Complementary Methods to Mitigate the Misinterpretation of Results Due to Collinearity in International Business Research

Detalhes bibliográficos
Autor(a) principal: Bido, Diogenes de Souza
Data de Publicação: 2022
Outros Autores: Barroso, Antonio Carlos de Oliveira, Cohen, Eric David
Tipo de documento: Artigo
Idioma: eng
por
Título da fonte: Internext
Texto Completo: https://internext.espm.br/internext/article/view/681
Resumo: Objectives of the study: to demonstrate the methodological gaps in empirical work that use structural models in the area of International Business, and prescribe complementary methods to mitigate the problem of collinearity Method: a simulation was developed to evidence the effects of collinearity with respect to the importance and significance of predictors, and actions aimed at controlling the undesired effects of collinearity was developed Main results: the proposition of complementary methods that include grouping the latent variables that present multicollinearity into a second-order model, and the use of the technique that shows the relative importance of predictors Theoretical and methodological contributions: the contribution is based on the complementary methods offered for the academic community to conduct empirical research that are laid out by the findings of this research paper Relevance and originality: from the gaps pointed out in the recent scientific production of the field of knowledge of international business, complementary methods are presented to mitigate the problem of collinearity, which may render the results of empirical studies invalid Social contributions and management: among the main managerial and social implications achieved through our findings of, we stimulate the development of robust, relevant and reliable empirical research
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spelling Complementary Methods to Mitigate the Misinterpretation of Results Due to Collinearity in International Business ResearchStructural equation modelingMulticollinearityInternational BusinessPalabras clave: Modelo de ecuaciones estructurales. Multicolinealidad. Negocios Internacionales.Palavras-chave: Modelagem de equações estruturais. Multicolinearidade. Negócios internacionais.Objectives of the study: to demonstrate the methodological gaps in empirical work that use structural models in the area of International Business, and prescribe complementary methods to mitigate the problem of collinearity Method: a simulation was developed to evidence the effects of collinearity with respect to the importance and significance of predictors, and actions aimed at controlling the undesired effects of collinearity was developed Main results: the proposition of complementary methods that include grouping the latent variables that present multicollinearity into a second-order model, and the use of the technique that shows the relative importance of predictors Theoretical and methodological contributions: the contribution is based on the complementary methods offered for the academic community to conduct empirical research that are laid out by the findings of this research paper Relevance and originality: from the gaps pointed out in the recent scientific production of the field of knowledge of international business, complementary methods are presented to mitigate the problem of collinearity, which may render the results of empirical studies invalid Social contributions and management: among the main managerial and social implications achieved through our findings of, we stimulate the development of robust, relevant and reliable empirical researchObjetivos del estudio: demostrar la brecha metodológica en los trabajos empíricos del área de Negocios Internacionales que utilizan modelos estructurales, y prescribir métodos complementarios para mitigar el problema de la colinealidad Método: se utilizó una simulación para evidenciar los efectos de la colinealidad para la importancia y significación de los predictores, y se desarrolló acciones dirigidas a controlar el efecto no deseado de la colinealidad Resultados principales: proposición de métodos complementarios que incluyen la agrupación de variables latentes que presentan multicolinealidad en modelos de segunda orden, y el uso de la medida de importancia relativa de los predictores Aportes teóricos y metodológicos: el aporte se basa en los métodos complementarios ofrecidos a la comunidad académica para realizar investigación empírica, lo cual se logró a través de los resultados de este estudio Relevancia y originalidad: a partir de las brechas señaladas en la reciente producción científica del campo del conocimiento de Negocios Internacionales, se enumeran medidas para mitigar el problema de la colinealidad Contribuciones sociales y gestión: entre las principales implicaciones gerenciales y sociales logradas a través de los hallazgos del presente estudio, se promueve el desarrollo de investigaciones empíricas robustas, relevantes y confiablesObjetivos do estudo: evidenciar lacuna metodológica nos trabalhos empíricos da área de Negócios Internacionais que utilizam modelos estruturais, e prescrever métodos complementares para mitigar o problema da colinearidade Método: empregou-se uma simulação para evidenciar os efeitos da colinearidade em relação à importância e significância dos preditores, e apresentados métodos voltados ao controle do efeito indesejado da colinearidade Principais resultados: proposição de métodos complementares que incluem o agrupamento das variáveis latentes que apresentam multicolinearidade em modelos de segunda ordem, e a utilização da medida de importância relativa dos preditores Contribuições teóricas e metodológicas: a contribuição se dá frente à prescricao de técnicas oferecidas à comunidade acadêmica para a realização de pesquisas empíricas, que foram alcançadas pelo presente estudo. Relevância e originalidade: a partir das lacunas apontadas na produção cientifica recente do campo de conhecimento dos Negócios Internacionais, são elencadas medidas para mitigar a questao da colinearidade Contribuições sociais e para a gestão: dentre as principais implicações gerenciais e sociais alcançadas por meio dos achados aqui apresentados, promove-se o desenvolvimento de pesquisas empíricas robustas, relevantes e confiáveisEscola Superior de Propaganda e Marketing - ESPM2022-01-01info:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionapplication/pdfapplication/pdfhttps://internext.espm.br/internext/article/view/68110.18568/internext.v17i1.681Internext - International Business and Management Review ; Vol. 17 No. 1 (2022): Janeiro - Abril; 105-127Internext; v. 17 n. 1 (2022): Janeiro - Abril; 105-1271980-4865reponame:Internextinstname:Escola Superior de Propaganda e Marketing (ESPM)instacron:ESPMengporhttps://internext.espm.br/internext/article/view/681/452https://internext.espm.br/internext/article/view/681/455Copyright (c) 2021 Diogenes de Souza Bido, Antonio Carlos de Oliveira Barroso, Eric David Cohenhttp://creativecommons.org/licenses/by-nc-sa/4.0info:eu-repo/semantics/openAccess Bido, Diogenes de SouzaBarroso, Antonio Carlos de OliveiraCohen, Eric David2023-03-21T18:41:42Zoai:ojs.emnuvens.com.br:article/681Revistahttps://internext.espm.br/internextPRIhttps://internext.espm.br/internext/oaiinternext@espm.br1980-48651980-4865opendoar:2023-03-21T18:41:42Internext - Escola Superior de Propaganda e Marketing (ESPM)false
dc.title.none.fl_str_mv Complementary Methods to Mitigate the Misinterpretation of Results Due to Collinearity in International Business Research
title Complementary Methods to Mitigate the Misinterpretation of Results Due to Collinearity in International Business Research
spellingShingle Complementary Methods to Mitigate the Misinterpretation of Results Due to Collinearity in International Business Research
Bido, Diogenes de Souza
Structural equation modeling
Multicollinearity
International Business
Palabras clave: Modelo de ecuaciones estructurales. Multicolinealidad. Negocios Internacionales.
Palavras-chave: Modelagem de equações estruturais. Multicolinearidade. Negócios internacionais.
title_short Complementary Methods to Mitigate the Misinterpretation of Results Due to Collinearity in International Business Research
title_full Complementary Methods to Mitigate the Misinterpretation of Results Due to Collinearity in International Business Research
title_fullStr Complementary Methods to Mitigate the Misinterpretation of Results Due to Collinearity in International Business Research
title_full_unstemmed Complementary Methods to Mitigate the Misinterpretation of Results Due to Collinearity in International Business Research
title_sort Complementary Methods to Mitigate the Misinterpretation of Results Due to Collinearity in International Business Research
author Bido, Diogenes de Souza
author_facet Bido, Diogenes de Souza
Barroso, Antonio Carlos de Oliveira
Cohen, Eric David
author_role author
author2 Barroso, Antonio Carlos de Oliveira
Cohen, Eric David
author2_role author
author
dc.contributor.author.fl_str_mv Bido, Diogenes de Souza
Barroso, Antonio Carlos de Oliveira
Cohen, Eric David
dc.subject.por.fl_str_mv Structural equation modeling
Multicollinearity
International Business
Palabras clave: Modelo de ecuaciones estructurales. Multicolinealidad. Negocios Internacionales.
Palavras-chave: Modelagem de equações estruturais. Multicolinearidade. Negócios internacionais.
topic Structural equation modeling
Multicollinearity
International Business
Palabras clave: Modelo de ecuaciones estructurales. Multicolinealidad. Negocios Internacionales.
Palavras-chave: Modelagem de equações estruturais. Multicolinearidade. Negócios internacionais.
description Objectives of the study: to demonstrate the methodological gaps in empirical work that use structural models in the area of International Business, and prescribe complementary methods to mitigate the problem of collinearity Method: a simulation was developed to evidence the effects of collinearity with respect to the importance and significance of predictors, and actions aimed at controlling the undesired effects of collinearity was developed Main results: the proposition of complementary methods that include grouping the latent variables that present multicollinearity into a second-order model, and the use of the technique that shows the relative importance of predictors Theoretical and methodological contributions: the contribution is based on the complementary methods offered for the academic community to conduct empirical research that are laid out by the findings of this research paper Relevance and originality: from the gaps pointed out in the recent scientific production of the field of knowledge of international business, complementary methods are presented to mitigate the problem of collinearity, which may render the results of empirical studies invalid Social contributions and management: among the main managerial and social implications achieved through our findings of, we stimulate the development of robust, relevant and reliable empirical research
publishDate 2022
dc.date.none.fl_str_mv 2022-01-01
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://internext.espm.br/internext/article/view/681
10.18568/internext.v17i1.681
url https://internext.espm.br/internext/article/view/681
identifier_str_mv 10.18568/internext.v17i1.681
dc.language.iso.fl_str_mv eng
por
language eng
por
dc.relation.none.fl_str_mv https://internext.espm.br/internext/article/view/681/452
https://internext.espm.br/internext/article/view/681/455
dc.rights.driver.fl_str_mv Copyright (c) 2021 Diogenes de Souza Bido, Antonio Carlos de Oliveira Barroso, Eric David Cohen
http://creativecommons.org/licenses/by-nc-sa/4.0
info:eu-repo/semantics/openAccess
rights_invalid_str_mv Copyright (c) 2021 Diogenes de Souza Bido, Antonio Carlos de Oliveira Barroso, Eric David Cohen
http://creativecommons.org/licenses/by-nc-sa/4.0
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
application/pdf
dc.publisher.none.fl_str_mv Escola Superior de Propaganda e Marketing - ESPM
publisher.none.fl_str_mv Escola Superior de Propaganda e Marketing - ESPM
dc.source.none.fl_str_mv Internext - International Business and Management Review ; Vol. 17 No. 1 (2022): Janeiro - Abril; 105-127
Internext; v. 17 n. 1 (2022): Janeiro - Abril; 105-127
1980-4865
reponame:Internext
instname:Escola Superior de Propaganda e Marketing (ESPM)
instacron:ESPM
instname_str Escola Superior de Propaganda e Marketing (ESPM)
instacron_str ESPM
institution ESPM
reponame_str Internext
collection Internext
repository.name.fl_str_mv Internext - Escola Superior de Propaganda e Marketing (ESPM)
repository.mail.fl_str_mv internext@espm.br
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