Main Article Content

Karen Janet Ayala Guevara
Mónica Alejandra Calle Vilca
Jhonatan Dennis Nuñez Sinche
Luis Alejandro Calle Vilca

Background: Research on university academic performance has expanded due to its link with student retention and educational quality, though fragmentation persists in addressing associated factors. Objective: To systematically analyze scientific production regarding factors associated with academic performance in university students. Methodology: Systematic review following PRISMA guidelines in Scopus, WoS, and SciELO (2019-2025). Thirty-five original empirical articles were included and analyzed using descriptive thematic synthesis. Results: Studies on personal factors (motivation, self- regulation, emotions), digital institutional, and non-digital pedagogical factors predominate (11 each). Family and socioeconomic factors are marginal. Cross-sectional designs (15) and quantitative approaches prevail. Conclusion: Academic performance is multifactorial, yet research remains fragmented. Greater methodological integration and the inclusion of structural variables are required.

Contexto: La investigación sobre rendimiento académico universitario ha crecido debido a su vínculo con la permanencia estudiantil y la calidad educativa, aunque persiste fragmentación en el abordaje de sus factores asociados. Objetivo: Se analizó sistemáticamente la producción científica sobre factores asociados al rendimiento académico en estudiantes universitarios. Metodología: Revisión sistemática bajo lineamientos PRISMA en Scopus, WoS y SciELO (2019-2025). Se incluyeron 35 artículos empíricos originales, analizados mediante síntesis temática descriptiva. Resultados: Predominan estudios sobre factores personales (motivación, autorregulación, emociones), institucionales digitales y pedagógicos no digitales (11 cada uno). Los factores familiares y socioeconómicos son marginales. Predominan diseños transversales (15) y enfoques cuantitativos. Conclusión: El rendimiento académico es multifactorial, aunque la investigación se fragmenta. Se requiere mayor integración metodológica y abordaje de variables estructurales.

Downloads

Download data is not yet available.

Article Details

How to Cite
Ayala Guevara, K. J. ., Calle Vilca, M. A. ., Nuñez Sinche , J. D. ., & Calle Vilca, L. A. . (2026). Factors associated with academic performance in higher education: a systematic review. Horizontes, 10(42), 1–22. https://doi.org/10.33996/revistahorizontes.v10i42.1256
Section
Review Articles
Bookmark and Share
Referencias

Alamri, M. M., Almaiah, M. A; Al-Rahmi, W. M. (2020). Social Media Applications Affecting Students’ Academic Performance: A Model Developed for Sustainability in Higher Education. Sustainability, 12(16), 6471. https://doi.org/10.3390/su12166471

Alberto, E. F. Z; Mendoza, A. V. (2025). Aprendizaje autorregulado en estudiantes universitarios: Revisión sistemática de evidencia empírica (2015-2025). Desafíos, 16(2), 160-170. https://doi.org/10.37711/desafios.2025.16.2.9

Allen, J; Robbins, S. (2010). Effects of interest–major congruence, motivation, and academic performance on timely degree attainment. Journal of Counseling Psychology, 57(1), 23-35. https://doi.org/10.1037/a0017267

Almurayh, A; Saeed, S; Aldhafferi, N; Alqahtani, A; Saqib, M. (2022). Sustainable Education Quality Improvement Using Academic Accreditation: Findings from a University in Saudi Arabia. Sustainability, 14(24), 16968. https://doi.org/10.3390/su142416968

Amir, L. R; Tanti, I; Maharani, D. A; Wimardhani, Y. S; Julia, V; Sulijaya, B; Puspitawati,

R. (2020). Student perspective of classroom and distance learning during COVID-19 pandemic in the undergraduate dental study program Universitas Indonesia. BMC Medical Education, 20(1), 392. https://doi.org/10.1186/s12909-020-02312-0

Arroyo, J. L. B; López, J. I. S; Morales, M. F. C; Soffritti, M. (2024). The impact of English-medium instruction on university student performance. Journal of Multilingual and Multicultural Development, 45(6), 2315-2330. https://doi.org/10.1080/01434632.2022.2047193

Bargmann, C; Thiele, L; Kauffeld, S. (2022). Motivation matters: Predicting students’ career decidedness and intention to drop out after the first year in higher education. Higher Education, 83(4), 845-861. https://doi.org/10.1007/s10734-021-00707-6

Barrot, J. S; Llenares, I. I; Del Rosario, L. S. (2021). Students’ online learning challenges during the pandemic and how they cope with them: The case of the Philippines. Education and Information Technologies, 26(6), 7321-7338. https://doi.org/10.1007/s10639-021-10589-x

Behr, A; Giese, M; Teguim Kamdjou, 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

Bravo, N. A; Cataldo, A; Acosta, H. A; Grandón, E; Bravo, N; Valdés, M. (2025). Lots of Digital Files? How Digital Hoarding Is Related to the Academic Performance of University Students. International Journal of Environmental Research and Public Health, 22(8), 1186. https://doi.org/10.3390/ijerph22081186

Buenadicha, M. M; Sánchez, M. I. H; González, O. R. L; Tato, J. L. J. (2025). From Engagement to Achievement: How Gamification Impacts Academic Success in Higher Education. Education Sciences, 15(8), 1054. https://doi.org/10.3390/educsci15081054

Butt, S; Mahmood, A; Saleem, S; Rashid, T; Ikram, A. (2021). Students’ Performance in Online Learning Environment: The Role of Task Technology Fit and Actual Usage of System During COVID-19. Frontiers in Psychology, 12. https://doi.org/10.3389/fpsyg.2021.759227

Çağataylı, M; Çelebi, E. (2022). Estimating Academic Success in Higher Education Using Big Five Personality Traits, a Machine Learning Approach. Arabian Journal for Science and Engineering, 47(2), 1289-1298. https://doi.org/10.1007/s13369-021-05873-4

Calderón, A; Meroño, L; MacPhail, A. (2020). A student-centred digital technology approach: The relationship between intrinsic motivation, learning climate and academic achievement of physical education pre-service teachers. European Physical Education Review, 26(1), 241-262. https://doi.org/10.1177/1356336X19850852

Campos, M; Peixoto, F; Bártolo-Ribeiro, R; Almeida, L. S. (2022). Adapting as I Go: An Analysis of the Relationship between Academic Expectations, Self-Efficacy, and Adaptation to Higher Education. Education Sciences, 12(10). https://doi.org/10.3390/educsci12100658

Cano, F; Pichardo, C; Justicia, A. A; Romero, M. L; Berbén, A. B. G. (2024). Identifying higher education students’ profiles of academic engagement and burnout and analysing their predictors and outcomes. European Journal of Psychology of Education, 39(4), 4181-4206. https://doi.org/10.1007/s10212-024-00857-y

Chacón, R. C; Lara, A. J. S; Castro, M. S. (2021). Basic Psychological Needs and Their Association with Academic Factors in the Spanish University Context. Sustainability, 13(5), 2449. https://doi.org/10.3390/su13052449

Dasanayaka, C. H; Abeykoon, C; Ranaweera, R. A. A. S; Koswatte, I. (2021). The Impact of the Performance Appraisal Process on Job Satisfaction of the Academic Staff in Higher Educational Institutions. Education Sciences, 11(10), 623. https://doi.org/10.3390/educsci11100623

Dörrenbächer, L; Perels, F. (2016). Self-regulated learning profiles in college students: Their relationship to achievement, personality, and the effectiveness of an intervention to foster self-regulated learning. Learning and Individual Differences, 51, 229-241. https://doi.org/10.1016/j.lindif.2016.09.015

Edeigba, J; Opare, S; Laswad, F. (2025). Accounting students’ performance in proctored online exams: Early evidence from COVID-19 disrupted tertiary education learning.

Accounting Education, 34(4), 585-612. https://doi.org/10.1080/09639284.2024.2346318

Engida, M. A; Iyasu, A. S; Fentie, Y. M. (2024). Impact of teaching quality on student achievement: Student evidence. Frontiers in Education, 9. https://doi.org/10.3389/feduc.2024.1367317

Ewing, L.-A; Cooper, H. B. (2021). Technology-enabled remote learning during Covid-19: Perspectives of Australian teachers, students and parents. Technology, Pedagogy and Education, 30(1), 41-57. https://doi.org/10.1080/1475939X.2020.1868562

Fernández, E. M; López, A. I. A; Marqués, P. S; Martínez, M. C. F; Sánchez, L. V; Liébana,

C. P. (2019). Emotional Intelligence, Sense of Coherence, Engagement and Coping: A Cross-Sectional Study of University Students’ Health. Sustainability, 11(24). https://doi.org/10.3390/su11246953

Fidalgo, P; Thormann, J; Kulyk, O; Lencastre, J. A. (2020). Students’ perceptions on distance education: A multinational study. International Journal of Educational Technology in Higher Education, 17(1), 18. https://doi.org/10.1186/s41239-020-00194-2

Fierro, W. R. S; Fierro, F. E. S; Elizabeth, V. S. A; Rivera, E. F. G. (2025). Leveraging Artificial Intelligence for Sustainable Tutoring and Dropout Prevention in Higher Education: A Scoping Review on Digital Transformation. Information, 16(9), 819. https://doi.org/10.3390/info16090819

Fong, C. J; Altan, S; Gonzales, C; Kirmizi, M; Adelugba, S. F; Kim, Y. (2024). Stay motivated and carry on: A meta-analytic investigation of motivational regulation strategies and academic achievement, motivation, and self-regulation correlates. Journal of Educational Psychology, 116(6), 997-1018. https://doi.org/10.1037/edu0000886

Fontalvo, H. R; Rico, F; de la Puente, M; Londoño, T; Navarro, D. (2025). Digital task management platform enhances student academic achievement in economic development education. Discover Education, 4(1), 584. https://doi.org/10.1007/s44217-025-00993-7

Galindo, H. D; Bezanilla, M.-J. (2021). Promoting Time Management and Self-Efficacy Through Digital Competence in University Students: A Mediational Model.

Contemporary Educational Technology, 13(2), ep294. https://doi.org/10.30935/cedtech/9607

Gamarra, M. A. V; Chacón, R. C; Pérez, M. M; Castro, M. S. (2023). The Mediating Role of Psychosocial Factors in Academic Performance in Higher Education: Characterization Based on the Adaptation of Teaching Due to COVID-19. Education Sciences, 13(11), 1105. https://doi.org/10.3390/educsci13111105

Gbobaniyi, O; Srivastava, S; Oyetunji, A. K; Amaechi, C. V; Beddu, S. B; Ankita, B. (2023). The Mediating Effect of Perceived Institutional Support on Inclusive Leadership and Academic Loyalty in Higher Education. Sustainability, 15(17), 13195. https://doi.org/10.3390/su151713195

Guadalupe, M; Gonzalez, I. G. (2022). Bias From Enrollment: Peer Effects on the Academic Performance of University Students in PUCE Ecuador - Melissa Guadalupe, 2023. Journal of Hispanic Higher Education. https://doi.org/10.1177/15381927221085679

Gutiérrez, J. A. M; Garzón, J; y Segura, A. M. C. (2021). Factores asociados al rendimiento académico en estudiantes universitarios. Formación universitaria, 14(1), 13-24. https://doi.org/10.4067/S0718-50062021000100013

Iglesias, S. P; Hernández, Á. G; Chaparro, J. P; Prieto, J. L. (2021). Emergency remote teaching and students’ academic performance in higher education during the COVID- 19 pandemic: A case study. Computers in Human Behavior, 119, 106713. https://doi.org/10.1016/j.chb.2021.106713

Jan, N. U; Naqvi, S; Ali, Q. (2023). Using Fuzzy Logic for Monitoring Students Academic Performance in Higher Education. Engineering Proceedings, 46(1), 21. https://doi.org/10.3390/engproc2023046021

Khalil, R; Mansour, A. E; Fadda, W. A; Almisnid, K; Aldamegh, M; Al-Nafeesah, A; Alkhalifah, A; Al-Wutayd, O. (2020). The sudden transition to synchronized online learning during the COVID-19 pandemic in Saudi Arabia: A qualitative study exploring medical students’ perspectives. BMC Medical Education, 20(1), 285. https://doi.org/10.1186/s12909-020-02208-z

Lee, C. E; Chern, H. H; Azmir, D. A. (2023). WhatsApp Use in a Higher Education Learning Environment: Perspective of Students of a Malaysian Private University on Academic Performance and Team Effectiveness. Education Sciences, 13(3), 244. https://doi.org/10.3390/educsci13030244

López, V. P; Lorenzo, A. A; Martin, J. G. (2019). Architectural Indoor Analysis: A Holistic Approach to Understand the Relation of Higher Education Classrooms and Academic Performance. Sustainability, 11(23), 6558. https://doi.org/10.3390/su11236558

Martins, M. V; Baptista, L; Machado, J; Realinho, V. (2023). Multi-Class Phased Prediction of Academic Performance and Dropout in Higher Education. Applied Sciences, 13(8), 4702. https://doi.org/10.3390/app13084702

Mccoll, P. C; Goset, J. P; Martinez, F. L; Searle, M. S; Silva, V. O. (2021). A predictive model for academic risk in medicine students. Revista Medica de Chile, 149(12), 1787- 1794.

Medina, P. H; Torres, G. R; Rodriguez, D. P. (2024). Teaching credentials and academic performance: A panel data study in a Latin American School of Economics. Revista Meta: Avaliação, 16(51), 254-279. https://doi.org/10.22347/2175-2753v16i51.4259

Milkova, E; Moldoveanu, M; Krcil, T. (2025). Sustainable Education Through Information and Communication Technology: A Case Study on Enhancing Digital Competence and Academic Performance of Social Science Higher Education Students. Sustainability, 17(10), 4422. https://doi.org/10.3390/su17104422

Pacheco, S. M; Guevara, C; Mayorga, A. A; Fernández, J. E. (2023). Artificial Intelligence in Higher Education: A Predictive Model for Academic Performance. Education Sciences, 13(10), 990. https://doi.org/10.3390/educsci13100990

Patfield, S; Gore, J; Prieto, E; Fray, L; Sincock, K. (2025). Towards quality teaching in higher education: Pedagogy-focused academic development for enhancing practice. International Journal for Academic Development, 30(4), 553-568. https://doi.org/10.1080/1360144X.2022.2103561

Quintero, D. R; Villa, M. D; García, A. M; y Botero, V. H. R. (2025). Factores motivacionales y enfoques de aprendizaje en el rendimiento académico de estudiantes universitarios. Revista de Ciencias Sociales, 31(2), 241-262. https://doi.org/10.31876/rcs.v31i2.43764

Reina, Y. M; Quiñones, L. H; Cruz, O. C; Maicelo, J. L. G; Alva, J. N. T; Sánchez, E. B; Chávez, R. S. (2025). Data Mining to Identify University Student Dropout Factors. Applied Sciences, 15(22), 11911. https://doi.org/10.3390/app152211911

Ribeiro, J. A. G; Fernandes, D; Câmara, E; Pocinho, M. (2026). Well-Being and Sexual Diversity in Higher Education: The Role of Mental Health, Optimism, Academic Performance, and Motivation in Portuguese Students. Healthcare, 14(3), 407. https://doi.org/10.3390/healthcare14030407

Sánchez, T; Gilar, R. C; Castejón, J. L; Vidal, J; León, J. (2020). Students’ Evaluation of Teaching and Their Academic Achievement in a Higher Education Institution of Ecuador. Frontiers in Psychology, 11. https://doi.org/10.3389/fpsyg.2020.00233

Tarazi, A; Ruiz, R. C. (2023). Students’ Perceptions towards the Role of Online Teaching Platforms in Enhancing Online Engagement and Academic Performance Levels in Palestinian Higher Education Institutions. Education Sciences, 13(5), 449. https://doi.org/10.3390/educsci13050449

Tentsho, K; McNeil, N; Tongkumchum, P. (2019). Examining timely graduation rates of undergraduate students. Journal of Applied Research in Higher Education, 11(2), 199-209. https://doi.org/10.1108/JARHE-10-2017-0124

Torres, G. D; Cárdenas, R. V. (2022). The impact of clinical simulation with debriefing and self-regulation on academic performance in four clinical competencies of medical students. International Journal on Interactive Design and Manufacturing (IJIDeM), 16(2), 613-625. https://doi.org/10.1007/s12008-022-00855-8

Trentepohl, S; Waldeyer, J; Fleischer, J; Roelle, J; Leutner, D; Wirth, J. (2022). How Did It Get So Late So Soon? The Effects of Time Management Knowledge and Practice on Students’ Time Management Skills and Academic Performance. Sustainability, 14(9), 5097. https://doi.org/10.3390/su14095097

Trigueros, R; Padilla, A; Aguilar, J. M. P; Mercader, I; López, R. L; Rocamora, P. (2020). The Influence of Transformational Teacher Leadership on Academic Motivation and Resilience, Burnout and Academic Performance. International Journal of Environmental Research and Public Health, 17(20). https://doi.org/10.3390/ijerph17207687

Venegas, J. M. R; Martín, N. G. L. de S; Prados, C. F; Luengo, M. P; López, C. V. L. (2024). Motivación en Educación Superior para el aprendizaje académico en una muestra intercultural. Electronic Journal of Research in Education Psychology, 22(62), 127-150. https://doi.org/10.25115/ejrep.v22i62.8929