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Incorporating big data in audits: Identifying inhibitors and a research agenda to address those inhibitors

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  • Alles, Michael
  • Gray, Glen L.

Abstract

With corporate investment in Big Data of $34 billion in 2013 growing to $232 billion through 2016 (Gartner 2012), the Big 4 accounting firms are aiming to be at the forefront of Big Data implementations. Notably, they see Big Data as an increasingly essential part of their assurance practice. We argue that while there is a place for Big Data in auditing, its application to auditing is less clear than it is in the other fields, such as marketing and medical research. The objectives of this paper are to: (1) provide a discussion of both the inhibitors of incorporating Big Data into financial statement audits; and (3) present a research agenda to identify approaches to ameliorate those inhibitors.

Suggested Citation

  • Alles, Michael & Gray, Glen L., 2016. "Incorporating big data in audits: Identifying inhibitors and a research agenda to address those inhibitors," International Journal of Accounting Information Systems, Elsevier, vol. 22(C), pages 44-59.
  • Handle: RePEc:eee:ijoais:v:22:y:2016:i:c:p:44-59
    DOI: 10.1016/j.accinf.2016.07.004
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    1. Chaim Zins, 2007. "Conceptual approaches for defining data, information, and knowledge," Journal of the American Society for Information Science and Technology, Association for Information Science & Technology, vol. 58(4), pages 479-493, February.
    2. Jeremy Ginsberg & Matthew H. Mohebbi & Rajan S. Patel & Lynnette Brammer & Mark S. Smolinski & Larry Brilliant, 2009. "Detecting influenza epidemics using search engine query data," Nature, Nature, vol. 457(7232), pages 1012-1014, February.
    3. Gray, Glen L. & Debreceny, Roger S., 2014. "A taxonomy to guide research on the application of data mining to fraud detection in financial statement audits," International Journal of Accounting Information Systems, Elsevier, vol. 15(4), pages 357-380.
    4. Ball, R & Brown, P, 1968. "Empirical Evaluation Of Accounting Income Numbers," Journal of Accounting Research, Wiley Blackwell, vol. 6(2), pages 159-178.
    5. Gray, Glen L. & Chiu, Victoria & Liu, Qi & Li, Pei, 2014. "The expert systems life cycle in AIS research: What does it mean for future AIS research?," International Journal of Accounting Information Systems, Elsevier, vol. 15(4), pages 423-451.
    6. 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.
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    Cited by:

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