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Design and evaluation of an advanced continuous data level auditing system: A three-layer structure

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  • Yoon, Kyunghee
  • Liu, Yue
  • Chiu, Tiffany
  • Vasarhelyi, Miklos A.

Abstract

Audit efficiency and effectiveness can be significantly affected by data aggregation during audit procedures. Previous studies highlight that an appropriate level of data aggregation is needed because a continuous auditing (CA) system often generates numerous alarms. To respond to this issue, this study proposes a CA system with a three-layer structure. In the first layer of the proposed system, all journal entry level transactions are classified and aggregated using defined rules; any transactions that deviate from these rules are identified as unusual transactions. The second layer detects the observations that violate controls. Analytical monitoring models are developed in the final layer to identify observations that statistically deviate from an organization’s typical business behaviors. To examine whether the proposed three-layer CA system enhances the effectiveness of a CA systemin identifyingfinancial irregularities,this studyempirically tests the proposed models using real-world journal entry data from a construction company. The results indicate that the proposed framework enhances audit effectiveness and efficiency.

Suggested Citation

  • Yoon, Kyunghee & Liu, Yue & Chiu, Tiffany & Vasarhelyi, Miklos A., 2021. "Design and evaluation of an advanced continuous data level auditing system: A three-layer structure," International Journal of Accounting Information Systems, Elsevier, vol. 42(C).
    • Handle: RePEc:eee:ijoais:v:42:y:2021:i:c:s1467089521000269
    DOI: 10.1016/j.accinf.2021.100524
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    1. Cogger, Ko, 1981. "A Time-Series Analytic Approach To Aggregation Issues In Accounting Data," Journal of Accounting Research, Wiley Blackwell, vol. 19(2), pages 285-298.
    2. D. Eric Hirst & Lisa Koonce, 1996. "Audit Analytical Procedures: A Field Investigation," Contemporary Accounting Research, John Wiley & Sons, vol. 13(2), pages 457-486, September.
    3. Debreceny, Roger S. & Gray, Glen L., 2010. "Data mining journal entries for fraud detection: An exploratory study," International Journal of Accounting Information Systems, Elsevier, vol. 11(3), pages 157-181.
    4. Jans, Mieke & Hosseinpour, Marzie, 2019. "How active learning and process mining can act as Continuous Auditing catalyst," International Journal of Accounting Information Systems, Elsevier, vol. 32(C), pages 44-58.
    5. Lev, B, 1980. "On The Use Of Index Models In Analytical Reviews By Auditors," Journal of Accounting Research, Wiley Blackwell, vol. 18(2), pages 524-550.
    6. Chan, David Y. & Vasarhelyi, Miklos A., 2011. "Innovation and practice of continuous auditing," International Journal of Accounting Information Systems, Elsevier, vol. 12(2), pages 152-160.
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    Cited by:

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    Keywords

    Continuous auditing; Analytical procedure;

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