Análise de desempenho de portfólios de investimentos, a partir de critérios ESG, no mercado acionário Brasileiro
| Ano de defesa: | 2025 |
|---|---|
| Autor(a) principal: | |
| Outros Autores: | |
| Orientador(a): | |
| Banca de defesa: | |
| 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: | |
| 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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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)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 |
| 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 |
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2025-10-07T12:18:31Z |
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2025-03-28 |
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info:eu-repo/semantics/publishedVersion |
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info:eu-repo/semantics/masterThesis |
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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. |
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https://repositorio.ufla.br/handle/1/60369 |
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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. |
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Programa de Pós-Graduação em Administração |
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UFLA |
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brasil |
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