DETERMINANTS OF STUDENT ACADEMIC PERFORMANCE: A DATA DRIVEN ANALYSIS OF STUDY HABITS, ABSENTEEISM, AND SOCIO EDUCATIONAL FACTORS
Abstract
The factors of student performance in school analyzing the overall impact of study, absenteeism and socio-educational
factors in a quantitative and data-driven study. The study is analysed using secondary data that is student level data,
which contains variables like Grade point average (GPA), study time, absenteeism, parental support, parental education,
tutoring, and extracurricular activities. Largely descriptive statistics, correlation analysis and multiple linear regression
were utilized to determine significant predictors of academic performance. The results indicate that absenceeeism has a
high negative effect on student achievement and time spent studying, especially in academic activities has a positive effect
on performance. Also, there are socio-educational factors like parental support and parental education which have a
significant impact on academic outcomes, thereby emphasizing the role of family involvement. The regression equation
shows a large degree of explanatory power, which means that the chosen variables explain a large share of the variance
of academic performance together. The paper highlights the significance of the combination of behavioral and socio
educational aspects in order to understand student achievement in a better way. The results have practical implications
to educators, policymakers, and parents since they highlight the importance of encouraging regular attendance, effective
study behaviors, and positive home conditions in order to improve educational outcomes.
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References
Affuso, G., Zannone, A., Esposito, C., Pannone, M., Miranda, M. C., De Angelis, G., ... & Bacchini, D. (2023). The
effects of teacher support, parental monitoring, motivation and self-efficacy on academic performance over
time. European Journal of Psychology of Education, 38(1), 1-23.
Ansari, A., Hofkens, T. L., & Pianta, R. C. (2020). Absenteeism in the first decade of education forecasts civic
engagement and educational and socioeconomic prospects in young adulthood. Journal of Youth and
Adolescence, 49(9), 1835-1848.
Benner, A. D., Boyle, A. E., & Sadler, S. (2016). Parental involvement and adolescents’ educational success: The roles
of prior achievement and socioeconomic status. Journal of youth and adolescence, 45(6), 1053-1064.
Capuno, R., Necesario, R., Etcuban, J. O., Espina, R., Padillo, G., & Manguilimotan, R. (2019). Attitudes, Study
Habits, and Academic Performance of Junior High School Students in Mathematics. International Electronic Journal
of Mathematics Education, 14(3), 547-561.
Ebele, U. F., & Olofu, P. A. (2017). Study Habit and Its Impact on Secondary School Students' Academic Performance
in Biology in the Federal Capital Territory, Abuja. Educational Research and Reviews, 12(10), 583-588.
Elkharoua, R. (2023). Students performance dataset [Data set]. Kaggle.
https://www.kaggle.com/datasets/rabieelkharoua/students-performance-dataset
Gu, X., Hassan, N. C., & Sulaiman, T. (2024). The relationship between family factors and academic achievement of
junior high school students in rural China: mediation effect of parental involvement. Behavioral Sciences, 14(3), 221.
Gubbels, J., Van der Put, C. E., & Assink, M. (2019). Risk factors for school absenteeism and dropout: A meta-analytic
review. Journal of youth and adolescence, 48(9), 1637-1667.
Jafari, H., Aghaei, A., & Khatony, A. (2019). Relationship between study habits and academic achievement in students
of medical sciences in Kermanshah-Iran. Advances in medical education and practice, 637-643.
Kearney, C. A., Benoit, L., Gonzálvez, C., & Keppens, G. (2022, November). School attendance and school
absenteeism: A primer for the past, present, and theory of change for the future. In Frontiers in Education (Vol. 7, p.
. Frontiers.
Kearney, C. A., Dupont, R., Fensken, M., & Gonzálvez, C. (2023, August). School attendance problems and
absenteeism as early warning signals: review and implications for health-based protocols and school-based practices.
In Frontiers in Education (Vol. 8, p. 1253595). Frontiers Media SA.
Magulod Jr, G. C. (2019). Learning styles, study habits and academic performance of Filipino University students in
applied science courses: Implications for instruction. Journal of technology and science education, 9(2), 184-198.
Pinquart, M. (2016). Associations of parenting styles and dimensions with academic achievement in children and
adolescents: A meta-analysis. Educational psychology review, 28(3), 475-493.
Sakirudeen, A. O., & Sanni, K. B. (2017). Study habits and academic performance of secondary school students in
mathematic: A case study of selected secondary schools in uyo local education council. Research in pedagogy, 7(2),
-297.
Walck-Shannon, E. M., Rowell, S. F., & Frey, R. F. (2021). To what extent do study habits relate to
performance?. CBE—Life Sciences Education, 20(1), ar6.
Wang, H., Chen, Y., Yang, X., Yu, X., Zheng, K., Lin, Q., ... & He, T. (2023). Different associations of parental
involvement with children’s learning of Chinese, English, and math: A three-wave longitudinal study. European
Journal of Psychology of Education, 38(1), 269-285.
Wang, W. (2024). The influence mechanism of the parent-child relationship on adolescent academic performance: The
serial mediating effect of parental expectations and self-expectations. Studies in Educational Evaluation, 81, 101323.
Wong, R. S. M., Ho, F. K. W., Wong, W. H. S., Tung, K. T. S., Chow, C. B., Rao, N., ... & Ip, P. (2018). Parental
involvement in primary school education: Its relationship with children’s academic performance and psychosocial
competence through engaging children with school. Journal of Child and Family Studies, 27(5), 1544-1555.
Wu, Y., Hilpert, P., Tenenbaum, H., & Ng‐Knight, T. (2022). A weekly‐diary study of students' schoolwork motivation
and parental support. British journal of educational psychology, 92(4), 1667-1686.
Xiong, Y., Qin, X., Wang, Q., & Ren, P. (2021). Parental involvement in adolescents’ learning and academic
achievement: Cross-lagged effect and mediation of academic engagement. Journal of Youth and Adolescence, 50(9),
-1823.
Yau, P. S., Cho, Y., Shane, J., Kay, J., & Heckhausen, J. (2022). Parenting and adolescents’ academic achievement:
The mediating role of goal engagement and disengagement. Journal of Child and Family Studies, 31(4), 897-909.
Yüksel, H. (2019). A path analysis of the relation between study habit and students’ academic achievement. Jurnal
Pendidikan Biologi Indonesia.
Zhang, Y., Niu, G., Cao, M., Hong, J., & Zhou, Z. (2024). How does parental autonomy support influence adolescents’
academic performance? The mediating roles of active parental internet mediation and parent–child cohesion. Current
Psychology, 43(33), 26823-26835.



