Main Article Content
Abstract
With an emphasis on the influence of Big Four auditors in the US between 2000 and 2024, this paper explores the factors that influence audit fees and associated non-audit fees. We examine trends in audit, tax-related, and miscellaneous fees using a dataset that includes 1,187 auditors and 13,822 distinct entities across 1,315 sectors. In order to determine if the Big Four auditors—Deloitte, PwC, EY, and KPMG—command a higher cost for their services, we examine how firm-specific factors like revenue, assets, book value, and earnings affect fee structures. This study looks at both linear and non-linear associations using advanced econometric methods, such as multiple regression analysis and non-parametric Wilcoxon rank-sum tests. It additionally incorporates interaction variables to account for differences between Big Four and non-Big Four auditors. The findings reveal that companies audited by Big Four auditors pay significantly more, which is symptomatic of their perceived market dominance and audit quality. While non-audit fees demonstrate clear trends impacted by auditor type, larger businesses with higher revenues and assets are also linked to higher rates.
Keywords
Article Details

This work is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.
References
- Asthana, S., Khurana, I., & Raman, K. K. (2019). Fee competition among Big 4 auditors and audit quality. Review of quantitative finance and accounting, 52, 403-438. https://doi.org/10.1007/s11156-018-0714-9
- Bandyopadhyay, S. P., & Kao, J. L. (2001). Competition and Big Six brand name reputation: Evidence from the Ontario municipal audit market. Contemporary Accounting Research, 18(1), 27-64. https://onlinelibrary.wiley.com/doi/pdf/10.1506/JWFM-24F5-2KQG-AV37
- Brown-Liburd, H., Issa, H., & Lombardi, D. (2015). Behavioral implications of Big Data's impact on audit judgment and decision making and future research directions. Accounting Horizons, 29(2), 451-468. https://doi.org/10.2308/acch-51023
- Campa, D. (2013). “Big 4 fee premium” and audit quality: latest evidence from UK listed companies. Managerial Auditing Journal, 28(8), 680-707. https://doi.org/10.1108/maj-11-2012-0784
- Carcello, J. V., Hermanson, D. R., Neal, T. L., & Riley, R. A. Jr. (2002) Board characteristics and audit fees. Contemporary Accounting Research, 19(3), 365-384. https://doi.org/10.1506/CHWK-GMQ0-MLKE-K03V
- Choi, J. H., Kim, J. B., & Zang, Y. (2010). Do abnormally high audit fees impair audit quality? Auditing: A Journal of Practice & Theory, 29(2), 115-140. https://doi.org/10.2308/aud.2010.29.2.115
- DeAngelo, L. E. (1981). Auditor size and audit quality. Journal of Accounting and Economics, 3(3), 183-199. https://doi.org/10.1016/0165-4101(81)90002-1
- DeFond, M. L., & Zhang, J. (2014). A review of archival auditing research. Journal of Accounting and Economics, 58(2-3), 275-326. https://doi.org/10.1016/j.jacceco.2014.09.002
- El-Gammal, W. (2012). Determinants of Audit Fees: Evidence from Lebanon. International Business Research, 5(11), 136-145. https://doi.org/10.5539/ibr.v5n11p136
- Ettredge, M. L., Li, C., & Scholz, S. (2007). Audit fees and auditor dismissals in the Sarbanes-Oxley era. Accounting Horizons, 21(4), 371-386. https://doi.org/10.2308/acch.2007.21.4.371
- Ferguson, A., Francis, J. R., & Stokes, D. J. (2003). The effects of firm-wide and office-level industry expertise on audit pricing. The Accounting Review, 78(2), 429-448. https://doi.org/10.2308/accr.2003.78.2.429
- Firth, M. (1985). An analysis of audit fees and their determinants in New Zealand. Auditing: A Journal of Practice & Theory, 4(2), 23-37. https://openurl.ebsco.com/EPDB%3Agcd%3A3%3A4645875/detailv2?sid=ebsco%3Aplink%3Ascholar&id=ebsco%3Agcd%3A4683790&crl=c&link_origin=scholar.google.com
- Francis, J. R. (1984). The effect of audit firm size on audit prices: A study of the Australian market. Journal of Accounting and Economics, 6(2), 133-151. https://doi.org/10.1016/0165-4101(84)90010-7
- Frankel, R. M., Johnson, M. F., & Nelson, K. K. (2002). The relation between auditors' fees for non-audit services and earnings management. The Accounting Review, 77(s-1), 71-105. https://doi.org/10.2308/accr.2002.77.s-1.71
- Gazilas, E. T. (2023). Financial Assessment Of Greece's Top 10 Energy Enterprises Amid The Covid-19 Pandemic. Finance & Accounting Research Journal, 5(9), 271-286. https://doi.org/10.51594/farj.v5i9.568
- Gazilas, E. T. (2024). An Econometric Analysis Of European Online Purchases And Economic-Banking Dynamics. International Journal of Advanced Economics, 6(1), 1-11. https://doi.org/10.51594/ijae.v6i1.707
- Gazilas, E. T. (2024). Does Urban Fixed-Line Telecommunication Density Influence Profitability and Operational Efficiency in Greece's Telecommunications Industry?. Finance, Accounting and Business Analysis (FABA), 6(2), 228-239. https://www.unwe.bg/doi/FABA/2024.2/FABA.2024.2.11.pdf
- Gazilas, E. T., & Vozikis, A. (2024). The impact of market concentration on the financial performance of general private clinics in Greece. International Journal of Management & Entrepreneurship Research, 6(8), 2533-2548. https://doi.org/10.51594/ijmer.v6i8.1381
- Ghosh, A., & Pawlewicz, R. (2009). The impact of regulation on auditor fees: Evidence from the Sarbanes-Oxley Act. Auditing: A Journal of Practice & Theory, 28(2), 171-197. https://doi.org/10.2308/aud.2009.28.2.171
- Hay, D. C., Knechel, W. R., & Wong, N. (2006). Audit fees: A meta-analysis of the effect of supply and demand attributes. Contemporary Accounting Research, 23(1), 141-191. https://doi.org/10.1506/4XR4-KT5V-E8CN-91GX
- Kim, J. B., Simunic, D. A., Stein, M. T., & Yi, C. H. (2011). Voluntary audits and the cost of debt capital for privately held firms: Korean evidence. Contemporary Accounting Research, 28(2), 585-615. https://doi.org/10.1111/j.1911-3846.2010.01054.x
- Kölbel, J. F., Busch, T., & Jancso, L. M. (2017). How media coverage of corporate social irresponsibility increases financial risk. Strategic Management Journal, 38(11), 2266-2284. https://doi.org/10.1002/smj.2647
- Naser, K., & Nuseibeh, R. (2008). Determinants of audit fees: empirical evidence from an emerging economy. International Journal of Commerce and Management, 18(4), 330-344. https://www.emerald.com/insight/content/doi/10.1108/10569210710833635/full/html
- Raghunandan, K., & Rama, D. V. (2006). SOX Section 404 material weakness disclosures and audit fees. Auditing: A Journal of Practice & Theory, 25(1), 99-114. https://doi.org/10.2308/aud.2006.25.1.99
- Rewczuk, K., & Modzelewski, P. (2019). Determinants of audit fees: Evidence from Poland. Central European Economic Journal, 6(53), 323-336. https://doi.org/10.2478/ceej-2019-0020
- Simunic, D. A. (1980). The pricing of audit services: Theory and evidence. Journal of Accounting Research, 18(1), 161-190. https://doi.org/10.2307/2490397
- Taylor, M. E., & Baker, R. L. (1981). An analysis of the external audit fee. Accounting and Business Research, 12(45), 55-60. https://doi.org/10.1080/00014788.1981.9728789
- Whisenant, S., Sankaraguruswamy, S., & Raghunandan, K. (2003). Evidence on the joint determination of audit and non-audit fees. Journal of Accounting Research, 41(4), 721-744. https://doi.org/10.1111/1475-679X.00121
- Zhang, Y., Zhou, J., & Zhou, N. (2007). Audit committee quality, auditor independence, and internal control weaknesses. Journal of Accounting and Public Policy, 26(3), 300-327. https://doi.org/10.1016/j.jaccpubpol.2007.03.001
- Zimmerman, A. B., Bills, K. L., & Causholli, M. (2021). The market premium for audit partners with Big 4 experience. Accounting Horizons, 35(2), 193-217. https://doi.org/10.2308/HORIZONS-2019-524
References
Asthana, S., Khurana, I., & Raman, K. K. (2019). Fee competition among Big 4 auditors and audit quality. Review of quantitative finance and accounting, 52, 403-438. https://doi.org/10.1007/s11156-018-0714-9
Bandyopadhyay, S. P., & Kao, J. L. (2001). Competition and Big Six brand name reputation: Evidence from the Ontario municipal audit market. Contemporary Accounting Research, 18(1), 27-64. https://onlinelibrary.wiley.com/doi/pdf/10.1506/JWFM-24F5-2KQG-AV37
Brown-Liburd, H., Issa, H., & Lombardi, D. (2015). Behavioral implications of Big Data's impact on audit judgment and decision making and future research directions. Accounting Horizons, 29(2), 451-468. https://doi.org/10.2308/acch-51023
Campa, D. (2013). “Big 4 fee premium” and audit quality: latest evidence from UK listed companies. Managerial Auditing Journal, 28(8), 680-707. https://doi.org/10.1108/maj-11-2012-0784
Carcello, J. V., Hermanson, D. R., Neal, T. L., & Riley, R. A. Jr. (2002) Board characteristics and audit fees. Contemporary Accounting Research, 19(3), 365-384. https://doi.org/10.1506/CHWK-GMQ0-MLKE-K03V
Choi, J. H., Kim, J. B., & Zang, Y. (2010). Do abnormally high audit fees impair audit quality? Auditing: A Journal of Practice & Theory, 29(2), 115-140. https://doi.org/10.2308/aud.2010.29.2.115
DeAngelo, L. E. (1981). Auditor size and audit quality. Journal of Accounting and Economics, 3(3), 183-199. https://doi.org/10.1016/0165-4101(81)90002-1
DeFond, M. L., & Zhang, J. (2014). A review of archival auditing research. Journal of Accounting and Economics, 58(2-3), 275-326. https://doi.org/10.1016/j.jacceco.2014.09.002
El-Gammal, W. (2012). Determinants of Audit Fees: Evidence from Lebanon. International Business Research, 5(11), 136-145. https://doi.org/10.5539/ibr.v5n11p136
Ettredge, M. L., Li, C., & Scholz, S. (2007). Audit fees and auditor dismissals in the Sarbanes-Oxley era. Accounting Horizons, 21(4), 371-386. https://doi.org/10.2308/acch.2007.21.4.371
Ferguson, A., Francis, J. R., & Stokes, D. J. (2003). The effects of firm-wide and office-level industry expertise on audit pricing. The Accounting Review, 78(2), 429-448. https://doi.org/10.2308/accr.2003.78.2.429
Firth, M. (1985). An analysis of audit fees and their determinants in New Zealand. Auditing: A Journal of Practice & Theory, 4(2), 23-37. https://openurl.ebsco.com/EPDB%3Agcd%3A3%3A4645875/detailv2?sid=ebsco%3Aplink%3Ascholar&id=ebsco%3Agcd%3A4683790&crl=c&link_origin=scholar.google.com
Francis, J. R. (1984). The effect of audit firm size on audit prices: A study of the Australian market. Journal of Accounting and Economics, 6(2), 133-151. https://doi.org/10.1016/0165-4101(84)90010-7
Frankel, R. M., Johnson, M. F., & Nelson, K. K. (2002). The relation between auditors' fees for non-audit services and earnings management. The Accounting Review, 77(s-1), 71-105. https://doi.org/10.2308/accr.2002.77.s-1.71
Gazilas, E. T. (2023). Financial Assessment Of Greece's Top 10 Energy Enterprises Amid The Covid-19 Pandemic. Finance & Accounting Research Journal, 5(9), 271-286. https://doi.org/10.51594/farj.v5i9.568
Gazilas, E. T. (2024). An Econometric Analysis Of European Online Purchases And Economic-Banking Dynamics. International Journal of Advanced Economics, 6(1), 1-11. https://doi.org/10.51594/ijae.v6i1.707
Gazilas, E. T. (2024). Does Urban Fixed-Line Telecommunication Density Influence Profitability and Operational Efficiency in Greece's Telecommunications Industry?. Finance, Accounting and Business Analysis (FABA), 6(2), 228-239. https://www.unwe.bg/doi/FABA/2024.2/FABA.2024.2.11.pdf
Gazilas, E. T., & Vozikis, A. (2024). The impact of market concentration on the financial performance of general private clinics in Greece. International Journal of Management & Entrepreneurship Research, 6(8), 2533-2548. https://doi.org/10.51594/ijmer.v6i8.1381
Ghosh, A., & Pawlewicz, R. (2009). The impact of regulation on auditor fees: Evidence from the Sarbanes-Oxley Act. Auditing: A Journal of Practice & Theory, 28(2), 171-197. https://doi.org/10.2308/aud.2009.28.2.171
Hay, D. C., Knechel, W. R., & Wong, N. (2006). Audit fees: A meta-analysis of the effect of supply and demand attributes. Contemporary Accounting Research, 23(1), 141-191. https://doi.org/10.1506/4XR4-KT5V-E8CN-91GX
Kim, J. B., Simunic, D. A., Stein, M. T., & Yi, C. H. (2011). Voluntary audits and the cost of debt capital for privately held firms: Korean evidence. Contemporary Accounting Research, 28(2), 585-615. https://doi.org/10.1111/j.1911-3846.2010.01054.x
Kölbel, J. F., Busch, T., & Jancso, L. M. (2017). How media coverage of corporate social irresponsibility increases financial risk. Strategic Management Journal, 38(11), 2266-2284. https://doi.org/10.1002/smj.2647
Naser, K., & Nuseibeh, R. (2008). Determinants of audit fees: empirical evidence from an emerging economy. International Journal of Commerce and Management, 18(4), 330-344. https://www.emerald.com/insight/content/doi/10.1108/10569210710833635/full/html
Raghunandan, K., & Rama, D. V. (2006). SOX Section 404 material weakness disclosures and audit fees. Auditing: A Journal of Practice & Theory, 25(1), 99-114. https://doi.org/10.2308/aud.2006.25.1.99
Rewczuk, K., & Modzelewski, P. (2019). Determinants of audit fees: Evidence from Poland. Central European Economic Journal, 6(53), 323-336. https://doi.org/10.2478/ceej-2019-0020
Simunic, D. A. (1980). The pricing of audit services: Theory and evidence. Journal of Accounting Research, 18(1), 161-190. https://doi.org/10.2307/2490397
Taylor, M. E., & Baker, R. L. (1981). An analysis of the external audit fee. Accounting and Business Research, 12(45), 55-60. https://doi.org/10.1080/00014788.1981.9728789
Whisenant, S., Sankaraguruswamy, S., & Raghunandan, K. (2003). Evidence on the joint determination of audit and non-audit fees. Journal of Accounting Research, 41(4), 721-744. https://doi.org/10.1111/1475-679X.00121
Zhang, Y., Zhou, J., & Zhou, N. (2007). Audit committee quality, auditor independence, and internal control weaknesses. Journal of Accounting and Public Policy, 26(3), 300-327. https://doi.org/10.1016/j.jaccpubpol.2007.03.001
Zimmerman, A. B., Bills, K. L., & Causholli, M. (2021). The market premium for audit partners with Big 4 experience. Accounting Horizons, 35(2), 193-217. https://doi.org/10.2308/HORIZONS-2019-524