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A Review of Big Data Research in Accounting

Author

Listed:
  • Francis Aboagye‐Otchere
  • Cletus Agyenim‐Boateng
  • Abdulai Enusah
  • Theodora Ekua Aryee

Abstract

The impending fourth industrial revolution has enhanced the role of big data analytics in today’s business practice. Consequently, many now consider big data as the most strategic resource in business to the extent that organizations that fail to utilize it may become competitively disadvantaged. Following these developments, questions have been raised about the future of the accounting discipline, especially in terms of how it can continue to add value to organizations. While some scholars have attempted to address this question, it remains an abstract concept requiring further investigation. Therefore, this study conducts a systematic literature review to determine the status of accounting research on big data analytics and provides avenues for further studies. By conducting co‐occurrence network analysis on 52 peer‐reviewed articles published from 2010 to 2020, three broad themes emerged, entailing big data implications for accounting practice, education, and research design. A further examination of the themes revealed few empirical studies on the phenomenon, as conceptual research dominates the field. Although external audit implications of big data are widely discussed, other accounting domains (e.g., managerial accounting and taxation) are underexplored. Therefore, future studies may focus on the implications of big data on variables such as performance measurement, information governance, tax behavior, curriculum design, and pedagogy.

Suggested Citation

  • Francis Aboagye‐Otchere & Cletus Agyenim‐Boateng & Abdulai Enusah & Theodora Ekua Aryee, 2021. "A Review of Big Data Research in Accounting," Intelligent Systems in Accounting, Finance and Management, John Wiley & Sons, Ltd., vol. 28(4), pages 268-283, October.
    • Handle: RePEc:wly:isacfm:v:28:y:2021:i:4:p:268-283
    DOI: 10.1002/isaf.1504
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    1. Sledgianowski, Deb & Gomaa, Mohamed & Tan, Christine, 2017. "Toward integration of Big Data, technology and information systems competencies into the accounting curriculum," Journal of Accounting Education, Elsevier, vol. 38(C), pages 81-93.
    2. Alharthi, Abdulkhaliq & Krotov, Vlad & Bowman, Michael, 2017. "Addressing barriers to big data," Business Horizons, Elsevier, vol. 60(3), pages 285-292.
    3. Chapman, Christopher S. & Kihn, Lili-Anne, 2009. "Information system integration, enabling control and performance," Accounting, Organizations and Society, Elsevier, vol. 34(2), pages 151-169, February.
    4. Ilias O. Pappas & Patrick Mikalef & Michail N. Giannakos & John Krogstie & George Lekakos, 2018. "Big data and business analytics ecosystems: paving the way towards digital transformation and sustainable societies," Information Systems and e-Business Management, Springer, vol. 16(3), pages 479-491, August.
    5. George Salijeni & Anna Samsonova-Taddei & Stuart Turley, 2019. "Big Data and changes in audit technology: contemplating a research agenda," Accounting and Business Research, Taylor & Francis Journals, vol. 49(1), pages 95-119, January.
    6. Zabihollah Rezaee & Jim Wang, 2018. "Relevance of big data to forensic accounting practice and education," Managerial Auditing Journal, Emerald Group Publishing Limited, vol. 34(3), pages 268-288, October.
    7. Sheng, Jie & Amankwah-Amoah, Joseph & Wang, Xiaojun, 2019. "Technology in the 21st century: New challenges and opportunities," Technological Forecasting and Social Change, Elsevier, vol. 143(C), pages 321-335.
    8. Rakipi, Romina & De Santis, Federica & D'Onza, Giuseppe, 2021. "Correlates of the internal audit function’s use of data analytics in the big data era: Global evidence," Journal of International Accounting, Auditing and Taxation, Elsevier, vol. 42(C).
    9. 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.
    10. 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.
    11. Rikhardsson, Pall & Yigitbasioglu, Ogan, 2018. "Business intelligence & analytics in management accounting research: Status and future focus," International Journal of Accounting Information Systems, Elsevier, vol. 29(C), pages 37-58.
    12. Fay, Rebecca & Negangard, Eric M., 2017. "Manual journal entry testing: Data analytics and the risk of fraud," Journal of Accounting Education, Elsevier, vol. 38(C), pages 37-49.
    13. Antonella Petrillo & Fabio De Felice & Raffaele Cioffi & Federico Zomparelli, 2018. "Fourth Industrial Revolution: Current Practices, Challenges, and Opportunities," Chapters, in: Antonella Petrillo & Raffaele Cioffi & Fabio De Felice (ed.), Digital Transformation in Smart Manufacturing, IntechOpen.
    14. Earley, Christine E., 2015. "Data analytics in auditing: Opportunities and challenges," Business Horizons, Elsevier, vol. 58(5), pages 493-500.
    15. Jan Bebbington & Jeffrey Unerman, 2018. "Achieving the United Nations Sustainable Development Goals," Accounting, Auditing & Accountability Journal, Emerald Group Publishing Limited, vol. 31(1), pages 2-24, January.
    16. Pandula Gamage, 2016. "Big Data: Are Accounting Educators Ready?," Journal of Accounting and Management Information Systems, Faculty of Accounting and Management Information Systems, The Bucharest University of Economic Studies, vol. 15(3), pages 588-604, September.
    17. Moll, Jodie & Yigitbasioglu, Ogan, 2019. "The role of internet-related technologies in shaping the work of accountants: New directions for accounting research," The British Accounting Review, Elsevier, vol. 51(6).
    18. Janvrin, Diane J. & Raschke, Robyn L. & Dilla, William N., 2014. "Making sense of complex data using interactive data visualization," Journal of Accounting Education, Elsevier, vol. 32(4), pages 31-48.
    19. Petutschnig, Matthias, 2017. "Future orientation and taxes: Evidence from big data," Journal of International Accounting, Auditing and Taxation, Elsevier, vol. 29(C), pages 14-31.
    20. Appelbaum, Deniz & Kogan, Alexander & Vasarhelyi, Miklos & Yan, Zhaokai, 2017. "Impact of business analytics and enterprise systems on managerial accounting," International Journal of Accounting Information Systems, Elsevier, vol. 25(C), pages 29-44.
    21. Sophie Cockcroft & Mark Russell, 2018. "Big Data Opportunities for Accounting and Finance Practice and Research," Australian Accounting Review, CPA Australia, vol. 28(3), pages 323-333, September.
    22. Amr Kotb & Magdy Abdel-Kader & Amir Allam & Hussein Halabi & Ellie Franklin, 2019. "Information technology in the British and Irish undergraduate accounting degrees," Accounting Education, Taylor & Francis Journals, vol. 28(5), pages 445-464, September.
    23. Van der Stede, Wim A., 2016. "Management accounting in context: industry, regulation and informatics," LSE Research Online Documents on Economics 65578, London School of Economics and Political Science, LSE Library.
    24. Michela Arnaboldi & Cristiano Busco & Suresh Cuganesan, 2017. "Accounting, accountability, social media and big data: revolution or hype?," Accounting, Auditing & Accountability Journal, Emerald Group Publishing Limited, vol. 30(4), pages 762-776, May.
    25. 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.
    26. Pinglin He & Hanlu Niu & Zhe Sun & Tao Li, 2020. "Accounting Index of COVID-19 Impact on Chinese Industries: A Case Study Using Big Data Portrait Analysis," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 56(10), pages 2332-2349, August.
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