Investment Funds: Performance using Carhart Model and Data Envelopment Analysis/Fundos de Investimento: Performance Aplicando Modelo Carhart e Analise Envoltoria de Dados
This study evaluates the performance of Brazilian investment funds in stocks, comparing real returns and performance indicators, both parametric and non-parametric. The estimation of performance and classification of funds were realized with a basis in observation of real returns and the alphas obta...
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Published in | RAC - Revista de Administracao Contemporanea Vol. 22; no. 3; p. 355 |
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Main Authors | , , , |
Format | Journal Article |
Language | Portuguese |
Published |
Associacao Nacional de Pos-Graduacao e Pesquisa em Administracao-ANPAD
01.05.2018
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Subjects | |
Online Access | Get full text |
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Abstract | This study evaluates the performance of Brazilian investment funds in stocks, comparing real returns and performance indicators, both parametric and non-parametric. The estimation of performance and classification of funds were realized with a basis in observation of real returns and the alphas obtained from Carhart's parametric linear regression model. The indicators were compared with data envelopment analysis' relative efficiency scores, the Banker, Charnes and Cooper non parametric model. The alphas were estimated considering the impacts of market factors, size, value, and momentum on the actual returns of each fund and the scores based on systemic risk, available resources, costs and total risk and, as a product of analysis, the return. As pointed out in the literature, a fall in fund performance was identified, as well as a high alpha correlation with actual returns, low correlation of scores with returns, and even lower correlation between alphas and scores. This indicates that the choice of the evaluation measure to be used is an important step in the selection of assets. Theoretical portfolios based on efficiency and alphas were also identified, identifying superior performance of the portfolios based on efficiency, none of which surpassed the market portfolio. |
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AbstractList | This study evaluates the performance of Brazilian investment funds in stocks, comparing real returns and performance indicators, both parametric and non-parametric. The estimation of performance and classification of funds were realized with a basis in observation of real returns and the alphas obtained from Carhart's parametric linear regression model. The indicators were compared with data envelopment analysis' relative efficiency scores, the Banker, Charnes and Cooper non parametric model. The alphas were estimated considering the impacts of market factors, size, value, and momentum on the actual returns of each fund and the scores based on systemic risk, available resources, costs and total risk and, as a product of analysis, the return. As pointed out in the literature, a fall in fund performance was identified, as well as a high alpha correlation with actual returns, low correlation of scores with returns, and even lower correlation between alphas and scores. This indicates that the choice of the evaluation measure to be used is an important step in the selection of assets. Theoretical portfolios based on efficiency and alphas were also identified, identifying superior performance of the portfolios based on efficiency, none of which surpassed the market portfolio. This study evaluates the performance of Brazilian investment funds in stocks, comparing real returns and performance indicators, both parametric and non-parametric. The estimation of performance and classification of funds were realized with a basis in observation of real returns and the alphas obtained from Carhart's parametric linear regression model. The indicators were compared with data envelopment analysis' relative efficiency scores, the Banker, Charnes and Cooper non parametric model. The alphas were estimated considering the impacts of market factors, size, value, and momentum on the actual returns of each fund and the scores based on systemic risk, available resources, costs and total risk and, as a product of analysis, the return. As pointed out in the literature, a fall in fund performance was identified, as well as a high alpha correlation with actual returns, low correlation of scores with returns, and even lower correlation between alphas and scores. This indicates that the choice of the evaluation measure to be used is an important step in the selection of assets. Theoretical portfolios based on efficiency and alphas were also identified, identifying superior performance of the portfolios based on efficiency, none of which surpassed the market portfolio. Key words: performance; real returns; alphas; efficiency scores. Este estudo avalia o desempenho de fundos de investimento brasileiros em acoes, comparando retornos reais e indicadores parametricos e nao parametricos de performance. A estimativa de desempenho e classificacao dos fundos foi realizada com base na observacao dos retornos reais e dos alfas obtidos do modelo de regressao linear parametrica, de Carhart. Os indicadores foram comparados com os scores de eficiencia relativa da analise envoltoria de dados, do modelo nao parametrico de Banker, Charnes e Cooper. Os alfas foram estimados considerando os impactos dos fatores de mercado, tamanho, valor e momento nos retornos reais de cada fundo e os scores, tendo como insumos risco sistemico, recursos disponiveis, custos e risco total, e, como produto de analise, os retornos. Identificou-se queda de performance dos fundos, apontada pela literatura, alta correlacao dos alfas com os retornos reais, baixa correlacao dos scores com retornos e mais baixa correlacao entre alfas e scores. Isso indica que a escolha da medida de avaliacao a ser utilizada consiste em uma importante etapa da selecao de ativos. Montaram-se, ainda, carteiras teoricas pautadas na eficiencia e alfas identificando-se performance superior das carteiras baseada na eficiencia, sendo que nenhuma delas superou a carteira de mercado. Palavras-chave: performance; retornos reais; alfas; scores de eficiencia. |
Audience | Academic |
Author | Fernandes, Anderson Rocha Fonseca, Simone Evangelista Iquiapaza, Robert Aldo Cunha, Cristiana Lara |
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Title | Investment Funds: Performance using Carhart Model and Data Envelopment Analysis/Fundos de Investimento: Performance Aplicando Modelo Carhart e Analise Envoltoria de Dados |
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