Regulatory sensitivity index: a metric to assess the impact of regulation on publicly traded firms in Brazil

Main Article Content

Roberto Miranda Pimentel Fully
Danilo Soares Monte-Mor
Neyla Tardin

Abstract

Context: regulation remains a complex and multifaceted area of inquiry, with ongoing debates in the economic literature concerning its determinants, mechanisms, and effects. To contribute to a more comprehensive understanding of the topic—extending beyond the confines of a purely economic perspective—this study introduces a methodological framework for quantifying the regulatory burden on publicly listed firms in Brazil. The framework results in the development of an index designed to facilitate cross-sectoral comparisons of the relative weight of regulation across companies operating in distinct segments of the national economy.


Objective: the objective of this article is to propose and apply a set of indicators that measure, in a comparative manner, the relative weight of regulation on publicly traded companies in Brazil, considering the regulatory intensity by firm, industry, and market. Although it does not constitute a direct metric of economic or competitive impact, the index provides subsidies for further studies on the relationship between regulation, corporate strategy, and sectoral performance, and may also contribute to analyses regarding the regulatory effects on competitive dynamics in different segments of the economy.


Method: to identify such behavior that distances the effect of regulation on the firm in relation to the industry in which it reports operating, the concept of Level of Distancing from Industry (NDI) was used, which assesses how close or distant the company is from the index of its industry.


Conclusions: the study identified clusters of company behavior in relation to the weight of state regulation, which helps in understanding the strategies of companies in adapting to regulatory aspects in Brazil.

Article Details

Section

Revista de Defesa da Concorrência

Author Biographies

Roberto Miranda Pimentel Fully, Fucape Business School (FUCAPE) – Vitória/ES, Brasil

Pós-doutorando em Contabilidade e Controladoria - FEA - USP - Ribeirão Preto. Doutor em Contabilidade e Administração pela Fucape Business School - Vitória. Coordenador do Programa de Mestrado Profissional em Contabilidade e Administração da Fucape Business School - Belo Horizonte - MG. Ex-Conselheiro da Light S/A. Ex-assessor de novos negócios da Energisa - MG S/A; Atuou como Secretário Municipal de Planejamento. Membro do Grupo de Normas Técnicas do CRC-MG; Líder de Tema de Contabilidade Tributária do EnANPAD.

Danilo Soares Monte-Mor, Fucape Business School (FUCAPE) – Vitória/ES, Brasil

Doutor em Contabilidade e Administração pela FUCAPE Business School, com ênfase em análises quantitativas, construção de indicadores, mecanismos de monitoramento, contratos de incentivos, compliance e governança. Visiting scholar na University of Arkansas, no Arkansas-USA, nos departamentos de Accounting e Finance. Experiência profissional em suporte à análises e construção de indicadores das áreas pública e privada, e com pesquisas acadêmicas em diversas áreas como estrutura de capital, risco e regulação, insolvência, governança e corrupção, transparência na gestão pública, práticas ESG, entre outros.

Neyla Tardin, Fucape Business School (FUCAPE) – Vitória/ES, Brasil

Doutora em Contabilidade e Administração pela Fucape Business School, com ênfase em precificação de ativos, contratos de incentivos, otimização de custos e análise e avaliação de empresas. Ex-Secretária Municipal da Fazenda de Vitória-ES (2023-2025). Professora Associada da Fucape Business School. Fui visiting scholar na Rice University, no Texas-USA, nos departamentos de Accounting e Finance. Experiência em Planejamento e Análise Financeira (FP&A), valuation (M&A) e planejamento estratégico e operacional.

How to Cite

Regulatory sensitivity index:: a metric to assess the impact of regulation on publicly traded firms in Brazil. Revista de Defesa da Concorrência, Brasília, v. 13, n. 2, 2025. DOI: 10.52896/mq36wp23. Disponível em: https://revista.cade.gov.br/index.php/revistadedefesadaconcorrencia/article/view/1936. Acesso em: 13 dec. 2025.

References

ASTAMI, Emita W.; RUSMIN, Rusmin; HARTADI, Bambang; EVANS, John. The role of audit quality and culture influence on earnings management in companies with excessive free cash flow: evidence from the Asia-Pacific region. International Journal of Accounting & Information Management, v. 25, n. 1, p. 21-42, 2017. DOI: 10.1108/IJAIM-05-2016-0059. Acesso em: 11 abr. 2023.

BRASIL. Lei nº 13.874, de 20 de setembro de 2019. Institui a Declaração de Direitos de Liberdade Econômica; estabelece garantias de livre mercado; [...] e dá outras providências. Brasília, DF: Presidência da República, 2019. Disponível em: http://www.planalto.gov.br/ccivil_03/_ato2019-2022/2019/lei/L13874.htm. Acesso em: 9 abr. 2023.

BRASIL. Ministério da Economia. Secretaria Especial da Receita Federal do Brasil. Cadastro Nacional da Pessoa Jurídica – CNPJ: Base de dados cadastrais das empresas brasileiras. Brasília, DF: Receita Federal do Brasil, 2020. Disponível em: https://www.gov.br/receitafederal. Acesso em: 14 abr. 2023.

CHEN, Feng; CHEN, J.; SU, X.; WANG, Y. Regulation, earnings management, and value relevance of accounting information in China. Journal of International Accounting Research, v. 10, n. 1, p. 1-35, 2011. DOI: 10.2308/jiar.2011.10.1.1. Acesso em: 17 abr. 2023.

DAWSON, John W.; SEATER, John J. Federal regulation and aggregate economic growth. Journal of Economic Growth, v. 18, n. 2, p. 137-177, 2013. DOI: 10.1007/s10887-013-9088-y. Acesso em: 19 abr. 2023.

DE MASI, Sara; JOHN, Kose; SŁOMKA-GOŁĘBIOWSKA, Agnieszka; URBANEK, Piotr. Regulation and post-crisis pay disclosure strategies of banks. Review of Quantitative Finance and Accounting, v. 61, n. 4, p. 1243-1275, 2023. DOI: 10.1007/s11156-023-01177-w. Acesso em: 5 abr. 2023.

FULLY, Roberto Miranda Pimentel; TARDIN, Neyla; MONT-MOR, Danilo Soares. Proposta de índice para medir impacto regulatório em firmas de capital aberto no mercado brasileiro. In: ENCONTRO DA ANPAD, 46., 2022, Maringá. Anais [...]. Maringá: ANPAD, 2022. Disponível em: https://x.gd/qmW22. Acesso em: 30 abr. 2023.

GOFF, Brian. An index of regulation. In: GOFF, Brian (ed.). Regulation and Macroeconomic Performance. Boston: Springer US, 1996. p. 85-103. DOI: 10.1007/978-1-4613-1343-4_6. Acesso em: 22 abr. 2023.

GRAY, Wayne B.; SHADBEGIAN, Ronald. Environmental regulation and manufacturing productivity at the plant level. National Bureau of Economic Research Working Paper, n. 4321, 1993. DOI: 10.3386/w4321. Acesso em: 12 abr. 2023.

HLAING, Khin Phyo; POURJALALI, Hamid. Economic reasons for reporting property, plant, and equipment at fair market value by foreign cross-listed firms in the United States. Journal of Accounting, Auditing & Finance, v. 27, n. 4, p. 557-576, 2012. DOI: 10.1177/0148558X11423681. Acesso em: 10 abr. 2023.

HOMERO JUNIOR, Paulo Frederico. Impacto das fraudes contábeis no Banco Panamericano sobre a reputação da Deloitte. Revista de Contabilidade e Controladoria, v. 6, n. 2, p. 40-53, 2014. DOI: 10.5380/rcc.v6i2.33961. Acesso em: 7 abr. 2023.

JACKSON, Howell Edmund. Variation in the intensity of financial regulation: preliminary evidence and potential implications. Yale Journal on Regulation, v. 24, n. 2, p. 253-291, 2007. Disponível em: https://ssrn.com/abstract=839250. Acesso em: 8 abr. 2023.

JOSKOW, Paul L.; ROSE, Nancy L. The effects of economic regulation. In: Handbook of Industrial Organization. v. 2. Amsterdam: North-Holland, 1989. p. 1449-1506. DOI: 10.1016/S1573-448X(89)02011-6. Acesso em: 3 abr. 2023.

MAHONEY, Paul G. Deregulation and the subprime crisis. Virginia Law Review, v. 104, n. 2, p. 235-290, 2018. DOI: 10.2139/ssrn.3194078. Acesso em: 20 abr. 2023.

NICOLETTI, Giuseppe; SCARPETTA, Stefano. Regulation, productivity and growth: OECD evidence. Economic Policy, v. 18, n. 36, p. 9-72, 2003. DOI: 10.1111/1468-0327.00102. Acesso em: 10 abr. 2023.

ORGANISATION FOR ECONOMIC CO-OPERATION AND DEVELOPMENT (OECD). Product Market Regulation: A detailed explanation of the methodology used to build the OECD PMR Indicators. Paris: OECD Publishing, 2020. Disponível em: https://bit.ly/4oojOfE. Acesso em: 24 abr. 2023.

ORGANISATION FOR ECONOMIC CO-OPERATION AND DEVELOPMENT (OECD). Regulatory Policy Outlook 2021. Paris: OECD Publishing, 2021. DOI: 10.1787/38b0fdb1-en. Acesso em: 15 abr. 2023.

PEREIRA NETO, Caio Mário da Silva; MARQUES NETO, Floriano de Azevedo. Regulação e desenvolvimento: o papel das agências reguladoras no Brasil. São Paulo: Malheiros, 2020. Acesso em: 25 abr. 2023.

PIMENTA, Eduardo; REZENDE, Amaury José. Enforcement contábil e regulação econômica no Brasil. Revista de Administração Contemporânea (RAC), v. 27, n. 3, p. 1-25, 2023. DOI: 10.1590/1982-7849rac2023220321.en. Acesso em: 14 abr. 2023.

ROSEN, Robert Eli. Risk management and corporate governance: the case of Enron. Connecticut Law Review, v. 35, n. 4, p. 1157-1235, 2003. DOI: 10.2139/ssrn.468168. Acesso em: 16 abr. 2023.

SCHNEIDER, Friedrich; BUEHN, Andreas; MONTENEGRO, Claudio E. Shadow economies all over the world: new estimates for 162 countries from 1999 to 2007. World Bank Policy Research Working Paper, n. 5356, 2010. DOI: 10.1596/1813-9450-5356. Acesso em: 13 abr. 2023.

SIMKOVIC, Michael; ZHANG, Miao Ben. Measuring regulation: a labor task-based approach. University of Southern California Law School: Legal Studies Working Paper Series, n. 298, 2019. DOI: 10.2139/ssrn.3215032. Acesso em: 21 abr. 2023.

SUN, Bo; TAM, Xuan; YOUNG, Eric R. Regulatory intensity, crash risk, and the business cycle. Meeting Papers, n. 416, p. 1-44, 2014. DOI: 10.2139/ssrn.2422346. Acesso em: 18 abr. 2023.

VAN LOO, Rory. Regulatory monitors: policing firms in the compliance era. Columbia Law Review, v. 119, n. 2, p. 369-444, 2019. DOI: 10.2139/ssrn.3267965. Acesso em: 23 abr. 2023.

WINSTON, Clifford; CRANDALL, Robert W.; NISKANEN, William A.; KLEVORICK, Alvin K. Explaining regulatory policy. Brookings Papers on Economic Activity: Microeconomics, v. 1994, p. 1-49, 1994. DOI: 10.2307/2534728. Acesso em: 18 abr. 2023.

WORLD BANK. Doing Business 2020: Comparing Business Regulation in 190 Economies. Washington, DC: World Bank, 2020. DOI: 10.1596/978-1-4648-1440-2. Acesso em: 17 abr. 2023.