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
Autor(a) principal: | |
---|---|
Data de Publicação: | 2020 |
Outros Autores: | , |
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". |
id |
ABEPRO-2_ad6bfb4895cd2c05b418d3850815f7f9 |
---|---|
oai_identifier_str |
oai:ojs.emnuvens.com.br:article/3242 |
network_acronym_str |
ABEPRO-2 |
network_name_str |
Revista Produção Online |
repository_id_str |
|
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 |
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://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 |
language |
por |
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 reponame:Revista Produção Online instname:Associação Brasileira de Engenharia de Produção (ABEPRO) instacron:ABEPRO |
instname_str |
Associação Brasileira de Engenharia de Produção (ABEPRO) |
instacron_str |
ABEPRO |
institution |
ABEPRO |
reponame_str |
Revista Produção Online |
collection |
Revista Produção Online |
repository.name.fl_str_mv |
Revista Produção Online - Associação Brasileira de Engenharia de Produção (ABEPRO) |
repository.mail.fl_str_mv |
||producaoonline@gmail.com |
_version_ |
1761536951144415232 |