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Predicting Auditor Switches By Applying Data Mining

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  • Efstathios KIRKOS

Abstract

Auditor dismissals are considered to be a threat to audit quality. Several studies have examined auditor switches by applying typical statistical analysis. In the present study we deal with the auditor switching problem by applying data mining methodologies. Publicly available financial statement and auditing data are used as predictors. The optimum vector of significant input variables is defined by employing feature selection. A number of data mining classification methods are used to develop models capable of predicting the auditor change cases. The methods are compared against the widely used Logistic Regression. According to the results, all the data mining methods outperform Logistic Regression. Significant factors associated with auditor changes are revealed. The results can be useful to auditing firms, managers, investors, creditors and corporate regulators.

Suggested Citation

  • Efstathios KIRKOS, 2012. "Predicting Auditor Switches By Applying Data Mining," Journal of Applied Economic Sciences, Spiru Haret University, Faculty of Financial Management and Accounting Craiova, vol. 7(3(21)/ Fa), pages 246-261.
    • Handle: RePEc:ush:jaessh:v:7:y:2012:i:3(21)_fall2012:p:246
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    References listed on IDEAS

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    1. Mohammad Hudaib & T.E. Cooke, 2005. "The Impact of Managing Director Changes and Financial Distress on Audit Qualification and Auditor Switching," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 32(9-10), pages 1703-1739.
    2. DeFond, Mark L. & Subramanyam, K. R., 1998. "Auditor changes and discretionary accruals," Journal of Accounting and Economics, Elsevier, vol. 25(1), pages 35-67, February.
    3. Ohlson, Ja, 1980. "Financial Ratios And The Probabilistic Prediction Of Bankruptcy," Journal of Accounting Research, Wiley Blackwell, vol. 18(1), pages 109-131.
    4. Efstathios Kirkos & Charalambos Spathis & Yannis Manolopoulos, 2010. "Audit‐firm group appointment: an artificial intelligence approach," Intelligent Systems in Accounting, Finance and Management, John Wiley & Sons, Ltd., vol. 17(1), pages 1-17, January.
    5. Johnson, W. Bruce & Lys, Thomas, 1990. "The market for audit services : Evidence from voluntary auditor changes," Journal of Accounting and Economics, Elsevier, vol. 12(1-3), pages 281-308, January.
    6. Chrysovalantis Gaganis & Fotios Pasiouras & Charalambos Spathis & Constantin Zopounidis, 2007. "A comparison of nearest neighbours, discriminant and logit models for auditing decisions," Intelligent Systems in Accounting, Finance and Management, John Wiley & Sons, Ltd., vol. 15(1‐2), pages 23-40, January.
    7. Mohammad Hudaib & T.E. Cooke, 2005. "The Impact of Managing Director Changes and Financial Distress on Audit Qualification and Auditor Switching," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 32(9‐10), pages 1703-1739, November.
    8. Branson, Joel & Breesch, Diane, 2004. "Referral as a determining factor for changing auditors in the Belgian auditing market: An empirical study," The International Journal of Accounting, Elsevier, vol. 39(3), pages 307-326.
    9. DeAngelo, Linda Elizabeth, 1981. "Auditor size and audit quality," Journal of Accounting and Economics, Elsevier, vol. 3(3), pages 183-199, December.
    10. Krishnan, Jagan & Stephens, Ray G., 1995. "Evidence on opinion shopping from audit opinion conservatism," Journal of Accounting and Public Policy, Elsevier, vol. 14(3), pages 179-201.
    11. Lennox, Clive, 2000. "Do companies successfully engage in opinion-shopping? Evidence from the UK," Journal of Accounting and Economics, Elsevier, vol. 29(3), pages 321-337, June.
    12. David H. Sinason & Jefferson P. Jones & Sandra Waller Shelton, 2001. "An Investigation of Auditor and Client Tenure," American Journal of Business, Emerald Group Publishing, vol. 16(2), pages 31-40.
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    Cited by:

    1. Amani, Farzaneh A. & Fadlalla, Adam M., 2017. "Data mining applications in accounting: A review of the literature and organizing framework," International Journal of Accounting Information Systems, Elsevier, vol. 24(C), pages 32-58.

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    More about this item

    Keywords

    Auditor switching; auditing; data mining;
    All these keywords.

    JEL classification:

    • C38 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Classification Methdos; Cluster Analysis; Principal Components; Factor Analysis
    • C45 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods: Special Topics - - - Neural Networks and Related Topics
    • M42 - Business Administration and Business Economics; Marketing; Accounting; Personnel Economics - - Accounting - - - Auditing

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