Gender Gaps in Technological Leadership: A Machine Learning-Based Analysis

Autores:
Moreno-Rincón, Karen-Daniela
Rodríguez-Pulecio, Laura
Bedoya-Leiva, Oscar-Fernando
Tipo de recurso:
Article of journal
Fecha de publicación:
2026
Institución:
Universidad Pedagógica y Tecnológica de Colombia
Repositorio:
RiUPTC: Repositorio Institucional UPTC
Idioma:
OAI Identifier:
oai:repositorio.uptc.edu.co:001/21611
Acceso en línea:
https://repositorio.uptc.edu.co/handle/001/21611
https://doi.org/10.19053/uptc.01211129.v34.n74.2025.19541
Palabra clave:
Decision trees
Gender gap
Glass ceiling
Impostor syndrome
Neural networks
Random forests
Árboles de decisión
Bosques aleatorios
Brecha de género
Redes neuronales
Síndrome del impostor
Techo de cristal
Rights
openAccess
License
Karen-Daniela Moreno-Rincón, Laura Rodríguez-Pulecio, Oscar-Fernando Bedoya-Leiva - 2025
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dc.title.en-US.fl_str_mv Gender Gaps in Technological Leadership: A Machine Learning-Based Analysis
title Gender Gaps in Technological Leadership: A Machine Learning-Based Analysis
spellingShingle Gender Gaps in Technological Leadership: A Machine Learning-Based Analysis
Decision trees
Gender gap
Glass ceiling
Impostor syndrome
Neural networks
Random forests
Árboles de decisión
Bosques aleatorios
Brecha de género
Redes neuronales
Síndrome del impostor
Techo de cristal
title_short Gender Gaps in Technological Leadership: A Machine Learning-Based Analysis
title_full Gender Gaps in Technological Leadership: A Machine Learning-Based Analysis
title_fullStr Gender Gaps in Technological Leadership: A Machine Learning-Based Analysis
title_full_unstemmed Gender Gaps in Technological Leadership: A Machine Learning-Based Analysis
title_sort Gender Gaps in Technological Leadership: A Machine Learning-Based Analysis
dc.creator.fl_str_mv Moreno-Rincón, Karen-Daniela
Rodríguez-Pulecio, Laura
Bedoya-Leiva, Oscar-Fernando
dc.contributor.author.eng.fl_str_mv Moreno-Rincón, Karen-Daniela
Rodríguez-Pulecio, Laura
Bedoya-Leiva, Oscar-Fernando
dc.subject.none.fl_str_mv Decision trees
Gender gap
Glass ceiling
Impostor syndrome
Neural networks
Random forests
Árboles de decisión
Bosques aleatorios
Brecha de género
Redes neuronales
Síndrome del impostor
Techo de cristal
topic Decision trees
Gender gap
Glass ceiling
Impostor syndrome
Neural networks
Random forests
Árboles de decisión
Bosques aleatorios
Brecha de género
Redes neuronales
Síndrome del impostor
Techo de cristal
publishDate 2026
dc.date.accessioned.none.fl_str_mv 2026-04-02 00:00:00
2026-04-16T17:47:48Z
dc.date.available.none.fl_str_mv 2026-04-02 00:00:00
dc.date.issued.none.fl_str_mv 2026-04-02
dc.type.spa.fl_str_mv Artículo de revista
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https://doi.org/10.19053/uptc.01211129.v34.n74.2025.19541
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dc.relation.references.none.fl_str_mv L. A. Schifman, R. Oden, C. Koestner, “Gender Wage Gap: Causes, Impacts, and Ways to Close the Gap,” in Gender Equality, Springer, 2019, pp. 1-11. https://doi.org/10.1007/978-3-319-70060-1_50-1
S. Swapna, M. Pallavi, "Breaking the barriers: Women and technology," Review of Contemporary Scientific and Academic Studies, vol. 3, no. 4, pp. 1-6, Apr. 2023. https://doi.org/10.55454/rcsas.3.04.2023.003
G. Grazzi, "Measuring gender gaps in science, technology and innovation in Latin America and the Caribbean," Inter-American Development Bank, 2016. https://gender-summit.com/archive/attachments/article/1346/Grazzi_GS9Eu.pdf
M. Simon, Y.-J. Choi, “Using factor analysis to validate the Clance Impostor Phenomenon Scale in sample of science, technology, engineering and mathematics doctoral students,” Personality and Individual Differences, vol. 121, pp. 173-175, Jan. 2018. https://doi.org/10.1016/j.paid.2017.09.039
L. Bian, S.-J. Leslie, A. Cimpian, "Gender stereotypes about intellectual ability emerge early and influence children’s interests," Science, vol. 355, no. 6323, pp. 389-391, 2017. https://doi.org/10.1126/science.aah6524
S. Cheryan, S. A. Ziegler, A. K. Montoya, L. Jiang, "Why are some STEM fields more gender balanced than others?," Psychological Bulletin, vol. 143, no. 1, pp. 1-35, 2017. https://doi.org/10.1037/bul0000052
Y. Li, C. Singh, "Impact of perceived recognition by physics instructors on women's self-efficacy and interest," Physical Review Physics Education Research, vol. 19, no. 2, e020125, 2023. https://doi.org/10.1103/PhysRevPhysEducRes.19.020125
K. Cokley et al., "The roles of gender stigma consciousness, impostor phenomenon and academic self-concept in the academic outcomes of women and men," Sex Roles, vol. 73, pp. 414-426, 2015. https://doi.org/10.1007/s11199-015-0516-7
UNESCO, Cracking the Code: Girls’ and Women’s Education in Science, Technology, Engineering and Mathematics (STEM). Paris, France: UNESCO, 2017 https://doi.org/10.54675/QYHK2407
Comisión Económica para América Latina y el Caribe (CEPAL), La Agenda 2030 y los Objetivos de Desarrollo Sostenible: Una oportunidad para América Latina y el Caribe. Objetivos, metas e indicadores mundiales, 2019. https://hdl.handle.net/11362/40155
R. M. de Cabo, "Mujeres y liderazgo empresarial: Explorando la brecha de género en la cima," Femeris: Revista Multidisciplinaria de Estudios de Género, vol. 2, no. 2, pp. 53-80, 2017. https://doi.org/10.20318/femeris.2017.3758
S. Brahma, "Board gender diversity and firm performance: The UK evidence," International Journal of Finance and Economics, vol. 26, no. 1, pp. 1-16, 2021. https://doi.org/10.1002/ijfe.2089
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dc.relation.ispartofjournal.eng.fl_str_mv Revista Facultad de Ingeniería
dc.relation.bitstream.none.fl_str_mv https://revistas.uptc.edu.co/index.php/ingenieria/article/download/19541/16945
dc.relation.citationedition.eng.fl_str_mv Núm. 74 , Año 2025 : October-December 2025 (Continuos Publication)
dc.rights.none.fl_str_mv Karen-Daniela Moreno-Rincón, Laura Rodríguez-Pulecio, Oscar-Fernando Bedoya-Leiva - 2025
dc.rights.uri.none.fl_str_mv https://creativecommons.org/licenses/by/4.0
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rights_invalid_str_mv Karen-Daniela Moreno-Rincón, Laura Rodríguez-Pulecio, Oscar-Fernando Bedoya-Leiva - 2025
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dc.publisher.eng.fl_str_mv Universidad Pedagógica y Tecnológica de Colombia
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institution Universidad Pedagógica y Tecnológica de Colombia
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spelling Moreno-Rincón, Karen-DanielaRodríguez-Pulecio, LauraBedoya-Leiva, Oscar-Fernando2026-04-02 00:00:002026-04-16T17:47:48Z2026-04-02 00:00:002026-04-020121-1129https://repositorio.uptc.edu.co/handle/001/2161110.19053/uptc.01211129.v34.n74.2025.195412357-5328https://doi.org/10.19053/uptc.01211129.v34.n74.2025.19541application/pdfUniversidad Pedagógica y Tecnológica de ColombiaKaren-Daniela Moreno-Rincón, Laura Rodríguez-Pulecio, Oscar-Fernando Bedoya-Leiva - 2025https://creativecommons.org/licenses/by/4.0info:eu-repo/semantics/openAccessThis work is licensed under a Creative Commons Attribution 4.0 International License.http://purl.org/coar/access_right/c_abf2https://revistas.uptc.edu.co/index.php/ingenieria/article/view/19541Decision treesGender gapGlass ceilingImpostor syndromeNeural networksRandom forestsÁrboles de decisiónBosques aleatoriosBrecha de géneroRedes neuronalesSíndrome del impostorTecho de cristalGender Gaps in Technological Leadership: A Machine Learning-Based AnalysisArtículo de revistahttp://purl.org/coar/resource_type/c_6501http://purl.org/coar/resource_type/c_2df8fbb1info:eu-repo/semantics/articleJournal articleinfo:eu-repo/semantics/publishedVersionTexthttp://purl.org/coar/version/c_970fb48d4fbd8a85L. A. Schifman, R. Oden, C. Koestner, “Gender Wage Gap: Causes, Impacts, and Ways to Close the Gap,” in Gender Equality, Springer, 2019, pp. 1-11. https://doi.org/10.1007/978-3-319-70060-1_50-1S. Swapna, M. Pallavi, "Breaking the barriers: Women and technology," Review of Contemporary Scientific and Academic Studies, vol. 3, no. 4, pp. 1-6, Apr. 2023. https://doi.org/10.55454/rcsas.3.04.2023.003G. Grazzi, "Measuring gender gaps in science, technology and innovation in Latin America and the Caribbean," Inter-American Development Bank, 2016. https://gender-summit.com/archive/attachments/article/1346/Grazzi_GS9Eu.pdfM. Simon, Y.-J. Choi, “Using factor analysis to validate the Clance Impostor Phenomenon Scale in sample of science, technology, engineering and mathematics doctoral students,” Personality and Individual Differences, vol. 121, pp. 173-175, Jan. 2018. https://doi.org/10.1016/j.paid.2017.09.039L. Bian, S.-J. Leslie, A. Cimpian, "Gender stereotypes about intellectual ability emerge early and influence children’s interests," Science, vol. 355, no. 6323, pp. 389-391, 2017. https://doi.org/10.1126/science.aah6524S. Cheryan, S. A. Ziegler, A. K. Montoya, L. Jiang, "Why are some STEM fields more gender balanced than others?," Psychological Bulletin, vol. 143, no. 1, pp. 1-35, 2017. https://doi.org/10.1037/bul0000052Y. Li, C. Singh, "Impact of perceived recognition by physics instructors on women's self-efficacy and interest," Physical Review Physics Education Research, vol. 19, no. 2, e020125, 2023. https://doi.org/10.1103/PhysRevPhysEducRes.19.020125K. Cokley et al., "The roles of gender stigma consciousness, impostor phenomenon and academic self-concept in the academic outcomes of women and men," Sex Roles, vol. 73, pp. 414-426, 2015. https://doi.org/10.1007/s11199-015-0516-7UNESCO, Cracking the Code: Girls’ and Women’s Education in Science, Technology, Engineering and Mathematics (STEM). Paris, France: UNESCO, 2017 https://doi.org/10.54675/QYHK2407Comisión Económica para América Latina y el Caribe (CEPAL), La Agenda 2030 y los Objetivos de Desarrollo Sostenible: Una oportunidad para América Latina y el Caribe. Objetivos, metas e indicadores mundiales, 2019. https://hdl.handle.net/11362/40155R. M. de Cabo, "Mujeres y liderazgo empresarial: Explorando la brecha de género en la cima," Femeris: Revista Multidisciplinaria de Estudios de Género, vol. 2, no. 2, pp. 53-80, 2017. https://doi.org/10.20318/femeris.2017.3758S. Brahma, "Board gender diversity and firm performance: The UK evidence," International Journal of Finance and Economics, vol. 26, no. 1, pp. 1-16, 2021. https://doi.org/10.1002/ijfe.2089e1954174e1954134Revista Facultad de Ingenieríahttps://revistas.uptc.edu.co/index.php/ingenieria/article/download/19541/16945Núm. 74 , Año 2025 : October-December 2025 (Continuos Publication)PublicationOREORE.xmltext/xml2680https://repositorio.uptc.edu.co/bitstreams/f73b764f-9c7f-4436-87fa-56348f16b136/downloadf6b7a4f081c076730000948eea0758d7MD51falseAnonymousREAD001/21611oai:repositorio.uptc.edu.co:001/216112026-10-29 14:05:21.635https://creativecommons.org/licenses/by/4.0metadata.onlyhttps://repositorio.uptc.edu.coRepositorio Institucional UPTCbdigital@metabiblioteca.com