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Unleashing the beast: the impact of big data and data analytics on the auditing profession—Evidence from a developing country

Author

Listed:
  • Ahmed S. Abdelwahed

    (Cairo University)

  • Ahmad A. Abu-Musa

    (Tanta University)

  • Hebatallah A. Badawy

    (Egypt-Japan University of Science and Technology “E-JUST”
    Alexandria University)

  • Hosam Moubarak

    (Egypt-Japan University of Science and Technology “E-JUST”
    Alexandria University)

Abstract

This study attempts to obtain an understanding of the impact of adopting big data and data analytics (BD&A) on various dimensions of the audit profession. This study aims to examine the effect of adopting BD&A on the audit process, auditor competence, and audit fees in a developing context, Egypt. It also examines the mediating effect of auditor competence on the association between BD&A, audit process, and audit fees. A questionnaire was developed and distributed among financial auditors, IT/IS auditors, and data analytics specialists working for audit firms with different sizes in Egypt. Responses from 205 audit practitioners were collected. Partial least square structural equation modeling was employed to test the research hypotheses. It was revealed that BD&A has a significant positive impact on the audit process and auditor competence. However, an insignificant association between BD&A and audit fees was found. Also, the results indicated that there is a positive significant relationship between auditor competence and audit process, and between auditor competence and audit fees. The mediation analysis reveals that auditor competence partially mediates the relationship between BD&A and the audit process. This indicates that while BD&A directly enhances the audit process, its full potential is realized when auditors possess advanced competencies. In contrast, the relationship between BD&A and audit fees is fully mediated by auditor competence, reflecting the critical role of skill development in justifying fee adjustments.

Suggested Citation

  • Ahmed S. Abdelwahed & Ahmad A. Abu-Musa & Hebatallah A. Badawy & Hosam Moubarak, 2025. "Unleashing the beast: the impact of big data and data analytics on the auditing profession—Evidence from a developing country," Future Business Journal, Springer, vol. 11(1), pages 1-18, December.
    • Handle: RePEc:spr:futbus:v:11:y:2025:i:1:d:10.1186_s43093-024-00420-7
    DOI: 10.1186/s43093-024-00420-7
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    1. 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.
    2. James L. Bierstaker & Priscilla Burnaby & Jay Thibodeau, 2001. "The impact of information technology on the audit process: an assessment of the state of the art and implications for the future," Managerial Auditing Journal, Emerald Group Publishing Limited, vol. 16(3), pages 159-164, April.
    3. Christian Nitzl, 2016. "The use of partial least squares structural equation modelling (PLS-SEM) in management accounting research: Directions for future theory development," Journal of Accounting Literature, Emerald Group Publishing Limited, vol. 37(1), pages 19-35, October.
    4. Dechow, Patricia & Ge, Weili & Schrand, Catherine, 2010. "Understanding earnings quality: A review of the proxies, their determinants and their consequences," Journal of Accounting and Economics, Elsevier, vol. 50(2-3), pages 344-401, December.
    5. Prem Lal Joshi & Govindan Marthandan, 2020. "Continuous internal auditing: can big data analytics help?," International Journal of Accounting, Auditing and Performance Evaluation, Inderscience Enterprises Ltd, vol. 16(1), pages 25-42.
    6. Mohamed Khaled Amr Eldaly & Magdy Abdel-Kader, 2017. "An independent audit oversight system in a non-developed market: the case of Egypt," International Journal of Accounting, Auditing and Performance Evaluation, Inderscience Enterprises Ltd, vol. 13(3), pages 254-279.
    7. Gandomi, Amir & Haider, Murtaza, 2015. "Beyond the hype: Big data concepts, methods, and analytics," International Journal of Information Management, Elsevier, vol. 35(2), pages 137-144.
    8. Margaret H. Christ & Scott A. Emett & Scott L. Summers & David A. Wood, 2021. "Prepare for takeoff: improving asset measurement and audit quality with drone-enabled inventory audit procedures," Review of Accounting Studies, Springer, vol. 26(4), pages 1323-1343, December.
    9. Earley, Christine E., 2015. "Data analytics in auditing: Opportunities and challenges," Business Horizons, Elsevier, vol. 58(5), pages 493-500.
    10. Federica De Santis & Giuseppe D’Onza, 2021. "Big data and data analytics in auditing: in search of legitimacy," Meditari Accountancy Research, Emerald Group Publishing Limited, vol. 29(5), pages 1088-1112, February.
    11. Vincent E. Owhoso & William F. Messier, Jr. & John G. Lynch, Jr., 2002. "Error Detection by Industry‐Specialized Teams during Sequential Audit Review," Journal of Accounting Research, Wiley Blackwell, vol. 40(3), pages 883-900, June.
    12. David Yermack, 2017. "Corporate Governance and Blockchains," Review of Finance, European Finance Association, vol. 21(1), pages 7-31.
    13. Curtis, Emer & Turley, Stuart, 2007. "The business risk audit - A longitudinal case study of an audit engagement," Accounting, Organizations and Society, Elsevier, vol. 32(4-5), pages 439-461.
    14. 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.
    15. Angela Liew & Peter Boxall & Denny Setiawan, 2022. "The transformation to data analytics in Big-Four financial audit: what, why and how?," Pacific Accounting Review, Emerald Group Publishing Limited, vol. 34(4), pages 569-584, May.
    16. 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.
    17. Kanyarat (Lek) Sanoran & Jomsurang Ruangprapun, 2023. "Initial Implementation of Data Analytics and Audit Process Management," Sustainability, MDPI, vol. 15(3), pages 1-14, January.
    18. Fischer, Michael J., 1996. ""Real-izing" the benefits of new technologies as a source of audit evidence: An interpretive field study," Accounting, Organizations and Society, Elsevier, vol. 21(2-3), pages 219-242.
    19. Nitzl, Christian, 2016. "The use of partial least squares structural equation modelling (PLS-SEM) in management accounting research: Directions for future theory development," Journal of Accounting Literature, Elsevier, vol. 37(C), pages 19-35.
    20. Sarstedt, Marko & Hair, Joseph F. & Cheah, Jun-Hwa & Becker, Jan-Michael & Ringle, Christian M., 2019. "How to specify, estimate, and validate higher-order constructs in PLS-SEM," Australasian marketing journal, Elsevier, vol. 27(3), pages 197-211.
    21. Michael Kend & Lan Anh Nguyen, 2020. "Big Data Analytics and Other Emerging Technologies: The Impact on the Australian Audit and Assurance Profession," Australian Accounting Review, CPA Australia, vol. 30(4), pages 269-282, December.
    22. Ahmed Aboud & Barry Robinson, 2020. "Fraudulent financial reporting and data analytics: an explanatory study from Ireland," Accounting Research Journal, Emerald Group Publishing Limited, vol. 35(1), pages 21-36, November.
    23. Bo Huang & Xiao Yao & Yinqing Luo & Jing Li, 2023. "Improving financial distress prediction using textual sentiment of annual reports," Annals of Operations Research, Springer, vol. 330(1), pages 457-484, November.
    24. Ahmed S. Abdelwahed & Ahmad A. Abu-Musa & Hosam Moubarak & Hebatallah A. Badawy, 2024. "The use of big data and analytics in external auditing: Does audit firm size matter? Evidence from a developing country," South African Journal of Accounting Research, Taylor & Francis Journals, vol. 38(2), pages 113-145, May.
    25. Yeamin Jacky & Noor Adwa Sulaiman, 2022. "The use of data analytics in external auditing: a content analysis approach," Asian Review of Accounting, Emerald Group Publishing Limited, vol. 30(1), pages 31-58, January.
    26. repec:eme:jal000:j.acclit.2016.09.003 is not listed on IDEAS
    27. Marek Vochozka & Jaromir Vrbka & Petr Suler, 2020. "Bankruptcy or Success? The Effective Prediction of a Company’s Financial Development Using LSTM," Sustainability, MDPI, vol. 12(18), pages 1-17, September.
    28. John Hulland, 1999. "Use of partial least squares (PLS) in strategic management research: a review of four recent studies," Strategic Management Journal, Wiley Blackwell, vol. 20(2), pages 195-204, February.
    29. Salonee Patel & Manan Shah, 2023. "A Comprehensive Study on Implementing Big Data in the Auditing Industry," Annals of Data Science, Springer, vol. 10(3), pages 657-677, June.
    30. Vitali, Sonia & Giuliani, Marco, 2024. "Emerging digital technologies and auditing firms: Opportunities and challenges," International Journal of Accounting Information Systems, Elsevier, vol. 53(C).
    31. Siew, Eu-Gene & Rosli, Khairina & Yeow, Paul H.P., 2020. "Organizational and environmental influences in the adoption of computer-assisted audit tools and techniques (CAATTs) by audit firms in Malaysia," International Journal of Accounting Information Systems, Elsevier, vol. 36(C).
    32. George Salijeni & Anna Samsonova-Taddei & Stuart Turley, 2021. "Understanding How Big Data Technologies Reconfigure the Nature and Organization of Financial Statement Audits: A Sociomaterial Analysis," European Accounting Review, Taylor & Francis Journals, vol. 30(3), pages 531-555, May.
    33. repec:eme:par000:par-06-2021-0105 is not listed on IDEAS
    34. Mohamed Khaled Eldaly & Ahmed A. Elamer & Magdy Abdel-Kader, 2022. "The influence of foreign direct investment on the Egyptian audit market: what do Big 4 partners’ perceptions tell us?," Journal of Financial Reporting and Accounting, Emerald Group Publishing Limited, vol. 22(4), pages 1039-1061, June.
    35. Isam Saleh & Yahya Marei & Maha Ayoush & Malik Muneer Abu Afifa, 2022. "Big Data analytics and financial reporting quality: qualitative evidence from Canada," Journal of Financial Reporting and Accounting, Emerald Group Publishing Limited, vol. 21(1), pages 83-104, July.
    36. Koreff, Jared & Weisner, Martin & Sutton, Steve G., 2021. "Data analytics (ab) use in healthcare fraud audits," International Journal of Accounting Information Systems, Elsevier, vol. 42(C).
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    More about this item

    Keywords

    Audit process; Audit fees; Auditor competence; Agency theory; Big data & analytics; Human capital theory; Resource-based view theory; Structural equation modeling;
    All these keywords.

    JEL classification:

    • M42 - Business Administration and Business Economics; Marketing; Accounting; Personnel Economics - - Accounting - - - Auditing
    • O31 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Innovation and Invention: Processes and Incentives

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