On stochastic aspects of impact modeling of the innovation incentive system and business internationalization
| Autor(a) principal: | |
|---|---|
| Data de Publicação: | 2024 |
| Outros Autores: | , , |
| Tipo de documento: | Artigo |
| Idioma: | eng |
| Título da fonte: | Repositórios Científicos de Acesso Aberto de Portugal (RCAAP) |
| Texto Completo: | http://hdl.handle.net/10362/180482 |
Resumo: | Funding Information: This work is funded by national funds through the FCT - Fundação para a Ciência e a Tecnologia, I.P., under the scope of the projects UIDB/00297/2020 and UIDP/00297/2020 (Center for Mathematics and Applications). Publisher Copyright: © 2023 The Author(s). Published with license by Taylor & Francis Group, LLC. |
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On stochastic aspects of impact modeling of the innovation incentive system and business internationalizationevidence from Portuguese SMEsinnovationPLSstochasticitystructural equation modelingtopology in regressionStatistics and ProbabilityStatistics, Probability and UncertaintyApplied MathematicsSDG 8 - Decent Work and Economic GrowthSDG 9 - Industry, Innovation, and InfrastructureFunding Information: This work is funded by national funds through the FCT - Fundação para a Ciência e a Tecnologia, I.P., under the scope of the projects UIDB/00297/2020 and UIDP/00297/2020 (Center for Mathematics and Applications). Publisher Copyright: © 2023 The Author(s). Published with license by Taylor & Francis Group, LLC.Multivariate normal distribution is base for many statistical techniques, including ordinary least square inference. Here we show that in order to make research on Internationalization of Companies, more flexible approach is needed, namely partial least squares (PLS). It is a nonparametric technique, used in Structural Equation Modeling (SEM), which makes no distributional assumptions and also may be applied with small sample sizes. In this study we discuss on regularity conditions for PLS from the perspective of semi-continuous covariance which fills the gap in the current studies. The stochastic aspects, especially those related to usage of PLS-SEM, can be well integrated to the topologically grounded regression, where jumps in the covariances can occur. The purpose of the research is to analyze and understand the impact of the Incentive System (IS) for Innovation, within the scope of the National Strategic Reference Framework (QREN) 2014-2020, on the Internationalization of Portuguese Small and Medium Enterprises (SMEs). We study stochastic aspects of theoretical model which aggregates the variables Product Innovation, Marketing Innovation, Organizational Innovation and Working Conditions as determinants of Internationalization of Companies. Data were collected based on a quantitative methodology, through a self-completion questionnaire using the Likert psychometric scale, which registered 120 participants. Organizational Innovation (exogenous latent construct) and Product Innovation have shown a statistically significant indirect effect on the Internationalization of Companies (endogenous latent construct) through Marketing Innovation. The latter has a direct effect on the Internationalization (target construct). However, Working Conditions has the greatest impact on Internationalization, meaning that measures such as increasing wages, decreasing the use of temporary work and precarious work conversion into labor effective relations have a very relevant direct effect on the Internationalization of Portuguese SMEs.CMA - Centro de Matemática e AplicaçõesFaculdade de Ciências e Tecnologia (FCT)RUNGrilo, L. M.Pereira, E. J.Maidana, J. P.Stehlík, M.2025-03-11T21:12:57Z20242024-01-01T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/article25application/pdfhttp://hdl.handle.net/10362/180482eng0736-2994PURE: 106485542https://doi.org/10.1080/07362994.2023.2166532info:eu-repo/semantics/openAccessreponame:Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)instname:FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologiainstacron:RCAAP2025-03-31T01:58:31Zoai:run.unl.pt:10362/180482Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireinfo@rcaap.ptopendoar:https://opendoar.ac.uk/repository/71602025-05-29T04:41:53.798883Repositórios Científicos de Acesso Aberto de Portugal (RCAAP) - FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologiafalse |
| dc.title.none.fl_str_mv |
On stochastic aspects of impact modeling of the innovation incentive system and business internationalization evidence from Portuguese SMEs |
| title |
On stochastic aspects of impact modeling of the innovation incentive system and business internationalization |
| spellingShingle |
On stochastic aspects of impact modeling of the innovation incentive system and business internationalization Grilo, L. M. innovation PLS stochasticity structural equation modeling topology in regression Statistics and Probability Statistics, Probability and Uncertainty Applied Mathematics SDG 8 - Decent Work and Economic Growth SDG 9 - Industry, Innovation, and Infrastructure |
| title_short |
On stochastic aspects of impact modeling of the innovation incentive system and business internationalization |
| title_full |
On stochastic aspects of impact modeling of the innovation incentive system and business internationalization |
| title_fullStr |
On stochastic aspects of impact modeling of the innovation incentive system and business internationalization |
| title_full_unstemmed |
On stochastic aspects of impact modeling of the innovation incentive system and business internationalization |
| title_sort |
On stochastic aspects of impact modeling of the innovation incentive system and business internationalization |
| author |
Grilo, L. M. |
| author_facet |
Grilo, L. M. Pereira, E. J. Maidana, J. P. Stehlík, M. |
| author_role |
author |
| author2 |
Pereira, E. J. Maidana, J. P. Stehlík, M. |
| author2_role |
author author author |
| dc.contributor.none.fl_str_mv |
CMA - Centro de Matemática e Aplicações Faculdade de Ciências e Tecnologia (FCT) RUN |
| dc.contributor.author.fl_str_mv |
Grilo, L. M. Pereira, E. J. Maidana, J. P. Stehlík, M. |
| dc.subject.por.fl_str_mv |
innovation PLS stochasticity structural equation modeling topology in regression Statistics and Probability Statistics, Probability and Uncertainty Applied Mathematics SDG 8 - Decent Work and Economic Growth SDG 9 - Industry, Innovation, and Infrastructure |
| topic |
innovation PLS stochasticity structural equation modeling topology in regression Statistics and Probability Statistics, Probability and Uncertainty Applied Mathematics SDG 8 - Decent Work and Economic Growth SDG 9 - Industry, Innovation, and Infrastructure |
| description |
Funding Information: This work is funded by national funds through the FCT - Fundação para a Ciência e a Tecnologia, I.P., under the scope of the projects UIDB/00297/2020 and UIDP/00297/2020 (Center for Mathematics and Applications). Publisher Copyright: © 2023 The Author(s). Published with license by Taylor & Francis Group, LLC. |
| publishDate |
2024 |
| dc.date.none.fl_str_mv |
2024 2024-01-01T00:00:00Z 2025-03-11T21:12:57Z |
| dc.type.status.fl_str_mv |
info:eu-repo/semantics/publishedVersion |
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info:eu-repo/semantics/article |
| format |
article |
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publishedVersion |
| dc.identifier.uri.fl_str_mv |
http://hdl.handle.net/10362/180482 |
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http://hdl.handle.net/10362/180482 |
| dc.language.iso.fl_str_mv |
eng |
| language |
eng |
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0736-2994 PURE: 106485542 https://doi.org/10.1080/07362994.2023.2166532 |
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info:eu-repo/semantics/openAccess |
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openAccess |
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25 application/pdf |
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RCAAP |
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Repositórios Científicos de Acesso Aberto de Portugal (RCAAP) |
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Repositórios Científicos de Acesso Aberto de Portugal (RCAAP) - FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologia |
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info@rcaap.pt |
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