Behavior of the total costs of production in the poultry industry in the state of Paraná: a study based on the analysis of multiple linear regression

Detalhes bibliográficos
Autor(a) principal: Oliveira, Letícia de
Data de Publicação: 2020
Outros Autores: Tonin, Paulo César, Vicenzi, Silvana Lígia
Tipo de documento: Artigo
Idioma: por
Título da fonte: Revista Produção Online
Texto Completo: https://www.producaoonline.org.br/rpo/article/view/3242
Resumo: The objective of this research was to determine a mathematical function to describe behavioral patterns of total costs, as a function of variables, productivity, mortality, feed intake and hours worked in a manual egg production aviary. The data collected were related to the period from March 2016 to January 2017. After the identification of the data, multiple linear regression analysis was applied to verify the degree of relationship between the studied variables and also to identify the equation capable of linearizing the behavior of the "total costs" as a function of the behavior of the independent variables. In order to validate the models studied, in addition to the analyzes involving the coefficient of determination, the t statistic and tests of significance of coefficients, statistical tests were performed involving the analysis of the presence of multicollinearity, autocorrelation of residues and the normality of residues. The multiple linear regression presented a coefficient of determination of 0.95, indicating that the variables "productivity" and "mortality" account for 95% of the changes in "total production costs". In view of the results obtained, it was possible to conclude that there was correlation and it was possible to determine a mathematical equation for the behavioral patterns of the total costs, as a function of the variables "productivity" and "mortality".
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spelling Behavior of the total costs of production in the poultry industry in the state of Paraná: a study based on the analysis of multiple linear regressionComportamento dos custos totais de produção no segmento da avicultura de postura no estado do Paraná: estudo baseado na análise de regressão linear múltiplaProductivity. Mortality. Multicollarity.Produtividade. Mortalidade. Multicolinearidade.The objective of this research was to determine a mathematical function to describe behavioral patterns of total costs, as a function of variables, productivity, mortality, feed intake and hours worked in a manual egg production aviary. The data collected were related to the period from March 2016 to January 2017. After the identification of the data, multiple linear regression analysis was applied to verify the degree of relationship between the studied variables and also to identify the equation capable of linearizing the behavior of the "total costs" as a function of the behavior of the independent variables. In order to validate the models studied, in addition to the analyzes involving the coefficient of determination, the t statistic and tests of significance of coefficients, statistical tests were performed involving the analysis of the presence of multicollinearity, autocorrelation of residues and the normality of residues. The multiple linear regression presented a coefficient of determination of 0.95, indicating that the variables "productivity" and "mortality" account for 95% of the changes in "total production costs". In view of the results obtained, it was possible to conclude that there was correlation and it was possible to determine a mathematical equation for the behavioral patterns of the total costs, as a function of the variables "productivity" and "mortality".O trabalho de pesquisa teve por objetivo determinar uma função matemática, para descrever os padrões de comportamento dos custos totais, em função das variáveis, produtividade, mortalidade, consumo de ração e horas trabalhadas em um aviário manual de produção de ovos. Os dados coletados foram referentes ao período compreendido entre março de 2016 a janeiro de 2017. Após a identificação dos dados, foi aplicada a análise de regressão linear múltipla para verificação do grau de relacionamento entre as variáveis estudadas e, ainda, para a identificação da equação capaz de linearizar o comportamento dos “custos totais” em função do comportamento das variáveis independentes. Para validação das modelagens pesquisadas, além das análises envolvendo o coeficiente de determinação, a estatística t e testes de significância de coeficientes, foram realizados testes estatísticos envolvendo a análise de presença de multicolinearidade, autocorrelação de resíduos e a normalidade de resíduos. A regressão linear múltipla apresentou um coeficiente de determinação de 0,95, indicando que as variáveis “produtividade” e “mortalidade” explicam 95% das variações nos “custos totais de produção”. Diante dos resultados obtidos, foi possível concluir que houve correlação e conseguiu-se determinar uma equação matemática para os padrões de comportamento dos custos totais, em função das variáveis “produtividade” e “mortalidade”.Associação Brasileira de Engenharia de Produção2020-03-16info:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionapplication/pdfvideo/mp4https://www.producaoonline.org.br/rpo/article/view/324210.14488/1676-1901.v20i1.3242Revista Produção Online; Vol. 20 No. 1 (2020); 28-46Revista Produção Online; v. 20 n. 1 (2020); 28-461676-1901reponame:Revista Produção Onlineinstname:Associação Brasileira de Engenharia de Produção (ABEPRO)instacron:ABEPROporhttps://www.producaoonline.org.br/rpo/article/view/3242/1878https://www.producaoonline.org.br/rpo/article/view/3242/1879Copyright (c) 2020 Revista Produção Onlineinfo:eu-repo/semantics/openAccessOliveira, Letícia deTonin, Paulo CésarVicenzi, Silvana Lígia2020-03-16T13:06:39Zoai:ojs.emnuvens.com.br:article/3242Revistahttp://producaoonline.org.br/rpoPUBhttps://www.producaoonline.org.br/rpo/oai||producaoonline@gmail.com1676-19011676-1901opendoar:2020-03-16T13:06:39Revista Produção Online - Associação Brasileira de Engenharia de Produção (ABEPRO)false
dc.title.none.fl_str_mv Behavior of the total costs of production in the poultry industry in the state of Paraná: a study based on the analysis of multiple linear regression
Comportamento dos custos totais de produção no segmento da avicultura de postura no estado do Paraná: estudo baseado na análise de regressão linear múltipla
title Behavior of the total costs of production in the poultry industry in the state of Paraná: a study based on the analysis of multiple linear regression
spellingShingle Behavior of the total costs of production in the poultry industry in the state of Paraná: a study based on the analysis of multiple linear regression
Oliveira, Letícia de
Productivity. Mortality. Multicollarity.
Produtividade. Mortalidade. Multicolinearidade.
title_short Behavior of the total costs of production in the poultry industry in the state of Paraná: a study based on the analysis of multiple linear regression
title_full Behavior of the total costs of production in the poultry industry in the state of Paraná: a study based on the analysis of multiple linear regression
title_fullStr Behavior of the total costs of production in the poultry industry in the state of Paraná: a study based on the analysis of multiple linear regression
title_full_unstemmed Behavior of the total costs of production in the poultry industry in the state of Paraná: a study based on the analysis of multiple linear regression
title_sort Behavior of the total costs of production in the poultry industry in the state of Paraná: a study based on the analysis of multiple linear regression
author Oliveira, Letícia de
author_facet Oliveira, Letícia de
Tonin, Paulo César
Vicenzi, Silvana Lígia
author_role author
author2 Tonin, Paulo César
Vicenzi, Silvana Lígia
author2_role author
author
dc.contributor.author.fl_str_mv Oliveira, Letícia de
Tonin, Paulo César
Vicenzi, Silvana Lígia
dc.subject.por.fl_str_mv Productivity. Mortality. Multicollarity.
Produtividade. Mortalidade. Multicolinearidade.
topic Productivity. Mortality. Multicollarity.
Produtividade. Mortalidade. Multicolinearidade.
description The objective of this research was to determine a mathematical function to describe behavioral patterns of total costs, as a function of variables, productivity, mortality, feed intake and hours worked in a manual egg production aviary. The data collected were related to the period from March 2016 to January 2017. After the identification of the data, multiple linear regression analysis was applied to verify the degree of relationship between the studied variables and also to identify the equation capable of linearizing the behavior of the "total costs" as a function of the behavior of the independent variables. In order to validate the models studied, in addition to the analyzes involving the coefficient of determination, the t statistic and tests of significance of coefficients, statistical tests were performed involving the analysis of the presence of multicollinearity, autocorrelation of residues and the normality of residues. The multiple linear regression presented a coefficient of determination of 0.95, indicating that the variables "productivity" and "mortality" account for 95% of the changes in "total production costs". In view of the results obtained, it was possible to conclude that there was correlation and it was possible to determine a mathematical equation for the behavioral patterns of the total costs, as a function of the variables "productivity" and "mortality".
publishDate 2020
dc.date.none.fl_str_mv 2020-03-16
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dc.identifier.uri.fl_str_mv https://www.producaoonline.org.br/rpo/article/view/3242
10.14488/1676-1901.v20i1.3242
url https://www.producaoonline.org.br/rpo/article/view/3242
identifier_str_mv 10.14488/1676-1901.v20i1.3242
dc.language.iso.fl_str_mv por
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dc.relation.none.fl_str_mv https://www.producaoonline.org.br/rpo/article/view/3242/1878
https://www.producaoonline.org.br/rpo/article/view/3242/1879
dc.rights.driver.fl_str_mv Copyright (c) 2020 Revista Produção Online
info:eu-repo/semantics/openAccess
rights_invalid_str_mv Copyright (c) 2020 Revista Produção Online
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
video/mp4
dc.publisher.none.fl_str_mv Associação Brasileira de Engenharia de Produção
publisher.none.fl_str_mv Associação Brasileira de Engenharia de Produção
dc.source.none.fl_str_mv Revista Produção Online; Vol. 20 No. 1 (2020); 28-46
Revista Produção Online; v. 20 n. 1 (2020); 28-46
1676-1901
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