IDEAS home Printed from https://ideas.repec.org/a/wly/isacfm/v17y2010i1p1-17.html
   My bibliography  Save this article

Audit‐firm group appointment: an artificial intelligence approach

Author

Listed:
  • Efstathios Kirkos
  • Charalambos Spathis
  • Yannis Manolopoulos

Abstract

Auditor appointment can be regarded as a matter of pursued audit quality and is driven by several factors. The adoption of an effective auditor procurement process increases the likelihood that a company will engage the right auditor at a fair price. In this study, three techniques derived from artificial intelligence (AI) are used to propose models capable of discriminating between cases where companies appoint a Big 4 or a Non‐Big 4 auditor. These three AI methods are then compared with the broadly used method of logistic regression. The results indicate that two of the AI techniques outperform logistic regression. In addition, one method further improves its performance by applying bagging. Finally, significant factors associated with auditor appointment are revealed. Copyright © 2009 John Wiley & Sons, Ltd.

Suggested Citation

  • 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.
  • Handle: RePEc:wly:isacfm:v:17:y:2010:i:1:p:1-17
    DOI: 10.1002/isaf.310
    as

    Download full text from publisher

    File URL: https://doi.org/10.1002/isaf.310
    Download Restriction: no

    File URL: https://libkey.io/10.1002/isaf.310?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Kane, Gregory D. & Velury, Uma, 2004. "The role of institutional ownership in the market for auditing services: an empirical investigation," Journal of Business Research, Elsevier, vol. 57(9), pages 976-983, September.
    2. Michael Firth, 2002. "Auditor-Provided Consultancy Services and their Associations with Audit Fees and Audit Opinions," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 29(5&6), pages 661-693.
    3. Craswell, Allen & Stokes, Donald J. & Laughton, Janet, 2002. "Auditor independence and fee dependence," Journal of Accounting and Economics, Elsevier, vol. 33(2), pages 253-275, June.
    4. Connie L. Becker & Mark L. Defond & James Jiambalvo & K.R. Subramanyam, 1998. "The Effect of Audit Quality on Earnings Management," Contemporary Accounting Research, John Wiley & Sons, vol. 15(1), pages 1-24, March.
    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. Michael Firth, 2002. "Auditor–Provided Consultancy Services and their Associations with Audit Fees and Audit Opinions," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 29(5‐6), pages 661-693.
    7. Jeong†Bon Kim & Richard Chung & Michael Firth, 2003. "Auditor Conservatism, Asymmetric Monitoring, and Earnings Management," Contemporary Accounting Research, John Wiley & Sons, vol. 20(2), pages 323-359, June.
    8. Kurt M. Fanning & Kenneth O. Cogger, 1998. "Neural network detection of management fraud using published financial data," Intelligent Systems in Accounting, Finance and Management, John Wiley & Sons, Ltd., vol. 7(1), pages 21-41, March.
    9. Géraldine Broye & Laurent Weill, 2008. "Does leverage influence auditor choice? A cross-country analysis," ULB Institutional Repository 2013/14152, ULB -- Universite Libre de Bruxelles.
    10. Velury, Uma & Reisch, John T & O'Reilly, Dennis M, 2003. "Institutional Ownership and the Selection of Industry Specialist Auditors," Review of Quantitative Finance and Accounting, Springer, vol. 21(1), pages 35-48, July.
    11. DeAngelo, Linda Elizabeth, 1981. "Auditor size and audit quality," Journal of Accounting and Economics, Elsevier, vol. 3(3), pages 183-199, December.
    12. Keith A. Houghton & Christine A. Jubb, 2003. "Auditor Selection: What Influences Decisions by Listed Companies?," Australian Accounting Review, CPA Australia, vol. 13(31), pages 67-72, November.
    13. David Citron & Gikas Manalis, 2001. "The international firms as new entrants to the statutory audit market: an empirical analysis of auditor selection in Greece, 1993 to 1997," European Accounting Review, Taylor & Francis Journals, vol. 10(3), pages 439-459.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. 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.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Yi-Hsing Liao & Pih-Shuw Chen & Teng-Sheng Sang & Chia-Hsuan Tseng, 2020. "Does Client Importance Matter to Book-Tax Differences?," Journal of Applied Finance & Banking, SCIENPRESS Ltd, vol. 10(5), pages 1-17.
    2. Sang Cheol Lee & Mooweon Rhee & Jongchul Yoon, 2018. "Foreign Monitoring and Audit Quality: Evidence from Korea," Sustainability, MDPI, vol. 10(9), pages 1-22, September.
    3. Anastasia Kraft & Kerstin Lopatta, 2016. "Auditor fees, discretionary book-tax differences, and tax avoidance," International Journal of Economics and Accounting, Inderscience Enterprises Ltd, vol. 7(2), pages 127-155.
    4. Daniela Hohenfels & Reiner Quick, 2020. "Non-audit services and audit quality: evidence from Germany," Review of Managerial Science, Springer, vol. 14(5), pages 959-1007, October.
    5. .Reiner Quick & Matthias Sattler, 2011. "Beeinträchtigen Beratungsleistungen die Urteilsfreiheit des Abschlussprüfers? Zum Einfluss von Beratungshonoraren auf diskretionäre Periodenabgrenzungen," Schmalenbach Journal of Business Research, Springer, vol. 63(4), pages 310-343, June.
    6. Augustine O. Okolie Ph.D, FCA, 2014. "Audit Firm Size and Market Price Per Share of Quoted Companies in Nigeria," International Journal of Business and Social Research, LAR Center Press, vol. 4(5), pages 100-117, May.
    7. Sophie Audousset-Coulier, 2015. "Audit Fees in a Joint Audit Setting," European Accounting Review, Taylor & Francis Journals, vol. 24(2), pages 347-377, June.
    8. Mary Kehinde Salawu, 2017. "Factors Influencing Auditor Independence among Listed Companies in Nigeria: Generalized Method of Moments (GMM) Approach," International Journal of Economics and Finance, Canadian Center of Science and Education, vol. 9(8), pages 191-203, August.
    9. Reiner Quick & Matthias Sattler, 2012. "Erwiderung auf Hansrudi Lenz: Eine wissenschaftsethische Anmerkung zum Beitrag „Beeinträchtigen Beratungsleistungen die Urteilsfreiheit des Abschlussprüfers? Zum Einfluss von Beratungshonoraren auf di," Schmalenbach Journal of Business Research, Springer, vol. 64(3), pages 271-279, May.
    10. Sarowar Hossain & Jeff Coulton & Jenny Jing Wang, 2023. "Client Importance and Audit Quality at the Individual Audit Partner, Office, and Firm Levels," Abacus, Accounting Foundation, University of Sydney, vol. 59(2), pages 650-696, June.
    11. Jamel Azibi & Hubert Tondeur & Mohamed Tahar Rajhi, 2010. "Auditor choice and institutional investor characteristics after the Enron scandal in the French context," Post-Print hal-00481076, HAL.
    12. David Hay & Robert Knechel & Vivian Li, 2006. "Non‐audit Services and Auditor Independence: New Zealand Evidence," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 33(5‐6), pages 715-734, June.
    13. García Blandón, Josep & Argilés Bosch, Josep Maria, 2013. "Audit firm tenure and qualified opinions: New evidence from Spain," Revista de Contabilidad - Spanish Accounting Review, Elsevier, vol. 16(2), pages 118-125.
    14. Rani Hoitash & Udi Hoitash, 2009. "The role of audit committees in managing relationships with external auditors after SOX: Evidence from the USA," Managerial Auditing Journal, Emerald Group Publishing, vol. 24(4), pages 368-397, April.
    15. Tsipouridou, Maria & Spathis, Charalambos, 2012. "Earnings management and the role of auditors in an unusual IFRS context: The case of Greece," Journal of International Accounting, Auditing and Taxation, Elsevier, vol. 21(1), pages 62-78.
    16. Bley, Jorg & Saad, Mohsen & Samet, Anis, 2019. "Auditor choice and bank risk taking," International Review of Financial Analysis, Elsevier, vol. 61(C), pages 37-52.
    17. Giuseppe Iuliano & Gaetano Matonti, 2015. "Do big 4 audit companies detect earnings management and report it in the audit opinion? Empirical evidence from italian non-listed firms," ESPERIENZE D'IMPRESA, FrancoAngeli Editore, vol. 2015(2), pages 5-43.
    18. Donghui Wu & Qing Ye, 2020. "Public Attention and Auditor Behavior: The Case of Hurun Rich List in China," Journal of Accounting Research, Wiley Blackwell, vol. 58(3), pages 777-825, June.
    19. Ahmed A. Diab & Samir I. Abdelazim & Aref M. Eissa & Eid Mahmoud Abozaid & Mona Mohamed Elshaabany, 2021. "The Impact of Client Size and Financial Performance on Audit Opinion: Evidence from a Developing Market," Academic Journal of Interdisciplinary Studies, Richtmann Publishing Ltd, vol. 10, January.
    20. Li‐Ying Huang & Gene C. Lai & Erin Lu & Michael McNamara, 2020. "Auditor quality, audit fees, organizational structure, and risk taking in the US life insurance industry," Risk Management and Insurance Review, American Risk and Insurance Association, vol. 23(2), pages 151-182, June.

    More about this item

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:wly:isacfm:v:17:y:2010:i:1:p:1-17. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Wiley Content Delivery (email available below). General contact details of provider: http://www.interscience.wiley.com/jpages/1099-1174/ .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.