{"id":"https://openalex.org/W4367181513","doi":"https://doi.org/10.3991/ijep.v13i3.36885","title":"Complex Thinking and Its Relevance in Professional Training: An Approach to Engineering Students in a Mexican University","display_name":"Complex Thinking and Its Relevance in Professional Training: An Approach to Engineering Students in a Mexican University","publication_year":2023,"publication_date":"2023-04-27","ids":{"openalex":"https://openalex.org/W4367181513","doi":"https://doi.org/10.3991/ijep.v13i3.36885"},"language":"en","primary_location":{"id":"doi:10.3991/ijep.v13i3.36885","doi":"https://doi.org/10.3991/ijep.v13i3.36885","is_oa":true,"landing_page_url":"https://doi.org/10.3991/ijep.v13i3.36885","pdf_url":"https://online-journals.org/index.php/i-jep/article/download/36885/13111","source":{"id":"https://openalex.org/S2737240468","display_name":"International Journal of Engineering Pedagogy (iJEP)","issn_l":"2192-4880","issn":["2192-4880"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","jufo-1","norway-1","poland-20","russia-white-list-1"],"host_organization":"https://openalex.org/P4310313775","host_organization_name":"International Society for Engineering Education (IGIP), Kassel University Press","host_organization_lineage":["https://openalex.org/P4310313775"],"host_organization_lineage_names":["International Society for Engineering Education (IGIP), Kassel University Press"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Engineering Pedagogy (iJEP)","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://online-journals.org/index.php/i-jep/article/download/36885/13111","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5061934721","display_name":"Marco Antonio Cruz-Sandoval","orcid":"https://orcid.org/0000-0001-5703-4023","observed_orcids":["https://orcid.org/0000-0001-5703-4023"]},"institutions":[{"id":"https://openalex.org/I98461037","display_name":"Tecnol\u00f3gico de Monterrey","ror":"https://ror.org/03ayjn504","country_code":"MX","type":"education","lineage":["https://openalex.org/I98461037"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Marco Cruz-Sandoval","raw_affiliation_strings":["Tecnologico de Monterrey"],"raw_orcid":"https://orcid.org/0000-0001-5703-4023","affiliations":[{"raw_affiliation_string":"Tecnologico de Monterrey","institution_ids":["https://openalex.org/I98461037"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008094132","display_name":"Jos\u00e9 Carlos V\u00e1zquez Parra","orcid":"https://orcid.org/0000-0001-9197-7826","observed_orcids":["https://orcid.org/0000-0001-9197-7826"]},"institutions":[{"id":"https://openalex.org/I98461037","display_name":"Tecnol\u00f3gico de Monterrey","ror":"https://ror.org/03ayjn504","country_code":"MX","type":"education","lineage":["https://openalex.org/I98461037"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Jos\u00e9 Carlos V\u00e1zquez-Parra","raw_affiliation_strings":["Tecnologico de Monterrey"],"raw_orcid":"https://orcid.org/0000-0001-9197-7826","affiliations":[{"raw_affiliation_string":"Tecnologico de Monterrey","institution_ids":["https://openalex.org/I98461037"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023778629","display_name":"Martina Carlos-Arroyo","orcid":"https://orcid.org/0000-0002-5987-1041","observed_orcids":["https://orcid.org/0000-0002-5987-1041"]},"institutions":[{"id":"https://openalex.org/I98461037","display_name":"Tecnol\u00f3gico de Monterrey","ror":"https://ror.org/03ayjn504","country_code":"MX","type":"education","lineage":["https://openalex.org/I98461037"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Martina Carlos-Arroyo","raw_affiliation_strings":["Tecnologico de Monterrey"],"raw_orcid":"https://orcid.org/0000-0002-5987-1041","affiliations":[{"raw_affiliation_string":"Tecnologico de Monterrey","institution_ids":["https://openalex.org/I98461037"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5082052236","display_name":"Marco Vinicio Del Angel-Gonz\u00e1lez","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I98461037","display_name":"Tecnol\u00f3gico de Monterrey","ror":"https://ror.org/03ayjn504","country_code":"MX","type":"education","lineage":["https://openalex.org/I98461037"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Marco Vinicio Del Angel-Gonz\u00e1lez","raw_affiliation_strings":["Tecnologico de Monterrey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tecnologico de Monterrey","institution_ids":["https://openalex.org/I98461037"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I98461037"],"apc_list":{"value":150,"currency":"EUR","value_usd":161},"apc_paid":{"value":150,"currency":"EUR","value_usd":161},"fwci":7.7115,"has_fulltext":true,"cited_by_count":27,"citation_normalized_percentile":{"value":0.97899775,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"13","issue":"3","first_page":"100","last_page":"119"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12124","display_name":"Engineering Education and Curriculum Development","score":0.6952999830245972,"subfield":{"id":"https://openalex.org/subfields/3304","display_name":"Education"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T12124","display_name":"Engineering Education and Curriculum Development","score":0.6952999830245972,"subfield":{"id":"https://openalex.org/subfields/3304","display_name":"Education"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11715","display_name":"Education and Critical Thinking Development","score":0.2870999872684479,"subfield":{"id":"https://openalex.org/subfields/3304","display_name":"Education"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T13682","display_name":"Engineering Education and Pedagogy","score":0.004699999932199717,"subfield":{"id":"https://openalex.org/subfields/3304","display_name":"Education"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/complex-thought","display_name":"complex thinking","score":0.9919999837875366},{"id":"https://openalex.org/keywords/engineering-students","display_name":"engineering students","score":0.8330000042915344},{"id":"https://openalex.org/keywords/professional-training","display_name":"professional training","score":0.7319999933242798},{"id":"https://openalex.org/keywords/sense-of-achievement","display_name":"sense of achievement","score":0.6620000004768372},{"id":"https://openalex.org/keywords/competency-assessment","display_name":"competency assessment","score":0.7369999885559082},{"id":"https://openalex.org/keywords/gender-differences","display_name":"gender differences","score":0.9670000076293945},{"id":"https://openalex.org/keywords/problem-solving","display_name":"problem solving","score":0.7760000228881836},{"id":"https://openalex.org/keywords/engineering-education","display_name":"engineering education","score":0.5720000267028809}],"concepts":[{"id":"https://openalex.org/C26760741","wikidata":"https://www.wikidata.org/wiki/Q160402","display_name":"Perception","level":2,"score":0.6235897541046143},{"id":"https://openalex.org/C158154518","wikidata":"https://www.wikidata.org/wiki/Q7310970","display_name":"Relevance (law)","level":2,"score":0.610861599445343},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.5946990251541138},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.5225536227226257},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.4967098832130432},{"id":"https://openalex.org/C533356498","wikidata":"https://www.wikidata.org/wiki/Q843894","display_name":"Critical thinking","level":2,"score":0.43795520067214966},{"id":"https://openalex.org/C39896193","wikidata":"https://www.wikidata.org/wiki/Q380344","display_name":"Descriptive statistics","level":2,"score":0.4198814034461975},{"id":"https://openalex.org/C192424360","wikidata":"https://www.wikidata.org/wiki/Q929408","display_name":"Multivariate analysis of variance","level":2,"score":0.41849568486213684},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.12525427341461182},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.1081535816192627},{"id":"https://openalex.org/C149923435","wikidata":"https://www.wikidata.org/wiki/Q37732","display_name":"Demography","level":1,"score":0.08670762181282043},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.06506189703941345},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3991/ijep.v13i3.36885","doi":"https://doi.org/10.3991/ijep.v13i3.36885","is_oa":true,"landing_page_url":"https://doi.org/10.3991/ijep.v13i3.36885","pdf_url":"https://online-journals.org/index.php/i-jep/article/download/36885/13111","source":{"id":"https://openalex.org/S2737240468","display_name":"International Journal of Engineering Pedagogy (iJEP)","issn_l":"2192-4880","issn":["2192-4880"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","jufo-1","norway-1","poland-20","russia-white-list-1"],"host_organization":"https://openalex.org/P4310313775","host_organization_name":"International Society for Engineering Education (IGIP), Kassel University Press","host_organization_lineage":["https://openalex.org/P4310313775"],"host_organization_lineage_names":["International Society for Engineering Education (IGIP), Kassel University Press"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Engineering Pedagogy (iJEP)","raw_type":"journal-article"},{"id":"pmh:oai:repositorio.tec.mx:11285/650667","doi":null,"is_oa":true,"landing_page_url":"https://doi.org/10.3991/ijep.v13i3.36885","pdf_url":null,"source":{"id":"https://openalex.org/S4306402383","display_name":"Repositorio del Tecnol\u00f3gico de Monterrey (Tecnol\u00f3gico de Monterrey)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I98461037","host_organization_name":"Tecnol\u00f3gico de Monterrey","host_organization_lineage":["https://openalex.org/I98461037"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":null,"raw_type":"Art\u00edculo"}],"best_oa_location":{"id":"doi:10.3991/ijep.v13i3.36885","doi":"https://doi.org/10.3991/ijep.v13i3.36885","is_oa":true,"landing_page_url":"https://doi.org/10.3991/ijep.v13i3.36885","pdf_url":"https://online-journals.org/index.php/i-jep/article/download/36885/13111","source":{"id":"https://openalex.org/S2737240468","display_name":"International Journal of Engineering Pedagogy (iJEP)","issn_l":"2192-4880","issn":["2192-4880"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","jufo-1","norway-1","poland-20","russia-white-list-1"],"host_organization":"https://openalex.org/P4310313775","host_organization_name":"International Society for Engineering Education (IGIP), Kassel University Press","host_organization_lineage":["https://openalex.org/P4310313775"],"host_organization_lineage_names":["International Society for Engineering Education (IGIP), Kassel University Press"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Engineering Pedagogy (iJEP)","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","score":0.9235000014305115,"display_name":"Quality education"}],"study_designs":[{"id":"https://openalex.org/study-designs/observational-study","display_name":"Observational Study"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4367181513.pdf","grobid_xml":"https://content.openalex.org/works/W4367181513.grobid-xml"},"referenced_works_count":18,"referenced_works":["https://openalex.org/W135975901","https://openalex.org/W1010839818","https://openalex.org/W2052815028","https://openalex.org/W2614571760","https://openalex.org/W2773801464","https://openalex.org/W2789611843","https://openalex.org/W2917608599","https://openalex.org/W2948365206","https://openalex.org/W2989902065","https://openalex.org/W3010908476","https://openalex.org/W3039712155","https://openalex.org/W3108528837","https://openalex.org/W3110924719","https://openalex.org/W3113185890","https://openalex.org/W3177710698","https://openalex.org/W4221006611","https://openalex.org/W4224251677","https://openalex.org/W4287958380"],"related_works":["https://openalex.org/W4414300764","https://openalex.org/W4405384691","https://openalex.org/W4401316025","https://openalex.org/W4387324935","https://openalex.org/W4224251677","https://openalex.org/W4389659901","https://openalex.org/W4399889444","https://openalex.org/W4360966760","https://openalex.org/W4408891261","https://openalex.org/W4366827358"],"abstract_inverted_index":{"This":[0],"article":[1],"aims":[2],"to":[3,40,49,56,69,82],"present":[4],"the":[5,11,17,46,57,71,87,93,112,122,131],"results":[6,109],"of":[7,10,13,16,24,59,73,75,77,90,118,121],"an":[8],"analysis":[9],"level":[12,72,117],"perceived":[14,119],"achievement":[15,76,120],"complex":[18,78,123],"thinking":[19,79,124],"competency":[20],"among":[21],"a":[22,32,115],"group":[23],"engineering":[25],"students":[26],"in":[27,34,130],"their":[28,60],"last":[29],"semester":[30],"at":[31],"university":[33],"Western":[35],"Mexico.":[36],"The":[37,108],"intention":[38],"is":[39],"identify":[41],"whether":[42],"this":[43],"population":[44],"has":[45],"necessary":[47],"skills":[48],"meet":[50],"challenges":[51],"and":[52,86,95,100],"solve":[53],"problems":[54],"related":[55],"demands":[58],"future":[61],"professional":[62],"environments.":[63],"Specifically,":[64],"we":[65],"not":[66],"only":[67],"seek":[68],"know":[70],"perception":[74],"but":[80],"also":[81],"understand":[83],"its":[84],"behavior":[85],"possible":[88],"existence":[89],"differences":[91],"between":[92],"male":[94,132],"female":[96],"populations.":[97],"Methodologically,":[98],"exploratory":[99],"multivariate":[101],"descriptive":[102],"statistical":[103],"analyses":[104],"were":[105],"carried":[106],"out.":[107],"showed":[110],"that":[111],"participants":[113],"felt":[114],"high":[116],"competency,":[125],"which":[126],"was":[127],"more":[128],"noticeable":[129],"population.":[133]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":10},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":7}],"updated_date":"2026-11-10T11:39:43.021295","created_date":"2023-04-28T00:00:00"}
