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dc.contributor.authorCruz Sandoval, Marco
dc.contributor.authorVázquez Parra, José Carlos
dc.contributor.authorCarlos Arroyo, Martina
dc.date.accessioned2023-02-17T22:40:35Z
dc.date.available2023-02-17T22:40:35Z
dc.date.issued2023-02-01
dc.identifier.citationCruz-Sandoval, M., Vázquez-Parra, J. C., & Carlos-Arroyo, M. (2023). Complex thinking and social entrepreneurship. An approach from the methodology of compositional data analysis. Heliyon, 9(2), e13415. https://doi.org/10.1016/j.heliyon.2023.e13415es_MX
dc.identifier.issn2405-8440
dc.identifier.doihttps://doi.org/10.1016/j.heliyon.2023.e13415
dc.identifier.urihttps://hdl.handle.net/11285/650173
dc.description.abstractThis article describes a study that sought to identify the correlation between social entrepreneurship and complex thinking competencies in a population of Mexican students. The article uses the novel approach of compositional data analysis. Compositional data analysis focuses on studying data that are part of a whole, whose importance lies in the relative information between its parts and not in absolute values. The analysis allows us to identify an association between the competencies and find statistically significant relationships between sub-competencies. In particular, correlations can be seen between the sub-competencies of scientific thinking and critical thinking with the sub-competency of self-control, leadership, and social awareness and social value. Furthermore, a correlation is observed between systemic thinking with the sub-competency of social awareness and social value, self-control, and leadership sub-competencies. In a practical way, this article introduces the compositional data analysis methodology to the academic educational literature focused on the study and measurement of competencies, opening possibilities for more precise, broad, descriptive analyses not achieved with other methodologies.es_MX
dc.format.mediumTextoes_MX
dc.language.isoenges_MX
dc.publisherCell Presses_MX
dc.relationThis manuscript is a product of the financial support from the Tecnologico de Monterrey through the funds: EduToolkit: Innovation with artificial intelligence for the development of social entrepreneurship, innovation and complex thinking skills [NOVUS ID 206 and NOVUS ID 268], and the Challenge-Based Research Funding Program 2022 [Project ID # I003 - IFE001 - C2-T3 - T].es_MX
dc.relation.isFormatOfpublishedVersiones_MX
dc.relation.urlhttps://www.cell.com/heliyon/fulltext/S2405-8440(23)00622-9?_returnURL=https%3A%2F%2Flinkinghub.elsevier.com%2Fretrieve%2Fpii%2FS2405844023006229%3Fshowall%3Dtruees_MX
dc.rightsopenAccesses_MX
dc.rights.urihttp://creativecommons.org/licenses/by/4.0es_MX
dc.subjectHUMANIDADES Y CIENCIAS DE LA CONDUCTA::PEDAGOGÍA::TEORÍA Y MÉTODOS EDUCATIVOSes_MX
dc.subject.lcshEducationes_MX
dc.titleComplex thinking and social entrepreneurship. An approach from the methodology of compositional data analysises_MX
dc.typeArtículo/Articlees_MX
dc.identifier.journalHeliyones_MX
dc.identifier.orcidhttps://orcid.org/0000-0001-5703-4023es_MX
dc.identifier.orcidhttps://orcid.org/0000-0001-9197-7826es_MX
dc.identifier.orcidhttps://orcid.org/0000-0002-5987-1041es_MX
dc.subject.keywordprofessional educationes_MX
dc.subject.keywordeducational innovationes_MX
dc.subject.keywordfuture of educationes_MX
dc.subject.keywordcomplex thinkinges_MX
dc.subject.keywordcompositional data analysises_MX
dc.subject.keywordhigher educationes_MX
dc.subject.keywordLog-ratioes_MX
dc.subject.keywordCoDaes_MX
dc.subject.keywordR4C&TE
dc.identifier.volume9es_MX
dc.identifier.issue2es_MX
dc.identifier.startpage1es_MX
dc.identifier.endpage15es_MX
dc.contributor.affiliationTecnologico de Monterreyes_MX
dc.contributor.affiliationInstituto Tecnológico y de Estudios Superiores de Monterreyes_MX
dc.subject.countryEstados Unidos de América / United Stateses_MX
dc.identifier.cvu612800es_MX
dc.identifier.scopusid57215582674es_MX
dc.identifier.scopusid55871913100es_MX
dc.identificator4||58||5801es_MX


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