Intelligent Systems in Accounting, Finance and Management AUDIT-FIRM GROUP APPOINTMENT: AN ARTIFICIAL INTELLIGENCE APPROACH

نویسندگان

  • EFSTATHIOS KIRKOS
  • CHARALAMBOS SPATHIS
  • YANNIS MANOLOPOULOS
چکیده

ACKNOWLEDGMENTS We would like to thank Daniel O'Leary (editor), Bob Berry (former editor) for the encouragement and three anonymous referees for their helpful comments. Summary 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 the present 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.

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Artificial Intelligence Approach Analyzing Management Ability Based on Accounting and Corporate Governance Criteria

The aim of this research is the analysis of management ability using accounting and corporate governance criteria and also artificial intelligence. The primary independent variables in this study include regulatory variables (characteristics of corporate governance and audit committee) and accounting variables (performance and risk criteria). We took advantage of Demirjian index to measure mana...

متن کامل

Audit-firm group appointment: an artificial intelligence approach

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 artifi cial intelligence (AI) are used to propose models capable of discriminating between cases wher...

متن کامل

An Investigation of Financing Costs Factors on the Auditor's Qualified Report in the Companies Listed in Tehran Stock Exchange

The purpose of this study was to an investigation of financing costs factors on the auditor's qualified report in companies listed in Tehran stock exchange. The criteria considered in this study were the audit firm size, auditor's specialization in the partner level, auditor's selection tenure and audit fees. For this purpose, five hypotheses were developed and data related to 85 companies of T...

متن کامل

Forecasting Gold Price Changes: Application of an Equipped Artificial Neural Network

The forecast of fluctuations and prices is the major concern in financial markets. Thus, developing an accurate and robust forecasting decision model is critically favorable to the investors. As gold has shown a special capability to smooth inflation fluctuations, governors use gold as a price controlling lever. Thus, more information about future gold price trends will help to make the firm de...

متن کامل

The Effects of Audit Methodology on the Development of Auditors’ Knowledge of the Client’s Business

This study examines the differences between strategic systems audit approach compared with traditional based audit approach and its impact on development of auditors’ knowledge of the client’s business, has been discussed. Strategic systems audit approach advocates argue that this approach creates a better development of auditors’ knowledge of the client’s business than the traditional-based au...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2009