Investing in Euro equity markets through Parametric Portfolio Policies (PPP) : a feasibility analysis of the PPP approach on principal euro-zone stock markets
Autor(a) principal: | |
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Data de Publicação: | 2021 |
Tipo de documento: | Dissertação |
Idioma: | eng |
Título da fonte: | Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) |
Texto Completo: | http://hdl.handle.net/10400.14/38042 |
Resumo: | In this paper we exploit the parametric portfolio policy (PPP) approach proposed by Brandt, Santa Clara and Valkanov (2009) on an investable set of only large European stocks, with the goal of accepting its advantages to the portfolio’s optimization problem also in the Euro financial markets. Our sample includes all the euro-denominated equities that have been listed between January 1990 and December 2019 on the stock exchange of one of four large European countries: France, Germany, Italy and Spain. The optimal portfolio’s weights are determined by a function that considers three stock-specific characteristics: the market capitalization of the company, its book-to-market ratio and its recent 12-month lagged return. The coefficients of this function, corresponding to size, value and momentum, respectively, are established by optimizing the investor’s average utility of the portfolio’s return over the sample period. We test the model both in-sample and out-of-sample and benchmark the results against the equalweighted and value weighted portfolios. Also, we extend the base case by including short sales constraints and a sensibility analysis to different coefficients of risk aversion. Overall, we confirm the parametric optimization’s improvements to asset-allocation. The optimal portfolios generate robust performances, in-sample and out-of-sample, which are consistently superior to both benchmarks’ figures. However, this methodology presents a limitation to its practical use: the large trading activity required. From the coefficients’ estimation, we establish that the European investor always prefers value stocks and past winners, while the size preference depends on the risk’s tolerance. |
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Investing in Euro equity markets through Parametric Portfolio Policies (PPP) : a feasibility analysis of the PPP approach on principal euro-zone stock marketsParametric portfolioPortfolio optimizationPortfolio policiesExpected utilityRisk aversionCarteira paramétricaOptimização de carteiraPolíticas de carteiraUtilidade esperadaAversão ao riscoDomínio/Área Científica::Ciências Sociais::Economia e GestãoIn this paper we exploit the parametric portfolio policy (PPP) approach proposed by Brandt, Santa Clara and Valkanov (2009) on an investable set of only large European stocks, with the goal of accepting its advantages to the portfolio’s optimization problem also in the Euro financial markets. Our sample includes all the euro-denominated equities that have been listed between January 1990 and December 2019 on the stock exchange of one of four large European countries: France, Germany, Italy and Spain. The optimal portfolio’s weights are determined by a function that considers three stock-specific characteristics: the market capitalization of the company, its book-to-market ratio and its recent 12-month lagged return. The coefficients of this function, corresponding to size, value and momentum, respectively, are established by optimizing the investor’s average utility of the portfolio’s return over the sample period. We test the model both in-sample and out-of-sample and benchmark the results against the equalweighted and value weighted portfolios. Also, we extend the base case by including short sales constraints and a sensibility analysis to different coefficients of risk aversion. Overall, we confirm the parametric optimization’s improvements to asset-allocation. The optimal portfolios generate robust performances, in-sample and out-of-sample, which are consistently superior to both benchmarks’ figures. However, this methodology presents a limitation to its practical use: the large trading activity required. From the coefficients’ estimation, we establish that the European investor always prefers value stocks and past winners, while the size preference depends on the risk’s tolerance.Neste documento exploramos a abordagem da política de carteira paramétrica (PPP) proposta por Brandt, Santa Clara e Valkanov (2009) sobre um conjunto investável de apenas grandes acções europeias, com o objectivo de aceitar as suas vantagens para o problema de optimização da carteira também nos mercados financeiros do Euro. Os pesos óptimos da carteira são determinados por uma função que considera três características específicas das acções: a capitalização bolsista da empresa, o seu rácio de mercado e o seu rendimento recente de 12 meses atrasado. Os coeficientes desta função, correspondentes ao tamanho, valor e dinâmica, respectivamente, são estabelecidos através da optimização da utilidade média do investidor do rendimento da carteira ao longo do período amostral. Testamos o modelo tanto na amostra como fora da amostra e comparamos os resultados com as carteiras ponderadas por igual e de valor. Além disso, alargamos o caso base incluindo restrições de vendas curtas e uma análise de sensibilidade a diferentes coeficientes de aversão ao risco. Globalmente, confirmamos as melhorias da optimização paramétrica na afectação de activos. As carteiras óptimas geram desempenhos robustos, in-sample e out-of-sample, que são consistentemente superiores aos valores de ambos os parâmetros de referência. No entanto, esta metodologia apresenta uma limitação à sua utilização prática: a grande actividade comercial requerida. A partir da estimativa dos coeficientes, estabelecemos que o investidor europeu prefere sempre as acções de valor e os vencedores passados, enquanto a preferência pela dimensão depende da tolerância do risco.Karehnke, PaulVeritati - Repositório Institucional da Universidade Católica PortuguesaZanello, Federico2022-07-01T14:19:47Z2021-10-182021-092021-10-18T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/masterThesisapplication/pdfhttp://hdl.handle.net/10400.14/38042TID:202962792enginfo:eu-repo/semantics/openAccessreponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãoinstacron:RCAAP2024-09-06T12:37:59Zoai:repositorio.ucp.pt:10400.14/38042Portal AgregadorONGhttps://www.rcaap.pt/oai/openairemluisa.alvim@gmail.comopendoar:71602024-09-06T12:37:59Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãofalse |
dc.title.none.fl_str_mv |
Investing in Euro equity markets through Parametric Portfolio Policies (PPP) : a feasibility analysis of the PPP approach on principal euro-zone stock markets |
title |
Investing in Euro equity markets through Parametric Portfolio Policies (PPP) : a feasibility analysis of the PPP approach on principal euro-zone stock markets |
spellingShingle |
Investing in Euro equity markets through Parametric Portfolio Policies (PPP) : a feasibility analysis of the PPP approach on principal euro-zone stock markets Zanello, Federico Parametric portfolio Portfolio optimization Portfolio policies Expected utility Risk aversion Carteira paramétrica Optimização de carteira Políticas de carteira Utilidade esperada Aversão ao risco Domínio/Área Científica::Ciências Sociais::Economia e Gestão |
title_short |
Investing in Euro equity markets through Parametric Portfolio Policies (PPP) : a feasibility analysis of the PPP approach on principal euro-zone stock markets |
title_full |
Investing in Euro equity markets through Parametric Portfolio Policies (PPP) : a feasibility analysis of the PPP approach on principal euro-zone stock markets |
title_fullStr |
Investing in Euro equity markets through Parametric Portfolio Policies (PPP) : a feasibility analysis of the PPP approach on principal euro-zone stock markets |
title_full_unstemmed |
Investing in Euro equity markets through Parametric Portfolio Policies (PPP) : a feasibility analysis of the PPP approach on principal euro-zone stock markets |
title_sort |
Investing in Euro equity markets through Parametric Portfolio Policies (PPP) : a feasibility analysis of the PPP approach on principal euro-zone stock markets |
author |
Zanello, Federico |
author_facet |
Zanello, Federico |
author_role |
author |
dc.contributor.none.fl_str_mv |
Karehnke, Paul Veritati - Repositório Institucional da Universidade Católica Portuguesa |
dc.contributor.author.fl_str_mv |
Zanello, Federico |
dc.subject.por.fl_str_mv |
Parametric portfolio Portfolio optimization Portfolio policies Expected utility Risk aversion Carteira paramétrica Optimização de carteira Políticas de carteira Utilidade esperada Aversão ao risco Domínio/Área Científica::Ciências Sociais::Economia e Gestão |
topic |
Parametric portfolio Portfolio optimization Portfolio policies Expected utility Risk aversion Carteira paramétrica Optimização de carteira Políticas de carteira Utilidade esperada Aversão ao risco Domínio/Área Científica::Ciências Sociais::Economia e Gestão |
description |
In this paper we exploit the parametric portfolio policy (PPP) approach proposed by Brandt, Santa Clara and Valkanov (2009) on an investable set of only large European stocks, with the goal of accepting its advantages to the portfolio’s optimization problem also in the Euro financial markets. Our sample includes all the euro-denominated equities that have been listed between January 1990 and December 2019 on the stock exchange of one of four large European countries: France, Germany, Italy and Spain. The optimal portfolio’s weights are determined by a function that considers three stock-specific characteristics: the market capitalization of the company, its book-to-market ratio and its recent 12-month lagged return. The coefficients of this function, corresponding to size, value and momentum, respectively, are established by optimizing the investor’s average utility of the portfolio’s return over the sample period. We test the model both in-sample and out-of-sample and benchmark the results against the equalweighted and value weighted portfolios. Also, we extend the base case by including short sales constraints and a sensibility analysis to different coefficients of risk aversion. Overall, we confirm the parametric optimization’s improvements to asset-allocation. The optimal portfolios generate robust performances, in-sample and out-of-sample, which are consistently superior to both benchmarks’ figures. However, this methodology presents a limitation to its practical use: the large trading activity required. From the coefficients’ estimation, we establish that the European investor always prefers value stocks and past winners, while the size preference depends on the risk’s tolerance. |
publishDate |
2021 |
dc.date.none.fl_str_mv |
2021-10-18 2021-09 2021-10-18T00:00:00Z 2022-07-01T14:19:47Z |
dc.type.status.fl_str_mv |
info:eu-repo/semantics/publishedVersion |
dc.type.driver.fl_str_mv |
info:eu-repo/semantics/masterThesis |
format |
masterThesis |
status_str |
publishedVersion |
dc.identifier.uri.fl_str_mv |
http://hdl.handle.net/10400.14/38042 TID:202962792 |
url |
http://hdl.handle.net/10400.14/38042 |
identifier_str_mv |
TID:202962792 |
dc.language.iso.fl_str_mv |
eng |
language |
eng |
dc.rights.driver.fl_str_mv |
info:eu-repo/semantics/openAccess |
eu_rights_str_mv |
openAccess |
dc.format.none.fl_str_mv |
application/pdf |
dc.source.none.fl_str_mv |
reponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação instacron:RCAAP |
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Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação |
instacron_str |
RCAAP |
institution |
RCAAP |
reponame_str |
Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) |
collection |
Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) |
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Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação |
repository.mail.fl_str_mv |
mluisa.alvim@gmail.com |
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