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Does corporate culture impact tax shelter? A machine learning approach

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  • Mammadov, Babak
  • Vakilzadeh, Hamid
  • Golden, Joanna

Abstract

This study investigates whether the corporate culture of a firm affects its tax shelter behavior. We use a novel machine learning methodology to measure the corporate culture of a firm. Our results show that firms with stronger corporate culture are more likely to have material operations in tax haven countries and the extent of such operations is greater in these firms. The findings also suggest that firms with stronger corporate cultures engage in greater tax avoidance. Our results are robust to the use of both instrumental variables and difference-in-difference identification strategies. Finally, we show that having tax haven operations as a result of stronger corporate culture increases a firm's after-tax earnings in future periods.

Suggested Citation

  • Mammadov, Babak & Vakilzadeh, Hamid & Golden, Joanna, 2024. "Does corporate culture impact tax shelter? A machine learning approach," International Review of Financial Analysis, Elsevier, vol. 96(PB).
    • Handle: RePEc:eee:finana:v:96:y:2024:i:pb:s1057521924007002
    DOI: 10.1016/j.irfa.2024.103768
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    as
    1. Zeng, Yanni & Liu, Mengna & Ding, Ashley & Xu, Rui & Zhang, Hao, 2023. "Cultural similarity of non-local independent directors and financial reporting quality," International Review of Financial Analysis, Elsevier, vol. 90(C).
    2. repec:zbw:bofrdp:2017_021 is not listed on IDEAS
    3. Larcker, David F. & Rusticus, Tjomme O., 2010. "On the use of instrumental variables in accounting research," Journal of Accounting and Economics, Elsevier, vol. 49(3), pages 186-205, April.
    4. Sonja Olhoft Rego & Ryan Wilson, 2012. "Equity Risk Incentives and Corporate Tax Aggressiveness," Journal of Accounting Research, Wiley Blackwell, vol. 50(3), pages 775-810, June.
    5. Wongsinhirun, Nopparat & Chatjuthamard, Pattanaporn & Jiraporn, Pornsit, 2023. "Corporate culture and board gender diversity: Evidence from textual analysis," International Review of Financial Analysis, Elsevier, vol. 86(C).
    6. Eric Van den Steen, 2010. "Culture Clash: The Costs and Benefits of Homogeneity," Management Science, INFORMS, vol. 56(10), pages 1718-1738, October.
    7. Robert Audi & Tim Loughran & Bill McDonald, 2016. "Trust, but Verify: MD&A Language and the Role of Trust in Corporate Culture," Journal of Business Ethics, Springer, vol. 139(3), pages 551-561, December.
    8. Widener, Sally K., 2004. "An empirical investigation of the relation between the use of strategic human capital and the design of the management control system," Accounting, Organizations and Society, Elsevier, vol. 29(3-4), pages 377-399.
    9. Sabrina Chi & Shawn X. Huang & Juan Manuel Sanchez, 2017. "CEO Inside Debt Incentives and Corporate Tax Sheltering," Journal of Accounting Research, Wiley Blackwell, vol. 55(4), pages 837-876, September.
    10. Mironov, Maxim, 2015. "Should one hire a corrupt CEO in a corrupt country?," Journal of Financial Economics, Elsevier, vol. 117(1), pages 29-42.
    11. Van, Huong Vu & Ly, Kim Cuong, 2021. "Does rising corporate social responsibility promote firm tax payments? New perspectives from a quantile approach," International Review of Financial Analysis, Elsevier, vol. 77(C).
    12. Scott D. Dyreng & Bradley P. Lindsey, 2009. "Using Financial Accounting Data to Examine the Effect of Foreign Operations Located in Tax Havens and Other Countries on U.S. Multinational Firms' Tax Rates," Journal of Accounting Research, Wiley Blackwell, vol. 47(5), pages 1283-1316, December.
    13. Graham, John R. & Grennan, Jillian & Harvey, Campbell R. & Rajgopal, Shivaram, 2022. "Corporate culture: Evidence from the field," Journal of Financial Economics, Elsevier, vol. 146(2), pages 552-593.
    14. Mogha, Vipin & Williams, Benjamin, 2021. "Culture and capital structure: What else to the puzzle?," International Review of Financial Analysis, Elsevier, vol. 73(C).
    15. Andrea L. Eisfeldt & Dimitris Papanikolaou, 2014. "The Value and Ownership of Intangible Capital," American Economic Review, American Economic Association, vol. 104(5), pages 189-194, May.
    16. Henri, Jean-Francois, 2006. "Organizational culture and performance measurement systems," Accounting, Organizations and Society, Elsevier, vol. 31(1), pages 77-103, January.
    17. DeBacker, Jason & Heim, Bradley T. & Tran, Anh, 2015. "Importing corruption culture from overseas: Evidence from corporate tax evasion in the United States," Journal of Financial Economics, Elsevier, vol. 117(1), pages 122-138.
    18. Cronqvist, Henrik & Yu, Frank, 2017. "Shaped by their daughters: Executives, female socialization, and corporate social responsibility," Journal of Financial Economics, Elsevier, vol. 126(3), pages 543-562.
    19. Armstrong, Christopher S. & Blouin, Jennifer L. & Jagolinzer, Alan D. & Larcker, David F., 2015. "Corporate governance, incentives, and tax avoidance," Journal of Accounting and Economics, Elsevier, vol. 60(1), pages 1-17.
    20. Hasan, Mostafa Monzur & Lobo, Gerald J. & Qiu, Buhui, 2021. "Organizational capital, corporate tax avoidance, and firm value," Journal of Corporate Finance, Elsevier, vol. 70(C).
    21. Kai Li & Feng Mai & Rui Shen & Xinyan Yan, 2021. "Measuring Corporate Culture Using Machine Learning," NBER Chapters, in: Big Data: Long-Term Implications for Financial Markets and Firms, pages 3265-3315, National Bureau of Economic Research, Inc.
    22. Slemrod, Joel, 2004. "The Economics of Corporate Tax Selfishness," National Tax Journal, National Tax Association;National Tax Journal, vol. 57(4), pages 877-899, December.
    23. Kai Li & Feng Mai & Rui Shen & Xinyan Yan, 2021. "Measuring Corporate Culture Using Machine Learning [Machine learning methods that economists should know about]," The Review of Financial Studies, Society for Financial Studies, vol. 34(7), pages 3265-3315.
    24. Kelvin K. F. Law & Lillian F. Mills, 2017. "Military experience and corporate tax avoidance," Review of Accounting Studies, Springer, vol. 22(1), pages 141-184, March.
    25. Anesa, Mattia & Gillespie, Nicole & Spee, A. Paul & Sadiq, Kerrie, 2019. "The legitimation of corporate tax minimization," Accounting, Organizations and Society, Elsevier, vol. 75(C), pages 17-39.
    26. Iftekhar Hasan & Chun‐Keung (Stan) Hoi & Qiang Wu & Hao Zhang, 2017. "Does Social Capital Matter in Corporate Decisions? Evidence from Corporate Tax Avoidance," Journal of Accounting Research, Wiley Blackwell, vol. 55(3), pages 629-668, June.
    27. Jeff P. Boone & Inder K. Khurana & K. K. Raman, 2013. "Religiosity and Tax Avoidance," Working Papers 0198acc, College of Business, University of Texas at San Antonio.
    28. Armstrong, Christopher S. & Blouin, Jennifer L. & Jagolinzer, Alan D. & Larcker, David F., 2015. "Corporate Governance, Incentives, and Tax Avoidance," Research Papers 2134, Stanford University, Graduate School of Business.
    29. Tim Loughran & Bill Mcdonald, 2011. "When Is a Liability Not a Liability? Textual Analysis, Dictionaries, and 10‐Ks," Journal of Finance, American Finance Association, vol. 66(1), pages 35-65, February.
    30. Eric Van den Steen, 2010. "On the origin of shared beliefs (and corporate culture)," RAND Journal of Economics, RAND Corporation, vol. 41(4), pages 617-648, December.
    31. Baruch Lev, 2019. "Ending the Accounting-for-Intangibles Status Quo," European Accounting Review, Taylor & Francis Journals, vol. 28(4), pages 713-736, August.
    32. John Gallemore & Edward L. Maydew & Jacob R. Thornock, 2014. "The Reputational Costs of Tax Avoidance," Contemporary Accounting Research, John Wiley & Sons, vol. 31(4), pages 1103-1133, December.
    33. Lanis, Roman & Richardson, Grant, 2011. "The effect of board of director composition on corporate tax aggressiveness," Journal of Accounting and Public Policy, Elsevier, vol. 30(1), pages 50-70, January.
    34. Biggerstaff, Lee & Cicero, David C. & Puckett, Andy, 2015. "Suspect CEOs, unethical culture, and corporate misbehavior," Journal of Financial Economics, Elsevier, vol. 117(1), pages 98-121.
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    More about this item

    Keywords

    Corporate culture; Tax haven; Tax avoidance; Machine learning; Artificial intelligence;
    All these keywords.

    JEL classification:

    • H26 - Public Economics - - Taxation, Subsidies, and Revenue - - - Tax Evasion and Avoidance
    • M14 - Business Administration and Business Economics; Marketing; Accounting; Personnel Economics - - Business Administration - - - Corporate Culture; Diversity; Social Responsibility
    • M41 - Business Administration and Business Economics; Marketing; Accounting; Personnel Economics - - Accounting - - - Accounting

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