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The need for ‘skeptical’ accountants in the era of Big Data

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  • McKinney, Earl
  • Yoos, Charles J.
  • Snead, Ken

Abstract

Big Data is now readily available for analysis, and analysts trained to conduct effective analysis in this area are in high demand. However, there is a dearth of discussion in the literature related to identifying the important cognitive skills required for accountants to conduct effective Big Data analysis. Here we argue that accountants need to approach Big Data analysis as informed skeptics, being ever ready to challenge the analysis by asking good questions in appropriate topical areas. These areas include understanding the limits of measurement and representation, the subjectiveness of insight, the challenges of statistics and integrating data sets, and the effects of underdetermination and inductive reasoning. Accordingly, we develop a framework and an illustrative example to facilitate the training of accounting students to become informed skeptics in the era of Big Data by explaining the conceptual relevance of each of the topical areas to Big Data analysis. In addition, example questions are identified that accountants conducting Big Data analysis should be asking regarding each topic. Further, for each topic, references to additional resources are provided that students can access to learn more about effectively conducting Big Data analysis.

Suggested Citation

  • McKinney, Earl & Yoos, Charles J. & Snead, Ken, 2017. "The need for ‘skeptical’ accountants in the era of Big Data," Journal of Accounting Education, Elsevier, vol. 38(C), pages 63-80.
    • Handle: RePEc:eee:joaced:v:38:y:2017:i:c:p:63-80
    DOI: 10.1016/j.jaccedu.2016.12.007
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    Cited by:

    1. Khaldoon Al-Htaybat & Larissa von Alberti-Alhtaybat & Zaidoon Alhatabat, 2018. "Educating digital natives for the future: accounting educators’ evaluation of the accounting curriculum," Accounting Education, Taylor & Francis Journals, vol. 27(4), pages 333-357, July.
    2. Apostolou, Barbara & Dorminey, Jack W. & Hassell, John M. & Rebele, James E., 2018. "Accounting education literature review (2017)," Journal of Accounting Education, Elsevier, vol. 43(C), pages 1-23.
    3. Janvrin, Diane J. & Weidenmier Watson, Marcia, 2017. "“Big Data”: A new twist to accounting," Journal of Accounting Education, Elsevier, vol. 38(C), pages 3-8.
    4. Mesa, William B., 2019. "Accounting students’ learning processes in analytics: A sensemaking perspective," Journal of Accounting Education, Elsevier, vol. 48(C), pages 50-68.

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