi.org/https://doi.org/10.1108/JAL-11-2021-0016 DOI: https://doi.org/10.1108/JAL-11-2021-0016
Healy, P. M., & Wahlen, J. M. (1999). A review of the earnings management literature and its implications for standard setting. Accounting horizons, 13(4), 365-383. https://doi.org/https://doi.org/10.2308/acch.1999.13.4.365 DOI: https://doi.org/10.2308/acch.1999.13.4.365
Houqe, M. N., Ahmed, K., & Van Zijl, T. (2017). Audit quality, earnings management, and cost of equity capital: evidence from India. International Journal of Auditing, 21(2), 177-189. https://doi.org/https://doi.org/10.1111/ijau.12087 DOI: https://doi.org/10.1111/ijau.12087
Hussain, N., Rigoni, U., & Orij, R. P. (2018). Corporate governance and sustainability performance: Analysis of triple bottom line performance. Journal of business ethics, 149(2), 411-432. https://doi.org/https://doi.org/10.1007/s10551-016-3099-5 DOI: https://doi.org/10.1007/s10551-016-3099-5
Jensen, M. C., & Meckling, W. H. (2019). Theory of the firm: Managerial behavior, agency costs and ownership structure. In Corporate governance (pp. 77-132). Gower. https://www.taylorfrancis.com/chapters/edit/10.4324/9781315191157-9/theory-firm-managerial-behavior-agency-costs-ownership-structure-michael-jensen-william-meckling
Johnson, V. E., Khurana, I. K., & Reynolds, J. K. (2002). Audit‐firm tenure and the quality of financial reports. Contemporary accounting research, 19(4), 637-660. https://doi.org/https://doi.org/10.1506/LLTH-JXQV-8CEW-8MXD DOI: https://doi.org/10.1506/LLTH-JXQV-8CEW-8MXD
Jones, J. J. (1991). Earnings management during import relief investigations. Journal of accounting research, 29(2), 193-228. https://doi.org/https://doi.org/10.2307/2491047 DOI: https://doi.org/10.2307/2491047
Kim, H. b., Gon Kim, W., & An, J. A. (2003). The effect of consumer‐based brand equity on firms’ financial performance. Journal of consumer marketing, 20(4), 335-351. https://doi.org/https://doi.org/10.1108/07363760310483694 DOI: https://doi.org/10.1108/07363760310483694
Knechel, W. R. (2007). The business risk audit: Origins, obstacles and opportunities. Accounting, Organizations and Society, 32(4-5), 383-408. https://doi.org/https://doi.org/10.1016/j.aos.2006.09.005 DOI: https://doi.org/10.1016/j.aos.2006.09.005
Koren, M., & Tenreyro, S. (2007). Volatility and development. The Quarterly Journal of Economics, 122(1), 243-287. https://doi.org/https://doi.org/10.1162/qjec.122.1.243 DOI: https://doi.org/10.1162/qjec.122.1.243
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/https://doi.org/10.1016/j.jacceco.2004.11.002 DOI: https://doi.org/10.1016/j.jacceco.2004.11.002
Kurniawan, F., Amanati, H. T., Nugroho, A. H. L., & Pusparini, N. O. (2024). Effects of policy and economic uncertainty on investment activities and corporate financial reporting: a study of developing countries in Asia-Pacific. Asian Review of Accounting, 32(3), 373-393. https://doi.org/https://doi.org/10.1108/ARA-12-2022-0290 DOI: https://doi.org/10.1108/ARA-12-2022-0290
Kurniawan, F., & Nugroho, A. H. L. (2025). ESG performance during financial performance and reporting quality shortfalls: Proving signaling theory in Indonesia. The Indonesian Accounting Review, 15(1), 99110-99110. https://doi.org/https://doi.org/10.14414/tiar.v15i1.5246 DOI: https://doi.org/10.14414/tiar.v15i1.5246
Man, C.-k., & Wong, B. (2013). Corporate governance and earnings management: A survey. Journal of Applied Business Research, 29(2), 391. https://www.proquest.com/openview/4e15fc0304b0f9dddc5a4ddb3fca9501/1?pq-origsite=gscholar&cbl=30135
Osazefua Imhanzenobe, J. (2020). Managers’ financial practices and financial sustainability of Nigerian manufacturing companies: Which ratios matter most? Cogent Economics & Finance, 8(1), 1724241. https://doi.org/https://doi.org/10.1080/23322039.2020.1724241 DOI: https://doi.org/10.1080/23322039.2020.1724241
Tepalagul, N., & Lin, L. (2015). Auditor independence and audit quality: A literature review. Journal of Accounting, auditing & finance, 30(1), 101-121. https://doi.org/https://doi.org/10.1177/0148558X14544505 DOI: https://doi.org/10.1177/0148558X14544505
Warfield, T. D., Wild, J. J., & Wild, K. L. (1995). Managerial ownership, accounting choices, and informativeness of earnings. Journal of accounting and economics, 20(1), 61-91. https://doi.org/https://doi.org/10.1016/0165-4101(94)00393-J DOI: https://doi.org/10.1016/0165-4101(94)00393-J
Watkins, A. L., Hillison, W., & Morecroft, S. E. (2004). Audit quality: A synthesis of theory and empirical evidence. Journal of accounting literature, 23, 153. https://www.proquest.com/openview/848c22290cbd79f08e07f1a6a491974d/1?pq-origsite=gscholar&cbl=31366
Yung, K., & Root, A. (2019). Policy uncertainty and earnings management: International evidence. Journal of business research, 100, 255-267. https://doi.org/https://doi.org/10.1016/j.jbusres.2019.03.058 DOI: https://doi.org/10.1016/j.jbusres.2019.03.058