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Análise de desempenho de portfólios de investimentos, a partir de critérios ESG, no mercado acionário Brasileiro

Detalhes bibliográficos
Ano de defesa: 2025
Autor(a) principal: Garcia, Sávio Cardoso lattes
Outros Autores: https://orcid.org/0000-0002-1412-3074
Orientador(a): Prado, José Willer do
Banca de defesa: Não Informado pela instituição
Tipo de documento: Dissertação
Tipo de acesso: Acesso aberto
Idioma: por
Instituição de defesa: Universidade Federal de Lavras
Faculdade de Ciências Sociais Aplicadas (FCSA)
Programa de Pós-Graduação: Programa de Pós-Graduação em Administração
Departamento: Não Informado pela instituição
País: brasil
Palavras-chave em Português:
ESG
Área do conhecimento CNPq:
Link de acesso: https://repositorio.ufla.br/handle/1/60369
Resumo: Various investment strategies in financial assets have been proposed over time. In this context, analysts, managers, and investors adopt different approaches in portfolio formation. On the other hand, investors are increasingly aware of environmental, social, and governance factors and, consequently, take such factors into account in allocation decisions. However, academic literature still lacks more studies on the effect of ESG criteria on investment portfolios, considering, primarily, an emerging country like Brazil. Therefore, the present research aims to investigate the performance of investment portfolios formed based on ESG criteria in the Brazilian stock market. To meet this objective, three articles will be developed: The first article conducted a thematic review on portfolio theory and asset pricing in the Web of Science and Scopus databases, using tools such as R Studio, Excel, and EndNote. The second article formed portfolios with ESG, E, S, and G criteria through Markowitz's (1952) mean-variance approach and the scores established by Thomson Reuters Refinitiv ESG. It investigated whether ESG criteria can be considered a risk factor and whether traditional asset pricing models can explain the returns of ESG portfolios. Lastly, the previously established filters will form ESG, E, S, and G factors, which will be incorporated into a pricing model. Finally, in the third article, the conditional volatility of ESG, E, S, and G portfolios, as well as sustainability and governance indices and the Ibovespa in the Brazilian stock market, was modeled using ARCH and GARCH model extensions (EGARCH, TGARCH, and APARCH). In the first article, bibliometric techniques found that seminal works such as Markowitz (1952) and Sharpe (1964) are still fundamental bases for other research. In the proposed theme, there is an increasing number of studies incorporating other risk factors, including ESG criteria in pricing models. In the second article, the portfolios had higher returns and lower drawdowns than the benchmark indices. The regression models revealed that ESG and Governance (GOV) factors have explanatory power over the returns of Brazilian stocks, suggesting that investors may be pricing sustainability and governance practices. Finally, in the last article, ESG portfolios showed higher volatility persistence compared to benchmark indices and leverage effects. Macroeconomic and political factors may be linked to the amplification of volatility in the analyzed time series. This research contributes to the academic literature on sustainable finance by supporting the relationship between ESG criteria investments, return, and risk in the Brazilian stock market, raising and exploring future research trends on the proposed theme (Article 1), evaluating the return and risk of these ESG portfolios (Article 2), and finally, conducting a more detailed risk analysis using conditional volatility models (Article 3).
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spelling Andrade, Lélis Pedro deLima, André Luis RibeiroÁvila, Ednilson Sebastião dePrado, José Willer dohttp://lattes.cnpq.br/3196533137620409Garcia, Sávio Cardosohttps://orcid.org/0000-0002-1412-30742025-10-07T12:18:31Z2025-03-28GARCIA, Sávio Cardoso. Análise de desempenho de portfólios de investimentos, a partir de critérios ESG, no mercado acionário Brasileiro. 2025. 157 p. Dissertação (Mestrado em Administração) - Universidade Federal de Lavras, Lavras, 2025.https://repositorio.ufla.br/handle/1/60369Various investment strategies in financial assets have been proposed over time. In this context, analysts, managers, and investors adopt different approaches in portfolio formation. On the other hand, investors are increasingly aware of environmental, social, and governance factors and, consequently, take such factors into account in allocation decisions. However, academic literature still lacks more studies on the effect of ESG criteria on investment portfolios, considering, primarily, an emerging country like Brazil. Therefore, the present research aims to investigate the performance of investment portfolios formed based on ESG criteria in the Brazilian stock market. To meet this objective, three articles will be developed: The first article conducted a thematic review on portfolio theory and asset pricing in the Web of Science and Scopus databases, using tools such as R Studio, Excel, and EndNote. The second article formed portfolios with ESG, E, S, and G criteria through Markowitz's (1952) mean-variance approach and the scores established by Thomson Reuters Refinitiv ESG. It investigated whether ESG criteria can be considered a risk factor and whether traditional asset pricing models can explain the returns of ESG portfolios. Lastly, the previously established filters will form ESG, E, S, and G factors, which will be incorporated into a pricing model. Finally, in the third article, the conditional volatility of ESG, E, S, and G portfolios, as well as sustainability and governance indices and the Ibovespa in the Brazilian stock market, was modeled using ARCH and GARCH model extensions (EGARCH, TGARCH, and APARCH). In the first article, bibliometric techniques found that seminal works such as Markowitz (1952) and Sharpe (1964) are still fundamental bases for other research. In the proposed theme, there is an increasing number of studies incorporating other risk factors, including ESG criteria in pricing models. In the second article, the portfolios had higher returns and lower drawdowns than the benchmark indices. The regression models revealed that ESG and Governance (GOV) factors have explanatory power over the returns of Brazilian stocks, suggesting that investors may be pricing sustainability and governance practices. Finally, in the last article, ESG portfolios showed higher volatility persistence compared to benchmark indices and leverage effects. Macroeconomic and political factors may be linked to the amplification of volatility in the analyzed time series. This research contributes to the academic literature on sustainable finance by supporting the relationship between ESG criteria investments, return, and risk in the Brazilian stock market, raising and exploring future research trends on the proposed theme (Article 1), evaluating the return and risk of these ESG portfolios (Article 2), and finally, conducting a more detailed risk analysis using conditional volatility models (Article 3).Diversas estratégias de investimentos em ativos financeiros têm sido propostas ao longo do tempo. Neste contexto, os analistas, gestores e investidores adotam diferentes abordagens na formação das carteiras de investimento. Por outro lado, alguns investidores estão inserindo critérios ambientais, sociais e de governança, como estratégia nas decisões de alocação de capital financeiro. Portanto, a presente pesquisa tem como objetivo investigar o desempenho dos portfólios de investimento formados a partir dos critérios ESG no mercado acionário brasileiro. A fim de atender essa proposta, foram desenvolvidos 3 artigos: O primeiro artigo foi realizado um levantamento da temática sobre a teoria do portfólio e a precificação de ativos financeiros nas bases de dados Web of Science e Scopus, apoiando-se de ferramentas como o R Studio, Excel e o EndNote. No segundo artigo foi formado os portfólios com critérios ESG, E, S, G através da média-variância de Markowitz (1952) e das pontuações estabelecidas pela Thomson Reuters Refinitiv ESG e foi investigado se critérios ESG são considerados fatores de risco e se os modelos de precificação de ativos tradicionais com cinco fatores conseguem explicar os retornos dos portfólios ESG. Por último, os filtros estabelecidos anteriormente formaram fatores ESG, E, S e G, sendo incrementados em um modelo de precificação. Por fim, no terceiro artigo foram modelados a volatilidade condicional dos portfólios ESG, E, S, G, e dos índices de sustentabilidade e de governança e do Ibovespa no mercado acionário brasileiro, por meio das extensões do modelo ARCH e GARCH (EGARCH, TGARCH e APARCH). No primeiro artigo foi encontrado através de técnicas bibliométricas que trabalhos seminais como o de Markowitz (1952) e de Sharpe (1964) ainda são bases fundamentais para outras pesquisas. Na temática proposta, há um aumento de pesquisas incorporando outros fatores de risco, incluindo critérios ESG nos modelos de precificação. No segundo artigo, os portfolios com critérios ESG tiveram rentabilidade maior e menores drawdowns que os índices dos benchmarks. Os modelos de regressão revelaram que fatores ESG e de Governança (GOV) têm o poder de explicação dos retornos das ações brasileiras, induzindo que investidores estejam precificando práticas de sustentabilidade e de governança. Por fim, no último artigo, os portfolios ESG apresentaram maior persistência na volatilidade e efeito alavanca em comparação aos índices dos benchmarks. Fatores macroeconômicos e políticos podem estar ligados à amplificação da volatilidade das séries temporais analisadas. Essa pesquisa contribui para a literatura acadêmica sobre finanças sustentáveis, ao subsidiar a relação entre investimentos com critérios ESG, retorno e risco no mercado acionário brasileiro, ao levantar e explorar tendências de pesquisas sobre a temática proposta (Artigo 1), avaliação do retorno e risco desses portfólios ESG formados (Artigo 2) e por fim, uma análise mais apurada sobre risco, utilizando de modelos de volatilidade condicional (Artigo3).Conselho Nacional de Desenvolvimento Científico e Tecnológico (CNPq)SociaisTecnológicoEconômicosMeio ambienteTecnologia e produçãoTrabalhoODS 8: Trabalho decente e crescimento econômicoODS 9: Indústria, inovação e infraestruturaODS 12: Consumo e produção responsáveisUniversidade Federal de LavrasFaculdade de Ciências Sociais Aplicadas (FCSA)Programa de Pós-Graduação em AdministraçãoUFLAbrasilAttribution 3.0 Brazilhttp://creativecommons.org/licenses/by/3.0/br/info:eu-repo/semantics/openAccessCiências Sociais e AplicadasESGPrecificação de ativosModelos ARCHMercado financeiroAsset pricingARCH modelsFinancial marketAnálise de desempenho de portfólios de investimentos, a partir de critérios ESG, no mercado acionário BrasileiroPerformance analysis of investment portfolios, based on Esg criteria, in the Brazilian stock marketinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/masterThesisporreponame:Repositório Institucional da UFLAinstname:Universidade Federal de Lavras (UFLA)instacron:UFLACC-LICENSElicense_rdflicense_rdfapplication/rdf+xml; charset=utf-81025https://repositorio.ufla.br/bitstreams/845c7f6e-067a-4cc6-ada2-6de9b1aeb8c3/download5a033ee506f3a0a175bee8fc81f0bd66MD51falseAnonymousREADLICENSElicense.txtlicense.txttext/plain; charset=utf-8955https://repositorio.ufla.br/bitstreams/b2ed4171-be37-465a-b337-a850368955ea/downloaddc1a173fe9489e283d3a1f54f6ab2ab9MD52falseAnonymousREADORIGINALTexto completo.pdfTexto completo.pdfapplication/pdf3141590https://repositorio.ufla.br/bitstreams/822cdc90-2ceb-42a0-8ff1-1637bbe3290c/download3902531a478cdc96cf4e9b1a8672b82fMD52trueAnonymousREADImpactos da pesquisa.pdfImpactos da pesquisa.pdfapplication/pdf210589https://repositorio.ufla.br/bitstreams/e2c1c023-3eaf-4af0-ae78-7576152f57dd/downloada1fdd8a77e2064ee525750013a7ac797MD53falseAnonymousREAD1/603692025-10-07 09:18:33.4http://creativecommons.org/licenses/by/3.0/br/Attribution 3.0 Brazilopen.accessoai:repositorio.ufla.br:1/60369https://repositorio.ufla.brRepositório InstitucionalPUBhttps://repositorio.ufla.br/server/oai/requestnivaldo@ufla.br || repositorio.biblioteca@ufla.bropendoar:2025-10-07T12:18:33Repositório Institucional da UFLA - Universidade Federal de Lavras (UFLA)falseREVDTEFSQcOHw4NPIERFIERJU1RSSUJVScOHw4NPIE7Dg08tRVhDTFVTSVZBCk8gcmVmZXJpZG8gYXV0b3I6CgphKSBEZWNsYXJhIHF1ZSBvIGRvY3VtZW50byBlbnRyZWd1ZSDDqSBzZXUgdHJhYmFsaG8gb3JpZ2luYWwsIGUgcXVlIGRldMOpbSBvIGRpcmVpdG8gZGUgY29uY2VkZXIgb3MgZGlyZWl0b3MgY29udGlkb3MgbmVzdGEgbGljZW7Dp2EuIERlY2xhcmEgdGFtYsOpbSBxdWUgYSBlbnRyZWdhIGRvIGRvY3VtZW50byBuw6NvIGluZnJpbmdlLCB0YW50byBxdWFudG8gbGhlIMOpIHBvc3PDrXZlbCBzYWJlciwgb3MgZGlyZWl0b3MgZGUgcXVhbHF1ZXIgb3V0cmEgcGVzc29hIG91ICBlbnRpZGFkZS4KCmIpIFNlIG8gZG9jdW1lbnRvIGVudHJlZ3VlIGNvbnTDqW0gbWF0ZXJpYWwgZG8gcXVhbCBuw6NvIGRldMOpbSBvcyBkaXJlaXRvcyBkZSBhdXRvciwgZGVjbGFyYSBxdWUgb2J0ZXZlIGF1dG9yaXphw6fDo28gZG8gZGV0ZW50b3IgZG9zIGRpcmVpdG9zIGRlIGF1dG9yIHBhcmEgY29uY2VkZXIgw6AgVW5pdmVyc2lkYWRlIEZlZGVyYWwgZGUgTGF2cmFzIG9zIGRpcmVpdG9zIHJlcXVlcmlkb3MgcG9yIGVzdGEgbGljZW7Dp2EsIGUgcXVlIGVzc2UgbWF0ZXJpYWwgY3Vqb3MgZGlyZWl0b3Mgc8OjbyBkZSB0ZXJjZWlyb3MgZXN0w6EgY2xhcmFtZW50ZSBpZGVudGlmaWNhZG8gZSByZWNvbmhlY2lkbwpubyB0ZXh0byBvdSBjb250ZcO6ZG8gZG8gZG9jdW1lbnRvIGVudHJlZ3VlLiBTZSBvIGRvY3VtZW50byBlbnRyZWd1ZSDDqSBiYXNlYWRvIGVtIHRyYWJhbGhvIGZpbmFuY2lhZG8gb3UgYXBvaWFkbyBwb3Igb3V0cmEgaW5zdGl0dWnDp8OjbyBxdWUgbsOjbyBhIFVuaXZlcnNpZGFkZSBGZWRlcmFsIGRlIExhdnJhcywgZGVjbGFyYSBxdWUgY3VtcHJpdSBxdWFpc3F1ZXIgb2JyaWdhw6fDtWVzIGV4aWdpZGFzIHBlbG8gcmVzcGVjdGl2byBjb250cmF0byBvdSBhY29yZG8uCg==
dc.title.none.fl_str_mv Análise de desempenho de portfólios de investimentos, a partir de critérios ESG, no mercado acionário Brasileiro
dc.title.alternative.none.fl_str_mv Performance analysis of investment portfolios, based on Esg criteria, in the Brazilian stock market
title Análise de desempenho de portfólios de investimentos, a partir de critérios ESG, no mercado acionário Brasileiro
spellingShingle Análise de desempenho de portfólios de investimentos, a partir de critérios ESG, no mercado acionário Brasileiro
Garcia, Sávio Cardoso
Ciências Sociais e Aplicadas
ESG
Precificação de ativos
Modelos ARCH
Mercado financeiro
Asset pricing
ARCH models
Financial market
title_short Análise de desempenho de portfólios de investimentos, a partir de critérios ESG, no mercado acionário Brasileiro
title_full Análise de desempenho de portfólios de investimentos, a partir de critérios ESG, no mercado acionário Brasileiro
title_fullStr Análise de desempenho de portfólios de investimentos, a partir de critérios ESG, no mercado acionário Brasileiro
title_full_unstemmed Análise de desempenho de portfólios de investimentos, a partir de critérios ESG, no mercado acionário Brasileiro
title_sort Análise de desempenho de portfólios de investimentos, a partir de critérios ESG, no mercado acionário Brasileiro
author Garcia, Sávio Cardoso
author_facet Garcia, Sávio Cardoso
https://orcid.org/0000-0002-1412-3074
author_role author
author2 https://orcid.org/0000-0002-1412-3074
author2_role author
dc.contributor.referee.none.fl_str_mv Andrade, Lélis Pedro de
Lima, André Luis Ribeiro
Ávila, Ednilson Sebastião de
dc.contributor.advisor1.fl_str_mv Prado, José Willer do
dc.contributor.authorLattes.fl_str_mv http://lattes.cnpq.br/3196533137620409
dc.contributor.author.fl_str_mv Garcia, Sávio Cardoso
https://orcid.org/0000-0002-1412-3074
contributor_str_mv Prado, José Willer do
dc.subject.cnpq.fl_str_mv Ciências Sociais e Aplicadas
topic Ciências Sociais e Aplicadas
ESG
Precificação de ativos
Modelos ARCH
Mercado financeiro
Asset pricing
ARCH models
Financial market
dc.subject.por.fl_str_mv ESG
Precificação de ativos
Modelos ARCH
Mercado financeiro
Asset pricing
ARCH models
Financial market
description Various investment strategies in financial assets have been proposed over time. In this context, analysts, managers, and investors adopt different approaches in portfolio formation. On the other hand, investors are increasingly aware of environmental, social, and governance factors and, consequently, take such factors into account in allocation decisions. However, academic literature still lacks more studies on the effect of ESG criteria on investment portfolios, considering, primarily, an emerging country like Brazil. Therefore, the present research aims to investigate the performance of investment portfolios formed based on ESG criteria in the Brazilian stock market. To meet this objective, three articles will be developed: The first article conducted a thematic review on portfolio theory and asset pricing in the Web of Science and Scopus databases, using tools such as R Studio, Excel, and EndNote. The second article formed portfolios with ESG, E, S, and G criteria through Markowitz's (1952) mean-variance approach and the scores established by Thomson Reuters Refinitiv ESG. It investigated whether ESG criteria can be considered a risk factor and whether traditional asset pricing models can explain the returns of ESG portfolios. Lastly, the previously established filters will form ESG, E, S, and G factors, which will be incorporated into a pricing model. Finally, in the third article, the conditional volatility of ESG, E, S, and G portfolios, as well as sustainability and governance indices and the Ibovespa in the Brazilian stock market, was modeled using ARCH and GARCH model extensions (EGARCH, TGARCH, and APARCH). In the first article, bibliometric techniques found that seminal works such as Markowitz (1952) and Sharpe (1964) are still fundamental bases for other research. In the proposed theme, there is an increasing number of studies incorporating other risk factors, including ESG criteria in pricing models. In the second article, the portfolios had higher returns and lower drawdowns than the benchmark indices. The regression models revealed that ESG and Governance (GOV) factors have explanatory power over the returns of Brazilian stocks, suggesting that investors may be pricing sustainability and governance practices. Finally, in the last article, ESG portfolios showed higher volatility persistence compared to benchmark indices and leverage effects. Macroeconomic and political factors may be linked to the amplification of volatility in the analyzed time series. This research contributes to the academic literature on sustainable finance by supporting the relationship between ESG criteria investments, return, and risk in the Brazilian stock market, raising and exploring future research trends on the proposed theme (Article 1), evaluating the return and risk of these ESG portfolios (Article 2), and finally, conducting a more detailed risk analysis using conditional volatility models (Article 3).
publishDate 2025
dc.date.accessioned.fl_str_mv 2025-10-07T12:18:31Z
dc.date.issued.fl_str_mv 2025-03-28
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/masterThesis
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dc.identifier.citation.fl_str_mv GARCIA, Sávio Cardoso. Análise de desempenho de portfólios de investimentos, a partir de critérios ESG, no mercado acionário Brasileiro. 2025. 157 p. Dissertação (Mestrado em Administração) - Universidade Federal de Lavras, Lavras, 2025.
dc.identifier.uri.fl_str_mv https://repositorio.ufla.br/handle/1/60369
identifier_str_mv GARCIA, Sávio Cardoso. Análise de desempenho de portfólios de investimentos, a partir de critérios ESG, no mercado acionário Brasileiro. 2025. 157 p. Dissertação (Mestrado em Administração) - Universidade Federal de Lavras, Lavras, 2025.
url https://repositorio.ufla.br/handle/1/60369
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language por
dc.rights.driver.fl_str_mv Attribution 3.0 Brazil
http://creativecommons.org/licenses/by/3.0/br/
info:eu-repo/semantics/openAccess
rights_invalid_str_mv Attribution 3.0 Brazil
http://creativecommons.org/licenses/by/3.0/br/
eu_rights_str_mv openAccess
dc.publisher.none.fl_str_mv Universidade Federal de Lavras
Faculdade de Ciências Sociais Aplicadas (FCSA)
dc.publisher.program.fl_str_mv Programa de Pós-Graduação em Administração
dc.publisher.initials.fl_str_mv UFLA
dc.publisher.country.fl_str_mv brasil
publisher.none.fl_str_mv Universidade Federal de Lavras
Faculdade de Ciências Sociais Aplicadas (FCSA)
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