Confirmatory Factor Analysis of the Internal Audit Process and Operational Efficiency of Listed Companies on the Stock Exchange of Thailand
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Abstract
This research on the confirmatory factor analysis (CFA) of the internal audit process and operational efficiency of listed companies on the Stock Exchange of Thailand aims to 1) study and analyze the confirmatory factors of the internal audit process and operational efficiency, and 2) assess the model fit of these confirmatory factors with the empirical data. The sample consisted of 143 internal auditors at the department head level or equivalent. Data were collected using an online questionnaire via Google Forms and analyzed using statistical software. The statistical methods employed included mean, standard deviation, percentage, correlation analysis, and confirmatory factor analysis (CFA). The findings revealed that after adjusting the confirmatory factor model for the internal audit process variables, which included four factors: planning (Plan), action (Act), reporting (Report), and follow-up (Follow), the model achieved a Chi-square value of 126.576, chi-square/df = 2.482, df = 51, p = 0.000, CFI = 0.950, IFI = 0.951, RMR = 0.045, and RMSEA = 0.047. For the operational efficiency variables, which comprised four factors: goal achievement (GOALS), resource acquisition and utilization (RESOURCE), operational processes (OPERATION), and overall satisfaction (SATISFACTION), the model yielded a Chi-square value of 574.842, chi-square/df = 2.377, df = 246, p = 0.000, CFI = 0.937, IFI = 0.938, RMR = 0.036, and RMSEA = 0.044. These results indicate that the confirmatory factor models are well-aligned with the empirical data and provide essential insights for developing policies and operational practices to enhance organizational efficiency.
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References
Bollen, K. A. (2014). Structural Equations with Latent Variables. John Wiley and Sons.
Certo, S. C. (2000). Modern management. Prentice-Hall.
George, D., & Mallery, P. (2019). IBM SPSS Statistics 25 Step by Step: A Simple Guide and Reference (15th ed.). Routledge.
Grima, S., Baldacchino, P.J., Grima, S., Kizilkaya, M., Tabone, N., & Ellul, L. (2023). Designing a Characteristics Effectiveness Model for Internal Audit. Journal of Risk and Financial Management. 16(2), Article 2. https://doi.org/10.3390/jrfm16020056
Hair, J. F., Babin, B. J., Anderson, R. E., & Black, W. C. (2019). Multivariate Data Analysis (8th ed.). Pearson Prentice Hall.
Hooper, D., Coughlan, J., & Mullen, M. R. (2008). Structural Equation Modelling: Guidelines for Determining Model Fit. The Electronic Journal of Business Research Methods. 6, 53-60. https://www.researchgate.net/publication/254742561_Structural_Equation_Modeling_Guidelines_for_Determining_Model_Fit
Kawprathum, R., Ussahawanitchakit, P., & Muenthaisong, K. (2009). Effects of Internal Audit Quality on Operational Efficiency and Customer Confidence of the Firms Promoted by the Board of Investment, Thailand, Journal of Accountancy and Management Mahasarakham Business School, Mahasarakham University. 2(3): 53-65. (in Thai).
Kline, R. B. (2015). Principles and Practice of Structural Equation Modeling (4th ed.). Guilford Press.
Malhotra, M. K. & Grover, V. (1998). An assessment of survey research in POM: from constructs to theory. Journal of Operation Management. 16(4): 407-425. https://doi.org/10.1016/S0272-6963(98)00021-7
Millet, J. D. (1954). Management the Public Service. McGraw-Hill.
Ministry of Finance. (2008). Internal Audit Practices. Ministry of Finance. https://www.cgd.go.th/cs/internet/internet/%E0%B8%AA%E0%B8%9E%E0%B8%95-%E0%B8%A3%E0%B8%B0%E0%B9%80%E0%B8%9A%E0%B8%B5%E0%B8%A2%E0%B8%9A.html. (In Thai)
Muenruakham, P. (2011). The impact of strategic internal audit on the operational efficiency of higher education institutions in Thailand. [Master’s thesis, Mahasarakham University].Mahasarakham University Library. http://khoon.msu.ac.th/_dir/fulltext/fulltextman/full1/patanid3146/titlepage.pdf (in Thai)
Sakhakorn, J. & Srichanpetch, S. (2021). Internal Control and Internal Audit. Thammasat Printing house. (In Thai)
Sikom, P. & Chan-Ngam, J. (2018). The Influence of Internal Audit Process and Risk Management on Performance of Listed Companies in the Stock Exchange of Thailand. Christian University of Thailand Journal. 24(4), Article 4. (In Thai)
Soma, R., & Pongpanpattana, J. (2017). Effects of Internal Audit Strategy on Operational Efficiency of Universities under the Commission on Higher Education. Humanities and Social Sciences Journal of Pibulsongkram Rajabhat University. 11(2), 162-173 (In Thai)
Sorbom, D. (1996). LISREL 8: Structural Equation Modeling with the SIMPLIS Command Language. Scientific Software International.
The Institute of Internal Auditors. (2017). International Standards for the Professional Practice of Internal Auditing (Standards). The Institute of Internal Auditors.
Thanh, H.H., & Tien, D.N. (2023). Spillover Effects of Internal Audit Effectiveness among Commercial Banks. International Journal of ADVANCED AND APPLIED SCIENCES. 10(8), 112–20. https://doi.org/10.21833/ijaas.2023.08.013