{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,18]],"date-time":"2026-01-18T13:37:53Z","timestamp":1768743473530,"version":"3.49.0"},"reference-count":50,"publisher":"MDPI AG","issue":"3","license":[{"start":{"date-parts":[[2025,2,26]],"date-time":"2025-02-26T00:00:00Z","timestamp":1740528000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"name":"Universidad de Guadalajara","award":["277432-PROSNII 2024"],"award-info":[{"award-number":["277432-PROSNII 2024"]}]},{"name":"Universidad de Guadalajara","award":["PROSNII-2025"],"award-info":[{"award-number":["PROSNII-2025"]}]},{"name":"Universidad de Guadalajara","award":["UIDB\/04730\/2020"],"award-info":[{"award-number":["UIDB\/04730\/2020"]}]},{"name":"Universidad de Guadalajara","award":["UIDP\/04730\/2020"],"award-info":[{"award-number":["UIDP\/04730\/2020"]}]},{"name":"Portuguese Foundation for Science and Technology (FCT)","award":["277432-PROSNII 2024"],"award-info":[{"award-number":["277432-PROSNII 2024"]}]},{"name":"Portuguese Foundation for Science and Technology (FCT)","award":["PROSNII-2025"],"award-info":[{"award-number":["PROSNII-2025"]}]},{"name":"Portuguese Foundation for Science and Technology (FCT)","award":["UIDB\/04730\/2020"],"award-info":[{"award-number":["UIDB\/04730\/2020"]}]},{"name":"Portuguese Foundation for Science and Technology (FCT)","award":["UIDP\/04730\/2020"],"award-info":[{"award-number":["UIDP\/04730\/2020"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Education Sciences"],"abstract":"<jats:p>The phenomenon of student dropout in higher education presents significant challenges for students, higher education institutions, governments, and society. The present study focuses on the dropout rates within the engineering programmes at one school of engineering in Mexico. This study uses a quantitative approach with a non-experimental cross-sectional design. Exploratory, descriptive, and correlational analyses of historical data from the University Information and Administration Integral System were performed. A logistic regression model was applied to assess the influence of various demographic, academic, and socioeconomic factors on the likelihood of student dropout. The results show some predictive variables, namely, Gender, Displaced students from home, High school GPA, and Mathematical skills. In conclusion, the group of students identified as the most likely to drop out comprised males who were studying very far away from home, who studied in a private high school in a general programme (not technological), and who presented lower grades in math. Since most dropouts were identified in the first two semesters, students who perform poorly in these semesters and have the former characteristics could benefit from special attention.<\/jats:p>","DOI":"10.3390\/educsci15030287","type":"journal-article","created":{"date-parts":[[2025,2,26]],"date-time":"2025-02-26T04:46:37Z","timestamp":1740545197000},"page":"287","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":7,"title":["Dropout Rate Model Analysis at an Engineering School"],"prefix":"10.3390","volume":"15","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-7248-7810","authenticated-orcid":false,"given":"Claudia","family":"Orozco-Rodr\u00edguez","sequence":"first","affiliation":[{"name":"Departamento de Matem\u00e1ticas, CUCEI, University of Guadalajara, B. M. Garc\u00eda Barrag\u00e1n 1421, Guadalajara 44430, Jalisco, Mexico"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5769-5291","authenticated-orcid":false,"given":"Clara","family":"Viegas","sequence":"additional","affiliation":[{"name":"CIETI, ISEP, Polytechnic of Porto, 4249-015 Porto, Portugal"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5053-536X","authenticated-orcid":false,"given":"Alexandra R.","family":"Costa","sequence":"additional","affiliation":[{"name":"CIETI, ISEP, Polytechnic of Porto, 4249-015 Porto, Portugal"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-2104-477X","authenticated-orcid":false,"given":"Nat\u00e9rcia","family":"Lima","sequence":"additional","affiliation":[{"name":"CIETI, ISEP, Polytechnic of Porto, 4249-015 Porto, Portugal"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-1244-8502","authenticated-orcid":false,"given":"Gustavo R.","family":"Alves","sequence":"additional","affiliation":[{"name":"CIETI, ISEP, Polytechnic of Porto, 4249-015 Porto, Portugal"}]}],"member":"1968","published-online":{"date-parts":[[2025,2,26]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","unstructured":"Alvarado-Uribe, J., Mej\u00eda-Almada, P., Masetto Herrera, A. L., Molontay, R., Hilliger, I., Hegde, V., Montemayor Gallegos, J. E., Ram\u00edrez D\u00edaz, R. A., and Ceballos, H. G. (2022). Student dataset from Tecnologico de Monterrey in Mexico to predict dropout in higher education. Data, 7, (9).","DOI":"10.3390\/data7090119"},{"key":"ref_2","unstructured":"Ato-Garc\u00eda, M., Garc\u00eda, J. J. L., and Caro, C. G. (1996). An\u00e1lisis estad\u00edstico para datos categ\u00f3ricos, S\u00edntesis Editorial."},{"key":"ref_3","first-page":"39","article-title":"Factores de retenci\u00f3n y de deserci\u00f3n: El caso de una universidad chilena","volume":"39","year":"2022","journal-title":"Foro Educacional"},{"key":"ref_4","first-page":"15","article-title":"Causas de la deserci\u00f3n escolar en ingenier\u00eda en electr\u00f3nica y computaci\u00f3n del centro universitario de los valles de la universidad de guadalajara","volume":"41","author":"Calderon","year":"2020","journal-title":"Revista ESPACIOS"},{"key":"ref_5","unstructured":"Carlson, S. (2018). Identifying students at risk of dropping out: Indicators and thresholds using roc analysis. [Ph.D. thesis, George Fox University]. Available online: https:\/\/digitalcommons.georgefox.edu\/edd\/114."},{"key":"ref_6","first-page":"211","article-title":"Determinants of university student dropout: The case of the Polit\u00e9cnico Grancolombiano","volume":"16","year":"2022","journal-title":"Nternational Journal of Management in Education"},{"key":"ref_7","doi-asserted-by":"crossref","unstructured":"Casanova, J. R., Castro-L\u00f3pez, A., Bernardo, A. B., and Almeida, L. S. (2023). The dropout of first-year stem students: Is it worth looking beyond academic achievement?. Sustainability, 15, (2).","DOI":"10.3390\/su15021253"},{"key":"ref_8","doi-asserted-by":"crossref","first-page":"408","DOI":"10.7334\/psicothema2018.155","article-title":"Factors that determine the persistence and dropout of university students","volume":"30","author":"Casanova","year":"2018","journal-title":"Psicothema"},{"key":"ref_9","unstructured":"Casanova, J. R., Vasconcelos, R., Bernardo, A. B., and Almeida, L. S. (2025, February 07). University dropout in engineering: Motives and student trajectories, Available online: https:\/\/repositorium.sdum.uminho.pt\/handle\/1822\/75983."},{"key":"ref_10","doi-asserted-by":"crossref","first-page":"630","DOI":"10.18502\/espoch.v3i1.14477","article-title":"Predictive model of student dropout based on logistic regression","volume":"3","author":"Chacha","year":"2023","journal-title":"ESPOCH Congresses: The Ecuadorian Journal of STEAM"},{"key":"ref_11","first-page":"31","article-title":"Perfil de alumnos con abandono escolar en una universidad privada mexicana","volume":"31","year":"2020","journal-title":"CPU-e, Revista de Investigaci\u00f3n Educativa"},{"key":"ref_12","doi-asserted-by":"crossref","first-page":"694","DOI":"10.1007\/s11704-018-7314-7","article-title":"Dropout training for SVMs with data augmentation","volume":"12","author":"Chen","year":"2018","journal-title":"Frontiers of Computer Science"},{"key":"ref_13","first-page":"17","article-title":"Factores asociados al abandono escolar univeristario","volume":"24","author":"Asencio","year":"2021","journal-title":"Educaci\u00f3n XX"},{"key":"ref_14","doi-asserted-by":"crossref","first-page":"8","DOI":"10.22201\/iisue.24486167e.2019.165.58713","article-title":"\u201c\u00bfPor qu\u00e9 regres\u00e9 a la escuela?\u201d Abandono y retorno escolar desde la experiencia de j\u00f3venes de educaci\u00f3n media superior","volume":"41","year":"2019","journal-title":"Perfiles Educativos"},{"key":"ref_15","doi-asserted-by":"crossref","first-page":"141","DOI":"10.1080\/03075079.2023.2224818","article-title":"Predicting dropout in higher education across borders","volume":"49","author":"Vooren","year":"2024","journal-title":"Studies in Higher Education"},{"key":"ref_16","doi-asserted-by":"crossref","first-page":"39","DOI":"10.35362\/rie300941","article-title":"La deserci\u00f3n escolar en Am\u00e9rica Latina: Un tema prioritario para la agenda regional","volume":"30","year":"2002","journal-title":"Revista Iberoamericana de Educaci\u00f3n"},{"key":"ref_17","unstructured":"INEE (2024, October 04). INEE|La educaci\u00f3n obligatoria en M\u00e9xico\u2014Informe 2019, Available online: https:\/\/www.inee.edu.mx\/medios\/informe2019\/stage_02\/index.html."},{"key":"ref_18","unstructured":"INEGI (2024, November 05). Tasa de abandono escolar por entidad federativa, Available online: https:\/\/www.inegi.org.mx\/app\/tabulados\/interactivos\/?pxq=9171df60-8e9e-4417-932e-9b80593216ee."},{"key":"ref_19","doi-asserted-by":"crossref","first-page":"1047","DOI":"10.1007\/s11618-019-00908-x","article-title":"Causes of dropping out: Theoretical basis and empirical factors [Ursachen des studienabbruchs: Theoretische basis und empirische faktoren]","volume":"22","author":"Isleib","year":"2019","journal-title":"Zeitschrift F\u00fcr Erziehungswissenschaft"},{"key":"ref_20","unstructured":"Kim, S., Yoo, E., and Kim, S. (2023). Why do students drop out? University dropout prediction and associated factor analysis using machine learning techniques. arXiv."},{"key":"ref_21","doi-asserted-by":"crossref","unstructured":"Maluenda-Albornoz, J., Infante-Villagr\u00e1n, V., Galve-Gonz\u00e1lez, C., Flores-Oyarzo, G., and Berr\u00edos-Riquelme, J. (2022). Early and dynamic socio-academic variables related to dropout intention: A predictive model made during the pandemic. Sustainability, 14, (2).","DOI":"10.3390\/su14020831"},{"key":"ref_22","doi-asserted-by":"crossref","unstructured":"Martins, M. V., Baptista, L., Machado, J., and Realinho, V. (2023). Multi-class phased prediction of academic performance and dropout in higher education. Applied Sciences, 13, (8).","DOI":"10.3390\/app13084702"},{"key":"ref_23","doi-asserted-by":"crossref","first-page":"e34","DOI":"10.55204\/pcc.v3i2.e34","article-title":"Modelo de predicci\u00f3n de deserci\u00f3n: Un estudio de caso de estudiantes de la Universidad Polit\u00e9cnica Estatal del Carchi","volume":"3","author":"Pozo","year":"2023","journal-title":"Prometeo Conocimiento Cient\u00edfico"},{"key":"ref_24","unstructured":"MIDE (2024). Porcentaje de abandono escolar en educaci\u00f3n superior, Monitoreo de indicadores del desarrollo de jalisco. Available online: https:\/\/mide.jalisco.gob.mx\/mide\/panelCiudadano\/inicio."},{"key":"ref_25","first-page":"12","article-title":"Retenci\u00f3n y abandono estudiantil en la educaci\u00f3n superior universitaria en Am\u00e9rica Latina y el caribe: Una revisi\u00f3n sistem\u00e1tica","volume":"26","year":"2018","journal-title":"Archivos Anal\u00edticos de Pol\u00edticas Educativas=Education Policy Analysis Archives"},{"key":"ref_26","doi-asserted-by":"crossref","unstructured":"Nagy, M., and Molontay, R. (, January June). Predicting dropout in higher education based on secondary school performance. 2018 IEEE 22nd International Conference on Intelligent Engineering Systems (INES), Las Palmas de Gran Canaria, Spain. Available online: https:\/\/ieeexplore.ieee.org\/abstract\/document\/8523888\/.","DOI":"10.1109\/INES.2018.8523888"},{"key":"ref_27","doi-asserted-by":"crossref","first-page":"328","DOI":"10.1080\/07294360.2017.1370438","article-title":"Identifying attrition risk based on the first year experience","volume":"37","author":"Naylor","year":"2018","journal-title":"Higher Education Research & Development"},{"key":"ref_28","doi-asserted-by":"crossref","unstructured":"N\u00fa\u00f1ez-Naranjo, A. F. (2024). Analysis of the determinant factors in university dropout: A case study of Ecuador. Frontiers in Education, 9.","DOI":"10.3389\/feduc.2024.1444534"},{"key":"ref_29","doi-asserted-by":"crossref","first-page":"7704142","DOI":"10.1155\/2023\/7704142","article-title":"Factors influencing dropout students in higher education","volume":"2023","author":"Nurmalitasari","year":"2023","journal-title":"Education Research International"},{"key":"ref_30","first-page":"259","article-title":"Factores que influyen en el abandono escolar de la licenciatura en Matem\u00e1ticas de la Universidad de Guadalajara","volume":"27","year":"2022","journal-title":"Revista Mexicana de Investigaci\u00f3n Educativa"},{"key":"ref_31","first-page":"156","article-title":"An\u00e1lisis de supervivencia para el tiempo de permanencia de los alumnos de la licenciatura en matem\u00e1ticas de la universidad de guadalajara","volume":"Vol. 2","year":"2019","journal-title":"Investigaci\u00f3n comprometida para la transformaci\u00f3n social: Actas del XIX Congreso Internacional de Investigaci\u00f3n Educativa"},{"key":"ref_32","doi-asserted-by":"crossref","first-page":"1303","DOI":"10.1080\/03075079.2023.2264343","article-title":"Early dropout predictors in social sciences and management degree students","volume":"49","year":"2024","journal-title":"Studies in Higher Education"},{"key":"ref_33","first-page":"93","article-title":"Impacto de la Educaci\u00f3n Media T\u00e9cnico-Profesional (EMTP) en las decisiones vocacionales y en el desempe\u00f1o de los estudiantes chilenos","volume":"20","year":"2023","journal-title":"Revista Electr\u00f3nica Di\u00e1logos Educativos. REDE"},{"key":"ref_34","doi-asserted-by":"crossref","first-page":"87045","DOI":"10.1007\/s11042-024-19810-8","article-title":"Analyzing student dropout factors in engineering courses using a fuzzy based decision support system","volume":"83","author":"Pandey","year":"2024","journal-title":"Multimedia Tools and Applications"},{"key":"ref_35","first-page":"14","article-title":"Building the profile of students with the intention of dropping out of university studies","volume":"81","author":"Morales","year":"2023","journal-title":"Revista Espa\u00f1ola de Pedagog\u00eda"},{"key":"ref_36","first-page":"156","article-title":"Factors affecting engineering students dropout: A case study","volume":"35","year":"2019","journal-title":"The International Journal of Engineering Education"},{"key":"ref_37","unstructured":"Scherrer, C. R. (, January June). Improved retention and other impacts benefiting engineering technology undergraduates involved in high school outreach. 2013 ASEE Annual Conference & Exposition, Atlanta, Georgia."},{"key":"ref_38","doi-asserted-by":"crossref","first-page":"e23002","DOI":"10.21814\/rpe.23401","article-title":"Factores que influyen en la deserci\u00f3n universitaria: El caso de una universidad estatal chilena","volume":"36","author":"Schmidt","year":"2023","journal-title":"Revista Portuguesa de Educa\u00e7\u00e3o"},{"key":"ref_39","unstructured":"Secretar\u00eda de Eduaci\u00f3n P\u00fablica (2024, May 04). Principales cifras del sistema educativo nacional 2022\u20132023, Available online: https:\/\/www.planeacion.sep.gob.mx\/Doc\/estadistica_e_indicadores\/principales_cifras\/principales_cifras_2022_2023_bolsillo.pdf."},{"key":"ref_40","doi-asserted-by":"crossref","first-page":"6470","DOI":"10.1109\/ACCESS.2022.3141992","article-title":"Predicting student-teachers dropout risk and early identification: A four-step logistic regression approach","volume":"10","author":"Singh","year":"2022","journal-title":"IEEE Access"},{"key":"ref_41","unstructured":"Tabachnick, B. G., and Fidell, L. S. (2018). Using multivariate statistics, Pearson."},{"key":"ref_42","doi-asserted-by":"crossref","first-page":"66253","DOI":"10.1109\/ACCESS.2021.3076751","article-title":"Analysis on the lack of motivation and dropout in engineering students in Spain","volume":"9","author":"Tayebi","year":"2021","journal-title":"IEEE Access"},{"key":"ref_43","doi-asserted-by":"crossref","first-page":"149","DOI":"10.14507\/epaa.30.6845","article-title":"Aplica\u00e7\u00e3o de m\u00e9todos preditivos em evas\u00e3o no ensino superior: Uma revis\u00e3o sistem\u00e1tica da literatura","volume":"30","author":"Tete","year":"2022","journal-title":"Education Policy Analysis Archives"},{"key":"ref_44","doi-asserted-by":"crossref","first-page":"89","DOI":"10.3102\/00346543045001089","article-title":"Dropout from higher education: A theoretical synthesis of recent research","volume":"45","author":"Tinto","year":"1975","journal-title":"Review of Educational Research"},{"key":"ref_45","doi-asserted-by":"crossref","first-page":"254","DOI":"10.1177\/1521025115621917","article-title":"Through the Eyes of Students","volume":"19","author":"Tinto","year":"2017","journal-title":"Journal of College Student Retention: Research, Theory & Practice"},{"key":"ref_46","unstructured":"Universidad de Guadalajara (2025, January 30). Anexo estad\u00edstico 2019, Available online: https:\/\/rectoria.udg.mx\/sites\/default\/files\/ia2019_rvl_anexo_estadistico_2019.pdf."},{"key":"ref_47","doi-asserted-by":"crossref","unstructured":"Valencia-Arias, A., Chalela, S., Cadavid-Orrego, M., Gallegos, A., Benjumea-Arias, M., and Rodr\u00edguez-Salazar, D. Y. (2023). University dropout model for developing countries: A colombian context approach. Behavioral Sciences, 13, (5).","DOI":"10.3390\/bs13050382"},{"key":"ref_48","unstructured":"Weatherton, Y. P., Kruzic, A. P., Isbell, B. R., Peterson, L. L., Tiernan, C., and Pham, V. V. (, January June). Mathematics performance and first year retention of students in engineering learning communities. 2011 ASEE Annual Conference & Exposition, Vancouver, BC, Canada."},{"key":"ref_49","doi-asserted-by":"crossref","unstructured":"Won, H.-S., Kim, M.-J., Kim, D., Kim, H.-S., and Kim, K.-M. (2023). University student dropout prediction using pretrained language models. Applied Sciences, 13, (12).","DOI":"10.3390\/app13127073"},{"key":"ref_50","first-page":"1","article-title":"Permanencia estudiantil en el curso Matem\u00e1tica General de la Universidad Nacional, Costa Rica","volume":"20","year":"2020","journal-title":"Actualidades Investigativas en Educaci\u00f3n"}],"container-title":["Education Sciences"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/2227-7102\/15\/3\/287\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,9]],"date-time":"2025-10-09T16:42:35Z","timestamp":1760028155000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/2227-7102\/15\/3\/287"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,2,26]]},"references-count":50,"journal-issue":{"issue":"3","published-online":{"date-parts":[[2025,3]]}},"alternative-id":["educsci15030287"],"URL":"https:\/\/doi.org\/10.3390\/educsci15030287","relation":{},"ISSN":["2227-7102"],"issn-type":[{"value":"2227-7102","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,2,26]]}}}