Components of farm milk price behavior in Brazil from 2005 to 2020.
Autor(a) principal: | |
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Data de Publicação: | 2023 |
Outros Autores: | , |
Tipo de documento: | Artigo |
Idioma: | eng |
Título da fonte: | Repositório Institucional da EMBRAPA (Repository Open Access to Scientific Information from EMBRAPA - Alice) |
Texto Completo: | http://www.alice.cnptia.embrapa.br/alice/handle/doc/1154974 https://doi.org/10.37496/rbz5220220116 |
Resumo: | The objective of this study was to assess behavior patterns in Brazilian farm milk prices. We employed a structural time series techniques model, the Unobserved Component Model (UCM), which is part of the family of State Space models, to assess the trend, seasonality, cyclical behavior, and impacts of exogenous regressors on aggregated farm milk price behavior in Brazil from January 2005 to December 2019. We tested five alternative models with different regressors using the monthly national average prices of milk paid to farmers. The fit of the models was assessed with Akaike information criterion and Bayesian information criterion. Predictions were assessed by the root mean squared error (RMSE), mean absolute error (MAE), and mean absolute percentage error (MAPE). All models demonstrated a high degree of accuracy. Trends, seasonality, and two cycles were statistically significant, with the trend and long-period cycle contributing the most to price variation. Exogenous factors such as feed cost and international dairy product prices also had significant positive effects on the level of Brazil?s farm milk prices. All models demonstrated a high degree of accuracy, which may indicate their usefulness for price forecasting and policy formulation. |
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Components of farm milk price behavior in Brazil from 2005 to 2020.Produto Derivado do LeiteLaticínioPreçoLeiteThe objective of this study was to assess behavior patterns in Brazilian farm milk prices. We employed a structural time series techniques model, the Unobserved Component Model (UCM), which is part of the family of State Space models, to assess the trend, seasonality, cyclical behavior, and impacts of exogenous regressors on aggregated farm milk price behavior in Brazil from January 2005 to December 2019. We tested five alternative models with different regressors using the monthly national average prices of milk paid to farmers. The fit of the models was assessed with Akaike information criterion and Bayesian information criterion. Predictions were assessed by the root mean squared error (RMSE), mean absolute error (MAE), and mean absolute percentage error (MAPE). All models demonstrated a high degree of accuracy. Trends, seasonality, and two cycles were statistically significant, with the trend and long-period cycle contributing the most to price variation. Exogenous factors such as feed cost and international dairy product prices also had significant positive effects on the level of Brazil?s farm milk prices. All models demonstrated a high degree of accuracy, which may indicate their usefulness for price forecasting and policy formulation.ANDRE ROZEMBERG PEIXOTO SIMÕES, Universidade Estadual de Mato Grosso do Sul; CHARLES FREDERICK NICHOLSON, University of Wisconsin; GLAUCO RODRIGUES CARVALHO, CNPGL.SIMÕES, A. R. P.NICHOLSON, C. F.CARVALHO, G. R.2023-07-17T16:23:58Z2023-07-17T16:23:58Z2023-07-172023info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleRevista Brasileira de Zootecnia, v. 52, e20220116, 2023.http://www.alice.cnptia.embrapa.br/alice/handle/doc/1154974https://doi.org/10.37496/rbz5220220116enginfo:eu-repo/semantics/openAccessreponame:Repositório Institucional da EMBRAPA (Repository Open Access to Scientific Information from EMBRAPA - Alice)instname:Empresa Brasileira de Pesquisa Agropecuária (Embrapa)instacron:EMBRAPA2023-07-17T16:23:58Zoai:www.alice.cnptia.embrapa.br:doc/1154974Repositório InstitucionalPUBhttps://www.alice.cnptia.embrapa.br/oai/requestopendoar:21542023-07-17T16:23:58falseRepositório InstitucionalPUBhttps://www.alice.cnptia.embrapa.br/oai/requestcg-riaa@embrapa.bropendoar:21542023-07-17T16:23:58Repositório Institucional da EMBRAPA (Repository Open Access to Scientific Information from EMBRAPA - Alice) - Empresa Brasileira de Pesquisa Agropecuária (Embrapa)false |
dc.title.none.fl_str_mv |
Components of farm milk price behavior in Brazil from 2005 to 2020. |
title |
Components of farm milk price behavior in Brazil from 2005 to 2020. |
spellingShingle |
Components of farm milk price behavior in Brazil from 2005 to 2020. SIMÕES, A. R. P. Produto Derivado do Leite Laticínio Preço Leite |
title_short |
Components of farm milk price behavior in Brazil from 2005 to 2020. |
title_full |
Components of farm milk price behavior in Brazil from 2005 to 2020. |
title_fullStr |
Components of farm milk price behavior in Brazil from 2005 to 2020. |
title_full_unstemmed |
Components of farm milk price behavior in Brazil from 2005 to 2020. |
title_sort |
Components of farm milk price behavior in Brazil from 2005 to 2020. |
author |
SIMÕES, A. R. P. |
author_facet |
SIMÕES, A. R. P. NICHOLSON, C. F. CARVALHO, G. R. |
author_role |
author |
author2 |
NICHOLSON, C. F. CARVALHO, G. R. |
author2_role |
author author |
dc.contributor.none.fl_str_mv |
ANDRE ROZEMBERG PEIXOTO SIMÕES, Universidade Estadual de Mato Grosso do Sul; CHARLES FREDERICK NICHOLSON, University of Wisconsin; GLAUCO RODRIGUES CARVALHO, CNPGL. |
dc.contributor.author.fl_str_mv |
SIMÕES, A. R. P. NICHOLSON, C. F. CARVALHO, G. R. |
dc.subject.por.fl_str_mv |
Produto Derivado do Leite Laticínio Preço Leite |
topic |
Produto Derivado do Leite Laticínio Preço Leite |
description |
The objective of this study was to assess behavior patterns in Brazilian farm milk prices. We employed a structural time series techniques model, the Unobserved Component Model (UCM), which is part of the family of State Space models, to assess the trend, seasonality, cyclical behavior, and impacts of exogenous regressors on aggregated farm milk price behavior in Brazil from January 2005 to December 2019. We tested five alternative models with different regressors using the monthly national average prices of milk paid to farmers. The fit of the models was assessed with Akaike information criterion and Bayesian information criterion. Predictions were assessed by the root mean squared error (RMSE), mean absolute error (MAE), and mean absolute percentage error (MAPE). All models demonstrated a high degree of accuracy. Trends, seasonality, and two cycles were statistically significant, with the trend and long-period cycle contributing the most to price variation. Exogenous factors such as feed cost and international dairy product prices also had significant positive effects on the level of Brazil?s farm milk prices. All models demonstrated a high degree of accuracy, which may indicate their usefulness for price forecasting and policy formulation. |
publishDate |
2023 |
dc.date.none.fl_str_mv |
2023-07-17T16:23:58Z 2023-07-17T16:23:58Z 2023-07-17 2023 |
dc.type.driver.fl_str_mv |
info:eu-repo/semantics/publishedVersion info:eu-repo/semantics/article |
format |
article |
status_str |
publishedVersion |
dc.identifier.uri.fl_str_mv |
Revista Brasileira de Zootecnia, v. 52, e20220116, 2023. http://www.alice.cnptia.embrapa.br/alice/handle/doc/1154974 https://doi.org/10.37496/rbz5220220116 |
identifier_str_mv |
Revista Brasileira de Zootecnia, v. 52, e20220116, 2023. |
url |
http://www.alice.cnptia.embrapa.br/alice/handle/doc/1154974 https://doi.org/10.37496/rbz5220220116 |
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.source.none.fl_str_mv |
reponame:Repositório Institucional da EMBRAPA (Repository Open Access to Scientific Information from EMBRAPA - Alice) instname:Empresa Brasileira de Pesquisa Agropecuária (Embrapa) instacron:EMBRAPA |
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Empresa Brasileira de Pesquisa Agropecuária (Embrapa) |
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EMBRAPA |
institution |
EMBRAPA |
reponame_str |
Repositório Institucional da EMBRAPA (Repository Open Access to Scientific Information from EMBRAPA - Alice) |
collection |
Repositório Institucional da EMBRAPA (Repository Open Access to Scientific Information from EMBRAPA - Alice) |
repository.name.fl_str_mv |
Repositório Institucional da EMBRAPA (Repository Open Access to Scientific Information from EMBRAPA - Alice) - Empresa Brasileira de Pesquisa Agropecuária (Embrapa) |
repository.mail.fl_str_mv |
cg-riaa@embrapa.br |
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1794503547373486080 |