The use of a Detrended Cross-Correlation Analysis on returns from agricultural commodities in the subprime crisis

Detalhes bibliográficos
Autor(a) principal: Schiavon, Luiza Lonardoni Paulino
Data de Publicação: 2021
Outros Autores: Crepaldi, Antonio Fernando
Tipo de documento: Artigo
Idioma: eng
por
Título da fonte: GEPROS. Gestão da Produção. Operações e Sistemas
Texto Completo: https://revista.feb.unesp.br/gepros/article/view/2795
Resumo: Purpose: To understand the dynamics of the agricultural commodities market and predict a possible economic crisis, in addition to helping agricultural producers balance their product portfolio, diversifying their goods and reducing risks.Theoretical framework: Prices of agricultural commodities have changed significantly since 2002; although had been an increase in demand, where weather problems negatively affected supply, resulting in price increases. With the global financial crisis of 2008, there was a reduction in international credit and an increase in the US dollar against the Brazilian Real.Design/Methodology/Approach: Detrended Cross-Correlation Analysis and Detrended Fluctuation Analysis methods were used to understand the behavior of the cross correlations of the price of five Brazilian agribusiness commodities (cotton, sugar, coffee, corn and soybeans) for the previous periods, during and after the subprime crisis.Findings: Both methods showed a significant change in the behavior of the series in the period of crisis, when compared to their temporal neighborhoods.Research, Practical & Social Implications: It was found that the crisis changed the structure of the correlation of the returns on the commodities analyzed. This change implies alterations to a possible product portfolio in order to minimize risks.Originality/Value: The long-term nonlinear correlation behavior was calculated and analyzed on the temporal series for the return on the main agricultural commodities in the period of the subprime crisis and its temporal neighborhoods were calculated and analyzed, allowing several changes to be found in the product correlation structure, due to the crisis process.Keywords: Subprime Financial Crisis; Agricultural Commodities; Detrended Fluctuation Analysis; Detrended Cross-Correlation Analysis.
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spelling The use of a Detrended Cross-Correlation Analysis on returns from agricultural commodities in the subprime crisisCrise Financeira do SubprimeCommodities AgrícolasDetrended Fluctuation AnalysisDetrended Cross-Correlation AnalysisPurpose: To understand the dynamics of the agricultural commodities market and predict a possible economic crisis, in addition to helping agricultural producers balance their product portfolio, diversifying their goods and reducing risks.Theoretical framework: Prices of agricultural commodities have changed significantly since 2002; although had been an increase in demand, where weather problems negatively affected supply, resulting in price increases. With the global financial crisis of 2008, there was a reduction in international credit and an increase in the US dollar against the Brazilian Real.Design/Methodology/Approach: Detrended Cross-Correlation Analysis and Detrended Fluctuation Analysis methods were used to understand the behavior of the cross correlations of the price of five Brazilian agribusiness commodities (cotton, sugar, coffee, corn and soybeans) for the previous periods, during and after the subprime crisis.Findings: Both methods showed a significant change in the behavior of the series in the period of crisis, when compared to their temporal neighborhoods.Research, Practical & Social Implications: It was found that the crisis changed the structure of the correlation of the returns on the commodities analyzed. This change implies alterations to a possible product portfolio in order to minimize risks.Originality/Value: The long-term nonlinear correlation behavior was calculated and analyzed on the temporal series for the return on the main agricultural commodities in the period of the subprime crisis and its temporal neighborhoods were calculated and analyzed, allowing several changes to be found in the product correlation structure, due to the crisis process.Keywords: Subprime Financial Crisis; Agricultural Commodities; Detrended Fluctuation Analysis; Detrended Cross-Correlation Analysis.A Fundacao para o Desenvolvimento de Bauru (FunDeB)2021-09-23info:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionapplication/pdfapplication/pdfhttps://revista.feb.unesp.br/gepros/article/view/279510.15675/gepros.v16i3.2795Revista Gestão da Produção Operações e Sistemas; v. 16 n. 3 (2021); 1191984-2430reponame:GEPROS. Gestão da Produção. Operações e Sistemasinstname:Universidade Estadual Paulista (UNESP)instacron:UNESPengporhttps://revista.feb.unesp.br/gepros/article/view/2795/pdfhttps://revista.feb.unesp.br/gepros/article/view/2795/1900Copyright (c) 2021 Revista Gestão da Produção Operações e Sistemasinfo:eu-repo/semantics/openAccessSchiavon, Luiza Lonardoni PaulinoCrepaldi, Antonio Fernando2023-11-22T15:25:33Zoai:ojs.gepros.emnuvens.com.br:article/2795Revistahttps://revista.feb.unesp.br/geprosPUBhttps://revista.feb.unesp.br/gepros/oaigepros@feb.unesp.br||abjabbour@feb.unesp.br1984-24301809-614Xopendoar:2023-11-22T15:25:33GEPROS. Gestão da Produção. Operações e Sistemas - Universidade Estadual Paulista (UNESP)false
dc.title.none.fl_str_mv The use of a Detrended Cross-Correlation Analysis on returns from agricultural commodities in the subprime crisis
title The use of a Detrended Cross-Correlation Analysis on returns from agricultural commodities in the subprime crisis
spellingShingle The use of a Detrended Cross-Correlation Analysis on returns from agricultural commodities in the subprime crisis
Schiavon, Luiza Lonardoni Paulino
Crise Financeira do Subprime
Commodities Agrícolas
Detrended Fluctuation Analysis
Detrended Cross-Correlation Analysis
title_short The use of a Detrended Cross-Correlation Analysis on returns from agricultural commodities in the subprime crisis
title_full The use of a Detrended Cross-Correlation Analysis on returns from agricultural commodities in the subprime crisis
title_fullStr The use of a Detrended Cross-Correlation Analysis on returns from agricultural commodities in the subprime crisis
title_full_unstemmed The use of a Detrended Cross-Correlation Analysis on returns from agricultural commodities in the subprime crisis
title_sort The use of a Detrended Cross-Correlation Analysis on returns from agricultural commodities in the subprime crisis
author Schiavon, Luiza Lonardoni Paulino
author_facet Schiavon, Luiza Lonardoni Paulino
Crepaldi, Antonio Fernando
author_role author
author2 Crepaldi, Antonio Fernando
author2_role author
dc.contributor.author.fl_str_mv Schiavon, Luiza Lonardoni Paulino
Crepaldi, Antonio Fernando
dc.subject.por.fl_str_mv Crise Financeira do Subprime
Commodities Agrícolas
Detrended Fluctuation Analysis
Detrended Cross-Correlation Analysis
topic Crise Financeira do Subprime
Commodities Agrícolas
Detrended Fluctuation Analysis
Detrended Cross-Correlation Analysis
description Purpose: To understand the dynamics of the agricultural commodities market and predict a possible economic crisis, in addition to helping agricultural producers balance their product portfolio, diversifying their goods and reducing risks.Theoretical framework: Prices of agricultural commodities have changed significantly since 2002; although had been an increase in demand, where weather problems negatively affected supply, resulting in price increases. With the global financial crisis of 2008, there was a reduction in international credit and an increase in the US dollar against the Brazilian Real.Design/Methodology/Approach: Detrended Cross-Correlation Analysis and Detrended Fluctuation Analysis methods were used to understand the behavior of the cross correlations of the price of five Brazilian agribusiness commodities (cotton, sugar, coffee, corn and soybeans) for the previous periods, during and after the subprime crisis.Findings: Both methods showed a significant change in the behavior of the series in the period of crisis, when compared to their temporal neighborhoods.Research, Practical & Social Implications: It was found that the crisis changed the structure of the correlation of the returns on the commodities analyzed. This change implies alterations to a possible product portfolio in order to minimize risks.Originality/Value: The long-term nonlinear correlation behavior was calculated and analyzed on the temporal series for the return on the main agricultural commodities in the period of the subprime crisis and its temporal neighborhoods were calculated and analyzed, allowing several changes to be found in the product correlation structure, due to the crisis process.Keywords: Subprime Financial Crisis; Agricultural Commodities; Detrended Fluctuation Analysis; Detrended Cross-Correlation Analysis.
publishDate 2021
dc.date.none.fl_str_mv 2021-09-23
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
info:eu-repo/semantics/publishedVersion
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv https://revista.feb.unesp.br/gepros/article/view/2795
10.15675/gepros.v16i3.2795
url https://revista.feb.unesp.br/gepros/article/view/2795
identifier_str_mv 10.15675/gepros.v16i3.2795
dc.language.iso.fl_str_mv eng
por
language eng
por
dc.relation.none.fl_str_mv https://revista.feb.unesp.br/gepros/article/view/2795/pdf
https://revista.feb.unesp.br/gepros/article/view/2795/1900
dc.rights.driver.fl_str_mv Copyright (c) 2021 Revista Gestão da Produção Operações e Sistemas
info:eu-repo/semantics/openAccess
rights_invalid_str_mv Copyright (c) 2021 Revista Gestão da Produção Operações e Sistemas
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
application/pdf
dc.publisher.none.fl_str_mv A Fundacao para o Desenvolvimento de Bauru (FunDeB)
publisher.none.fl_str_mv A Fundacao para o Desenvolvimento de Bauru (FunDeB)
dc.source.none.fl_str_mv Revista Gestão da Produção Operações e Sistemas; v. 16 n. 3 (2021); 119
1984-2430
reponame:GEPROS. Gestão da Produção. Operações e Sistemas
instname:Universidade Estadual Paulista (UNESP)
instacron:UNESP
instname_str Universidade Estadual Paulista (UNESP)
instacron_str UNESP
institution UNESP
reponame_str GEPROS. Gestão da Produção. Operações e Sistemas
collection GEPROS. Gestão da Produção. Operações e Sistemas
repository.name.fl_str_mv GEPROS. Gestão da Produção. Operações e Sistemas - Universidade Estadual Paulista (UNESP)
repository.mail.fl_str_mv gepros@feb.unesp.br||abjabbour@feb.unesp.br
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