An Analysis of Student Satisfaction and its Relationship with Academic and Social Factors in University Dropout

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https://doi.org/10.17583/ijep.14268

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Abstract

Over the last 50 years, Higher Education has experienced significant development, which has been associated with challenges that have yet to be solved. In this sense, university dropout is a global phenomenon that worries universities all over the world. Many research studies describe the possible causes of this phenomenon, but the most interesting are those that, due to their predictive potential, have the possibility of preventing it. The aim of this article is to study how important students perceive the different reasons for dropout in relation to the idea of abandoning the degree. For this purpose, the Spanish version of the Questionnaire of Motives for Higher Education Dropout (QMA_es; Almeida et al., 2019) was applied to a sample of 927 first- and second-year university students. These data have been processed using educational data mining (EDM) techniques, obtaining a decision tree that correctly classifies the sample in 81.1%. The results show that variables related to student satisfaction (satisfaction with academic choice, satisfaction with performance, and satisfaction with the financial situation) and to the academic and social environments play a predominant role in the approach to dropout, above other institutional, financial, and wellbeing variables.

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Aina, C., Baici, E., Casalone, G., & Pastore, F. (2022). The determinants of university dropout: A review of the socio-economic literature. Socio-Economic Planning Sciences, 79, 101102. https://doi.org/10.1016/j.seps.2021.101102

Google Scholar Crossref

Albreiki, B., Zaki, N., & Alashwal, H. (2021). A systematic literature review of student’performance prediction using machine learning techniques. Education Sciences, 11(9), 552. https://doi.org/10.3390/educsci11090552

Google Scholar Crossref

Almeida, L. S., Casanova, J. R., Bernardo, A. B., Cervero, A., dos Santos, A. A. A., & Ambiel, R. A. (2019). Construção de um questionário transcultural de motivos de abandono do ensino superior. [Construction of a cross-cultural questionnaire on reasons for dropping out of higher education.] Avaliaçao Psicologica: Interamerican Journal of Psychological Assessment, 18(2), 201-209. https://psycnet.apa.org/doi/10.15689/ap.2019.1802.17694.11

Google Scholar Crossref

Alturki, S., Hulpuș, I., & Stuckenschmidt, H. (2022). Predicting academic outcomes: A survey from 2007 till 2018. Technology, Knowledge and Learning, 1-33. https://doi.org/10.1007/s10758-020-09476-0

Google Scholar Crossref

Améstica-Rivas, L., King-Domínguez, A., Sanhueza, D., & Ramírez, V. (2021). Efectos económicos de la deserción en la gestión universitaria: el caso de una universidad pública chilena. [Economic effects of desertion on university management: the case of a Chilean public university]. Hallazgos, 18(35), 209-231. https://doi.org/10.15332/2422409X.5772

Google Scholar Crossref

Baalmann, T., Brommelhaus, A., Hulsemann, J., Feldhaus, M., & Speck, K. (2022). The impact of parents, intimate relationships and friends on students´ dropout intentions. Journal of College Student Retention-Research Theory & Practice, 1-25. https://doi.org/10.1177/15210251221133374

Google Scholar Crossref

Barrientos-Illanes, P., Pérez-Villalobos, M., Vergara-Morales, J., & Díaz-Mujica, A. (2021). Influencia del apoyo a la autonomía percibida, la autoeficacia y la satisfacción académica en las intenciones de permanencia de estudiantes universitarios. [Influence of perceived autonomy support, self-efficacy, and academic satisfaction on college students' retention intentions.] Revista Electrónica Educare, 25(2), 1-14. https://doi.org/10.15359/ree.25-2.5

Google Scholar Crossref

Behr, A., Giese, M., Teguim, H. D., & Theune, K. (2020). Dropping out of university: a literature review. Review of Education, 8(2), 614-652. https://doi.org/10.1002/rev3.3202

Google Scholar Crossref

Benites, R. M. (2020). El papel de la tutoría académica para elevar el rendimiento académico de los estudiantes universitarios. [The role of academic tutoring in raising the academic performance of college students]. Revista Conrado, 16(77), 315-321.

Google Scholar Crossref

Böttcher, A., Thurner, V., & Häfner, T. (2020). Applying data analysis to identify early indicators for potential risk of dropout in cs students. 2020 IEEE Global Engineering Education Conference (EDUCON), 827-836. https://doi.org/10.1109/EDUCON45650.2020.9125378

Google Scholar Crossref

Bustamante, D., & García-Bedoya, O. (2021). Predictive academic performance model to support, prevent and decrease the university dropout rate. Proceedings of the Applied Informatics. ICAI 2021. Communications in Computer and Information Science, 1455. https://doi.org/10.1007/978-3-030-89654-6_16

Google Scholar Crossref

Casanova, J. R., Cervero, A., Núñez Pérez, J. C., Almeida, L. S., & Bernardo, A. B. (2018). Factors that determine the persistence and dropout of university students. Psicothema, 30(4), 408-414. https://doi.org/10.7334/psicothema2018.155

Google Scholar Crossref

Casanova, J. R., Gomes, C. M. A., Bernardo, A. B., Núñez, J. C., & Almeida, L. S. (2021). Dimensionality and reliability of a screening instrument for students at-risk of dropping out from higher education. Studies in Educational Evaluation, 68, 100957. https://doi.org/10.1016/j.stueduc.2020.100957

Google Scholar Crossref

Castro-López, A., Cervero, A., Galve-González, C., Puente, J., & Bernardo, A. B. (2022). Evaluating critical success factors in the permanence in Higher Education using multi-criteria decision-making. Higher Education Research & Development, 41(3), 628-646. https://doi.org/10.1080/07294360.2021.1877631

Google Scholar Crossref

Cerezo, R., Bogarín, A., Esteban, M., & Romero, C. (2020). Process mining for self-regulated learning assessment in e-learning. Journal of Computing in Higher Education, 32(1), 74-88. https://doi.org/10.1007/s12528-019-09225-y

Google Scholar Crossref

Chango, W., Lara, J. A., Cerezo, R., & Romero, C. (2022). A review on data fusion in multimodal learning analytics and educational data mining. Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery, 12(4), e1458. https://doi.org/10.1002/widm.1458

Google Scholar Crossref

Cocoradă, E., Curtu, A. L., Năstasă, L. E., & Vorovencii, I. (2021). Dropout intention, motivation, and socio-demographics of forestry students in Romania. Forests, 12(5), 618. https://doi.org/10.3390/f12050618

Google Scholar Crossref

Constante Amores, A., Florenciano Martínez, E., Navarro Asencio, E., & Fernández Mellizo, M. (2021). Factores asociados al abandono universitario. [Factors associated with university dropout]. Educación XX1, 24(1), 17 44. https://doi.org/10.5944/educXX1.26889

Google Scholar Crossref

Cruz-Campos, J. C., Victoria-Maldonado, J. J., Martínez-Domingo, J. A., & Campos-Soto, M. N. (2023). Causes of academic dropout in higher education in Andalusia and proposals for its prevention at university: a systematic review. Frontiers in Education, 8. https://doi.org/10.3389/feduc.2023.1130952

Google Scholar Crossref

European University Association (2020). The future of the European Universities Initiative. The sector’s perspective. European University Association. https://bit.ly/3MBHjki

Google Scholar Crossref

European University Association (2021). Universities Without Walls: A Vision for 2030. European University Association. https://bit.ly/49qP4Dn

Google Scholar Crossref

EuroStat (2023). Young people by educational attainment level, sex and age. European Union. https://bit.ly/3soV7bc

Google Scholar Crossref

Fincham, E., Rozemberczki, B., Kovanović, V., Joksimović, S., Jovanović, J., & Gašević, D. (2021). Persistence and performance in co-enrollment network embeddings: an empirical validation of Tinto's student integration model. IEEE Transactions on Learning Technologies, 14(1), 106-121. https://doi.org/10.1109/TLT.2021.3059362

Google Scholar Crossref

Fourie, C. M. (2018). Risk factors associated with first year students´ intention to drop out from a university in South Africa. Journal of Further and Higher Education, 44, 201 215. https://doi.org/10.1080/0309877X.2018.1527023

Google Scholar Crossref

Gil-Albarova, A. (2019). Eventos de acogida y orientación para alumnos de nuevo ingreso. [Welcome and orientation events for new students]. Orientación y calidad educativa universitarias, 94-107.

Google Scholar Crossref

Gómez, M., Palazon, A. P., & Gomez, J. C. (2021). Identifying students at risk to academic dropout in higher education. Education Sciences, 11(8), 427. https://doi.org/10.3390/educsci11080427

Google Scholar Crossref

González-Peiteado, M., Pino-Juste, M., y Penado, M. (2017). Estudio de la satisfacción percibida por los estudiantes de la UNED con su vida universitaria. [Study of the satisfaction perceived by UNED students with their university life]. Revista Iberoamericana de Educación a Distancia, 20(1), 243-260. https://doi.org/10.5944/ried.20.1.16377

Google Scholar Crossref

González-Ramírez, T., & Pedraza-Navarro, I. (2017). Social and families’ variables associated with university drop-out. Educatio Siglo XXI, 35(2), 365-388. https://doi.org/10.6018/j/298651

Google Scholar Crossref

Gooderham, P. (1994). Evolving a framework for the study of dropout. International Journal of Lifelong Education, 13(6), 441-455. https://doi.org/10.1080/0260137940130604

Google Scholar Crossref

Guerrero, S. C., & Soto, D. E. (2019). La política educativa en torno a la masificación de la educación superior y su relación con el abandono universitario en Colombia. [Educational policy around the massification of higher education and its relationship with university dropouts in Colombia]. Revista Historia de la Educación Latinoamericana, 21(32). https://doi.org/10.19053/01227238.9201

Google Scholar Crossref

Kapoor, A., & Gardner-McCune, C. (2019). Understanding CS undergraduate students' professional identity through the lens of their professional development. Proceedings of the 2019 ACM conference on innovation and technology in computer science education, 9-15. https://doi.org/10.1145/3304221.3319764

Google Scholar Crossref

Kehm, B. M., Larsen, M. R., & Sommersel, H. B. (2019). Student dropout from universities in Europe: A review of empirical literature. Hungarian Educational Research Journal, 9(2), 147-164. https://doi.org/10.1556/063.9.2019.1.18

Google Scholar Crossref

Konstantinovskiy, D. L. (2017). Expansion of Higher Education and consequences for social inequality (the case of Russia). Higher education, 74, 201-220. https://doi.org/10.1007/s10734-016-0043-7

Google Scholar Crossref

Lorenzo-Quiles, O., Galdon-Lopez, S., & Lendinez-Tueron, A. (2023). Dropout at university. Variables involved on it. Frontiers in Education, 8. https://doi.org/10.3389/feduc.2023.1159864

Google Scholar Crossref

Loukkola, T., Peterbauer, H., and Gover, A. (2020). Exploring higher education indicators. European University Association. https://bit.ly/3MxTIG8

Google Scholar Crossref

Maphosa, M., Doorsamy, W., & Paul, B. (2023). Student performance patterns in engineering at the University of Johannesburg: An exploratory data analysis. IEEE Access. https://doi.org/10.1109/EDUCON45650.2020.9125378

Google Scholar Crossref

Marôco, J, Assunção, H, Harju-Luukkainen, H, Lin, S-W, Sit, P.S., & Cheung, K-C, (2020). Predictors of academic efficacy and dropout intention in university students: Can engagement suppress burnout? PLoS One, 15(10), e0239816. https://doi.org/10.1371/journal.pone.0239816

Google Scholar Crossref

Ministerio de Educación, Cultura y Deporte (2016). Sistema estatal de indicadores de la educación 2016. [State system of education indicators 2016]. Instituto Nacional de Evaluación Educativa y Subdirección General de Estadística y Estudios. https://bit.ly/4dLhPwO

Google Scholar Crossref

Ministerio de Universidades (2022). Estudio sobre el Abandono de los Estudios de Grado en el Sistema Universitario Español. [Study on Degree Dropout in the Spanish University System]. Ministerio de Universidades. https://bit.ly/3UMu3N6

Google Scholar Crossref

Mohamad, S. K., & Tasir, Z. (2013). Educational data mining: A review. Procedia-Social and Behavioral Sciences, 97, 320-324. https://doi.org/10.1016/j.sbspro.2013.10.240

Google Scholar Crossref

Mora, L. M., Zambrano, F. N., Monteros, M. A., & Valdivieso, R. A. (2019). Analysis of the triad: academic integration, permanence and geographic dispersion. Revista Iberoamericana de Educación a Distancia, 22(1), 271‑288. https://doi.org/10.5944/ried.22.1.22001

Google Scholar Crossref

Morelli, M., Chirumbolo, A., Baiocco, R., & Cattelino, E. (2022). Self-regulates learning self-efficacy, motivation, and intention to drop-out: the moderating role of friendships at university. Current Psychology, 1-11. https://doi.org/10.1007/s12144-022-02834-4

Google Scholar Crossref

Mostert, K., & Pienaar, J. (2020). The moderating effect of social support on the relationship between burnout, intention to drop out, and satisfaction with studies of first-year university students. Journal of Psychology in Africa, 30(3), 197-202. https://doi.org/10.1080/14330237.2020.1767928

Google Scholar Crossref

Nicoletti, M. D. C. (2019). Revisiting the Tinto's theoretical dropout model. Higher Education Studies, 9(3), 52-64. https://doi.org/10.5539/hes.v9n3p52

Google Scholar Crossref

Norvilitis, J. M., Reid, H. M., & O'Quin, K. (2022). Amotivation: A key predictor of college GPA, college match, and first-year retention. International Journal of Educational Psychology, 11(3), 314-338. https://doi.org/10.17583/ijep.7309

Google Scholar Crossref

OCDE (2023). OCDE Data Tertiary graduation rate. Organisation for Economic Co-operation and Development. https://bit.ly/3QwgGhV

Google Scholar Crossref

Orenes, M. J., & Sanchez, M. (2021). Determinantes para la elección de los grados de Educación en la Universidad de Murcia. [Determinants for the choice of Education degrees at the University of Murcia]. REIDOCREA, 10(9), 1-19. https://doi.org/10.30827/Digibug.66301

Google Scholar Crossref

ONU (2015). The 2030 Agenda for Sustainable Development. United Nations. https://sdgs.un.org/goals

Google Scholar Crossref

Opazo, D., Moreno, S., Álvarez-Miranda, E., & Pereira, J. (2021). Analysis of first-year university student dropout through machine learning models: A comparison between universities. Mathematics, 9(20), 2599. https://doi.org/10.3390/math9202599

Google Scholar Crossref

Parra-Sánchez, J. S., Torres, I. D., & Martínez, C. Y. (2023). Explanatory factors of university dropout explored through artificial intelligence. Revista Electrónica de Investigación Educativa, 25, e18. https://doi.org/10.24320/redie.2023.25.e18.4455

Google Scholar Crossref

Pedler, M. L., Willis, R., & Nieuwoudt, J. E. (2022). A sense of belonging at university: Student retention, motivation and enjoyment. Journal of Further and Higher Education, 46(3), 397-408. https://doi.org/10.1080/0309877X.2021.1955844b

Google Scholar Crossref

Poveda, J. C., Poveda I. M., & España, I. A. (2020). Análisis de la deserción estudiantil en una universidad pública de Bolivia. [Analysis of student dropout in a public university in Bolivia]. Revista Iberoamericana de Educación, 82(2), 151-172. https://doi.org/10.35362/rie8223572

Google Scholar Crossref

Samuel, R., & Burger, K. (2020). Negative life events, self efficacy and social support: risk and protective factors for school dropout intentions and dropout. Journal of Educational Psychology, 112(5), 973 986. https://doi.org/10.1037/edu0000406

Google Scholar Crossref

Santos-Villalba, M. J., Alcalá, M. J., Montenegro, M., Fernández, J. (2023). Incident factors in Andalusian university dropout: A qualitative approach from the perspective of higher education students. Frontiers in Education, 7, 1083773. https://doi.org/10.3389/feduc.2022.1083773

Google Scholar Crossref

Scheunemann, A., Schnettler, T., Bobe, J., Fries, S., & Grunschel, C. (2022). A longitudinal analysis of the reciprocal relationship between academic procrastination, study satisfaction, and dropout intentions in higher education. European Journal of Psychology of Education, 37(4), 1141-1164. https://doi.org/10.1007/s10212-021-00571-z

Google Scholar Crossref

Smith, R. A., & Tinto, V. (2022). Unraveling student engagement: Exploring its relational and longitudinal character. Journal of College Student Retention: Research, Theory & Practice, 15210251221098172. https://doi.org/10.1177/15210251221098172

Google Scholar Crossref

Solano, A. (2009). El bienestar psicológico: cuatro décadas de progreso. [Psychological well-being: four decades of progress]. Revista Interuniversitaria de Formación del Profesorado, 23(3), 43-72.

Google Scholar Crossref

Tinajero, C., Martínez-López, Z., Rodríguez, M. S., & Páramo, M.F. (2020). Perceived social support as a predictor of academic success in Spanish university students. Anales de Psicología, 36(1), 134-142. https://doi.org/10.1027/1864-9335/a000325

Google Scholar Crossref

Tinto, V., & Cullen, J. (1973). Dropout in Higher Education: A review and theoretical synthesis of recent research. Columbia University.

Google Scholar Crossref

Tuero, E., Cervero, A., Esteban, M., & Bernardo, A. B. (2018). ¿Por qué abandonan los alumnos universitarios? Variables de influencia en el planteamiento y consolidación del abandono. [Why do university students drop out? Variables of influence in the approach and consolidation of abandonment]. .Educación XX1, 21(2), 131-154. https://doi.org/10.5944/educXX1.20066

Google Scholar Crossref

United Nations (2022). Enrollment in primary, secondary and upper secondary education levels. United Nations. https://bit.ly/3sv9f2E

Google Scholar Crossref

Valencia-Arias, A., Chalela, S., Cadavid-Orrego, M., Gallegos, A., Benjumea-Arias, M., & Rodríguez-Salazar, D. Y. (2023). University dropout model for developing countries: A Colombian context approach. Behavioral Sciences, 13(5), 382. https://doi.org/10.3390/bs13050382

Google Scholar Crossref

Venegas-Muggli, J. I. (2022). Secondary School Context and (Timely) College completion in Chile’s education system: A cohort study. Journal of College Student Retention: Research, Theory & Practice, 24(1), 169-192. https://doi.org/10.1177/1521025120910477

Google Scholar Crossref

Wan, W. F., Mohd, N., Nasir, S. M., Norshahidi, N. D., & Wan, W. Z. (2020). Predicting student drop-out in higher institution using data mining techniques. Journal of Physics: Conference Series, 1496(1). https://doi.org/10.1088/1742-6596/1496/1/012005

Google Scholar Crossref

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2024-10-24

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Esteban, M., Bernardo, A. B. ., Blanco, E., & Oserin, P. . (2024). An Analysis of Student Satisfaction and its Relationship with Academic and Social Factors in University Dropout. International Journal of Educational Psychology, 13(3), 219–239. https://doi.org/10.17583/ijep.14268

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