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fMRI study of brain activation associated with earnings management techniques in proximity to debt covenant violations

Author

Listed:
  • Hassan R. HassabElnaby

    (Northern Kentucky University)

  • Ahmed Abdel-Maksoud

    (Zayed University, United Arab Emirates)

  • Amal Said

    (Northern Kentucky University)

  • Andrew S. Cotton

    (Johns Hopkins University)

  • Ashley Y. Wang

    (The University of Toledo)

  • Haitham Elsamaloty

    (The University of Toledo)

Abstract

Business managers employ various earnings management techniques (EMTs) to prevent debt covenant breaches. Understanding the underlying decision-making processes related to such techniques may help a manager choose the optimal approach to avoid a violation, but these cognitive processes remain poorly understood. The current functional magnetic resonance imaging (fMRI) study aims to explore the brain activation associated with assessment and decision-making to apply three commonly employed EMTs: accounting earnings management (AEM), classification shifting (CS), and total real earnings management (REM). During the fMRI scans, fifty participating business managers read the text presentations of multiple scenarios where companies were at different proximities (FAR or CLOSE) to debt covenant violations. Then, the managers assessed the options and decided whether to apply one of the three EMTs. Behavioral results suggest that managers preferred using AEM and REM over CS to avoid debt covenant violations, and they were more likely to apply EMTs when companies were CLOSE to rather than FAR from default. The fMRI findings revealed that assessing and deciding the three techniques elicited activation in the occipital, frontal, and lateral temporal cortices regions. In addition, REM and CS were associated with more significant subcortical hippocampus regions for memory processing. REM activated the brain’s motor system for actions, but CS activated the basal ganglia for delayed reward processing. Increased risk of debt covenant violation in CLOSE scenarios was linked to reduced activation in the frontal pole, superior parietal, precuneus, lingual, lateral occipital, posterior inferior temporal, and posterior cingulate gyri, suggesting decreased visual attention and emotion regulation activation during assessing and deciding to apply EMTs to avoid default risks. These activation patterns reveal shared and distinct neural processes in applying EMTs. Proximity to debt covenant violations reduces brain activation in areas tied to decision-making and emotional regulation, fostering stress-driven short-term strategies. These findings highlight financial pressure’s impact on managerial behavior and emphasize the need for resilience-focused interventions.

Suggested Citation

  • Hassan R. HassabElnaby & Ahmed Abdel-Maksoud & Amal Said & Andrew S. Cotton & Ashley Y. Wang & Haitham Elsamaloty, 2025. "fMRI study of brain activation associated with earnings management techniques in proximity to debt covenant violations," Future Business Journal, Springer, vol. 11(1), pages 1-20, December.
  • Handle: RePEc:spr:futbus:v:11:y:2025:i:1:d:10.1186_s43093-025-00520-y
    DOI: 10.1186/s43093-025-00520-y
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    1. Hans B. Christensen & Luzi Hail & Christian Leuz, 2016. "Capital-Market Effects of Securities Regulation: Prior Conditions, Implementation, and Enforcement," The Review of Financial Studies, Society for Financial Studies, vol. 29(11), pages 2885-2924.
    2. Ann K. Tank & Anne M. Farrell, 2022. "Is Neuroaccounting Taking a Place on the Stage? A Review of the Influence of Neuroscience on Accounting Research," European Accounting Review, Taylor & Francis Journals, vol. 31(1), pages 173-207, January.
    3. Ann-Kristin Achleitner & Nina G�nther & Christoph Kaserer & Gianfranco Siciliano, 2014. "Real Earnings Management and Accrual-based Earnings Management in Family Firms," European Accounting Review, Taylor & Francis Journals, vol. 23(3), pages 431-461, September.
    4. Roychowdhury, Sugata, 2006. "Earnings management through real activities manipulation," Journal of Accounting and Economics, Elsevier, vol. 42(3), pages 335-370, December.
    5. repec:eme:mfppss:03074350110767411 is not listed on IDEAS
    6. Yun Fan & Wayne B. Thomas & Xiaoou Yu, 2019. "The Impact of Financial Covenants in Private Loan Contracts on Classification Shifting," Management Science, INFORMS, vol. 65(8), pages 3637-3653, August.
    7. Sweeney, Amy Patricia, 1994. "Debt-covenant violations and managers' accounting responses," Journal of Accounting and Economics, Elsevier, vol. 17(3), pages 281-308, May.
    8. Thomas E. Kida & Kimberly K. Moreno & James F. Smith, 2001. "The Influence of Affect on Managers' Capital†Budgeting Decisions," Contemporary Accounting Research, John Wiley & Sons, vol. 18(3), pages 477-494, September.
    9. Fields, Thomas D. & Lys, Thomas Z. & Vincent, Linda, 2001. "Empirical research on accounting choice," Journal of Accounting and Economics, Elsevier, vol. 31(1-3), pages 255-307, September.
    10. Kuhnen, Camelia M. & Knutson, Brian, 2011. "The Influence of Affect on Beliefs, Preferences, and Financial Decisions," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 46(3), pages 605-626, June.
    11. DeAngelo, Harry & DeAngelo, Linda & Skinner, Douglas J., 1994. "Accounting choice in troubled companies," Journal of Accounting and Economics, Elsevier, vol. 17(1-2), pages 113-143, January.
    12. Idil Kokal & Annerose Engel & Sebastian Kirschner & Christian Keysers, 2011. "Synchronized Drumming Enhances Activity in the Caudate and Facilitates Prosocial Commitment - If the Rhythm Comes Easily," PLOS ONE, Public Library of Science, vol. 6(11), pages 1-12, November.
    13. Ilia D. Dichev & Douglas J. Skinner, 2002. "Large–Sample Evidence on the Debt Covenant Hypothesis," Journal of Accounting Research, Wiley Blackwell, vol. 40(4), pages 1091-1123, September.
    14. DeFond, Mark L. & Jiambalvo, James, 1994. "Debt covenant violation and manipulation of accruals," Journal of Accounting and Economics, Elsevier, vol. 17(1-2), pages 145-176, January.
    15. Healy, Paul M. & Palepu, Krishna G., 1990. "Effectiveness of accounting-based dividend covenants," Journal of Accounting and Economics, Elsevier, vol. 12(1-3), pages 97-123, January.
    16. Shane, Scott & Drover, Will & Clingingsmith, David & Cerf, Moran, 2020. "Founder passion, neural engagement and informal investor interest in startup pitches: An fMRI study," Journal of Business Venturing, Elsevier, vol. 35(4).
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