PIRLS 2021. The influence of student and school predictors on the reading performance of Spanish students
DOI:
https://doi.org/10.24310/isl.20.1.2025.20605Keywords:
PIRLS, reading achievement, reading predictors, primary education, multiple regressionAbstract
Research has shown the influence of students´ and school factors on performance in secondary education. However, more knowledge of the influence of these factors on primary education following the Covid-19 pandemic is needed. This article aims to predict the influence of students and school factors on reading performance. The sample comprises 8.551 fourth-grade students from Spain (52,1% boys, 47,9% girls) who participated in the PIRLS 2021 study. Three questionnaires were used (school, home and students). A hierarchical linear modeling with two levels was used: students and school. The results show that students´ factors contribute to the variance in performance to a greater extent than those of school. After controlling for socio-economic variable (student context), the students´ factors that best predict reading performance are years of education in early childhood education and early literacy activities at home. As for school factors, school composition and school emphasis on academic success are the variables that best predict reading performance. These findings suggest the need to develop students´ reading skills in the family context before beginning primary education, to strengthen family–school cooperation and to design of activities between teachers, students and families to create a positive and productive environment.
Downloads
Metrics
Publication Facts
Reviewer profiles N/A
Author statements
- Academic society
- N/A
- Publisher
- EduVerso, Universidad de Málaga
References
Anthony, C. J., & Ogg, J. (2019). Parent involvement, approaches to learning, and student achievement: Examining longitudinal mediation. School Psychology, 34(4), 376-385. https://doi.org/10.1037/spq0000282
Brill, L. C., & Wang, L. M. (2021). Higher sound levels in K-12 classrooms correlate to lower math achievement scores. Frontiers in Built Environment, 7(688395), 1-12. https://doi.org/10.3389/fbuil.2021.688395
Chiu, M. M., Chow, B. W.Y., & Joh, S. W. (2017). Streaming, tracking and reading achievement: A multilevel analysis of students in 40 countries. Journal of Educational Psychology, 109(7), 915-934. https://doi.org/10.1037/edu0000188
Coleman, J. S., Campbell, E. Q., Hobson, C. J., McPartland, J., Mood, A. M., Weinfeld, F. D., & York. R.L. (1966). Equality of Educational Opportunity. U.S. Department of Health, Education y Welfare Office of Education. National Center For Educational Statistics.
Cordero, J. M., Gil, M. y López, L. (2021). Economía de la educación. Síntesis.
Cordero, J. M. y Mateos-Romero, L. (2021). Exploring factors related with resilience in primary education: Evidence from European countries. Studies in Educational Evaluation, 70, (101045), 1-17. https://doi.org/10.1016/j.stueduc.2021.101045
Costa, P. y Araújo, L. (2018). Skilled students and effective schools: Reading achievement in Denmark, Sweden, and France. Scandinavian Journal of Educational Research, 62(6), 1-15. https://doi.org/10.1080/00313831.2017.1307274
De la Calle, A.M., Guzmán-Simón, F. y Aguilar, M. (2021). Precursors of reading performance and double and triple-deficit risks in Spanish. Journal of Learning Disabilities, 54(4), 300-313. https://doi.org/10.1177/0022219420979960
De la Calle, A. M., Guzmán-Simón, F. y García-Jiménez, E. (2019). Los precursores cognitivos tempranos de la lectura inicial: un modelo de aprendizaje en niños de 6 a 8 años. Revista de Investigación Educativa, 37(2), 345–361. https://doi.org/10.6018/rie.37.2.312661
Egido, I. y Martínez-Usarralde, M.J. (2019). La educación comparada, hoy. Síntesis.
Ehm, J. H., Hasselhorn, M., & Schmiedek, F. (2019). Analyzing the developmental relation of academic self-concept and achievement in elementary school children: Alternative models point to different results. Developmental Psychology, 55(11), 2336-2351. https://doi.org/10.1037/dev0000796
Escardíbul, J.O. y Mediavilla, M. (2016). El efecto de las TIC en la adquisición de competencias. Un análisis por tipo de centro educativo. Revista Española de Pedagogía, 74(264), 317-335.
Fishbein, B., Yin, L., & Foy, P. (2024). PIRLS 2021 User Guide for the International Database (2nd ed.). Boston College, TIMSS & PIRLS International Study Center. https://pirls2021.org/data
Figlio, D., Holden, K. L., & Ozek., U. (2018). Do students benefit from longer school days? Regression discontinuity evidence from Florida's additional hour of literacy instruction. Economics of Education Review, (67), 171-183. https://doi.org/10.1016/j.econedurev.2018.06.003
García-Crespo, F. J., Galián, B., Fernández-Alonso, R. y Muñiz, J. (2019). Resiliencia educativa en comprensión lectora: Factores predictores en PIRLS-Europa. Revista de Educación, (384), 71-96. https://doi.org/10.4438/1988-592X-RE-2019-384-413
Gaviria, J.L. y Castro, M. (2004). Modelos jerárquicos lineales. La Muralla.
Goldstein, H. (2003). Multilevel Statistical Models. Hodder Arnold.
Haughbrook, R., Hart, S. A., Schatschneider, C., & Taylor, J. (2017). Genetic and environmental influences on early literacy skills across school grade contexts. Developmental Science, 20(5), 1-12. https://doi.org/10.1111/desc.12434
Hogrebe, N., & Strietholt, R. (2016). Does non‑participation in preschool affect children’s reading achievement? International evidence from propensity score analyses. Large-scale Assessments in Education, 4(2), 1-22. https://doi.org/10.1186/s40536-016-0017-3
Jensen, M. T., Solheim, O. J., & Cosmovici, E. M. (2019). Do you read me? Associations between perceived teacher emotional support, reader self‑concept, and reading achievement. Social Psychology of Education, 22(2), 247-266. https://doi.org/10.1007/s11218-018-9475-5
Kaminski, R. A., & Powell-Smith, K. A. (2017). Early literacy intervention for preschoolers who need tier 3 support. Topics in Early Childhood Special Education, 36(4), 205-217. https://doi.org/10.1177/0271121416642454
Lavy, V. (2020). Expanding school resources and increasing time on task: Effects on students’ academic and noncognitive outcomes. Journal of the European Association, 18(1), 232-265. https://doi.org/10.1093/jeea/jvy054
Lee, M., Lam, B., & Madyun, N. (2015). Effects of different-race exposure in school and neighborhood on the reading achievement of Hmong students in the United States. Urban Education, 52(10), 1255–1283. https://doi.org/10.1177/0042085915595092
Li, J., King, R. B., Wang, Y., Leung, A. O., & Wang, C. (2023). Students' and schools' expectancy-value beliefs are associated with reading achievement: A cross-cultural study. Learning and Individual Differences, 106(2), 1-11. https://doi.org/10.1016/j.lindif.2023.102344
Liu, C., & Chung, K. (2022). Effects of fathers' and mothers' expectations and home literacy involvement on their children's cognitive-linguistic skills, vocabulary, and word reading. Early Childhood Research Quarterly, (60), 1-12. https://doi.org/10.1016/j.ecresq.2021.12.009
Lopes, J., Oliveira, C. y Costa, P. (2022). Determinantes escolares y de los estudiantes en el rendimiento lector: un análisis multinivel con estudiantes portugueses. Revista de Psicodidáctica, 27(1), 29-37. https://doi.org/10.1016/j.psicod.2021.05.001
Marôco, J. (2021). What makes a good reader? Worldwide insights from PIRLS 2016 Reading and Writing, 34(1), 231-272. https://doi.org/10.1007/s11145-020-10068-8
Mickelson, R. A., Bottia, M. C., & Larimore, S. (2020). A meta-regression analysis of the effects of school racial and ethnic composition on K-12 Reading, Language Arts, and English outcomes. Sociology of Race Ethnicity, 7(3), 401-419. https://doi.org/10.1177/2332649220942265
Ministerio de Educación y Formación Profesional. (2023a). PIRLS 2021. Estudio Internacional de Progreso en Comprensión Lectora. Informe Español. bit.ly/3Y1L88x
Ministerio de Educación y Formación Profesional. (2023b). PIRLS 2021. Base de datos. https://pirls2021.org/data/
Nilsen, T., & Gustafsson, J. E. (2014). School emphasis on academic success: exploring changes in science performance in Norway between 2007 and 2011 employing two-level SEM. Educational Research and Evaluation, 20(4), 308-327. https://doi.org/10.1080/13803611.2014.941371
Olsen, A., & Huang, F. L. (2022). Interaction of socioeconomic status and class relations on reading. Journal of Literacy Research, 54(3), 346-369. https://doi.org/10.1177/1086296X221116866
Owens, A. (2018). Income segregation between school district and inequality in students´ achievement. Sociology of Education, 91(1), 1-27. https://doi.org/10.1177/0038040717741180
Pardo, A., Ruiz, M. A. y San Martín, R. (2007). Cómo ajustar e interpreter modelos multinivel con SPSS. Psicothema, 19(2), 308-321.
Park, S., & Holloway, S. D. (2017). The effects of school-based parental involvement on academic achievement at the child and elementary school level: A longitudinal study. The Journal of Educational Research, 110(1), 1-16. https://doi.org/10.1080/00220671.2015.1016600
Rodríguez-Mantilla, J. M., Fernández-Díaz, M. J. y Jover, G. (2018). PISA 2015: Predictores del rendimiento en Ciencias en España. Revista de Educación, (380), 75-102. https://doi.org/10.4438/1988-592X-RE-2017-380-373
Saracho, O. (2017). Parents' shared storybook reading - learning to read. Early Child Development and Care, 187(3), 554-567. https://doi.org/10.1080/03004430.2016.1261514
Stiff, J., Lenkeit, J., Hopfenbeck, T. N., Kayton, H. L., & McGrane, J. A. (2023). Research engagement in the Progress in International Reading Literacy Study: A systematic review. Educational Research Review, 40(100547), 1-14. https://doi.org/10.1016/j.edurev.2023.100547
Thompson, P.N. (2021). Is four less than five? Effects of four-day school weeks on student achievement in Oregon. Journal of Public Economics, 193(104308), 1-20. https://doi.org/10.1016/j.jpubeco.2020.104308
Toste, J. R., Didion, L., Peng, P., Filderman, M. J., & McClelland, A. M. (2020). A meta-analytic review of the relations between motivation and reading achievement for K–12 students. Review of Educational Research, 90(3), 420-456. https://doi.org/10.3102/0034654320919352
Tourón, J., López-González, E., Lizasoain, L. y Navarro, E. (2023). Análisis de datos y medida en educación. (Vol. II). UNIR Editorial.
Workman, J. (2022). Inequality begets inequality: Income inequality and socioeconomic achievement gradients across the United States. Social Science Research, 107(102744), 1-14. https://doi.org/10.1016/j.ssresearch.2022.102744
Yarnell, L. M., & Bohrnstedt, G. W. (2018). Student-teacher racial match and its association with black student achievement: an exploration using multilevel structural equation modeling. American Educational Research Journal, 55(2), 287-324. https://doi.org/10.3102/0002831217734804
Yeung, S., King, R., Nalipay, M., & Cai, Y. (2022). Exploring the interplay between socioeconomic status and reading achievement: An expectancy-value perspective. British Journal of Educational Psychology, 92(3), 1196-1214. https://doi.org/10.1111/bjep.12495
Downloads
Published
How to Cite
Issue
Section
License
Copyright (c) 2025 Pablo Javier Ortega-Rodríguez

This work is licensed under a Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License.
All contents published in Investigaciones sobre la Lectura are protected under the Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International (CC BY-NC-SA 4.0) license. All about this license is available in the following link: <http://creativecommons.org/licenses/by-nc-sa/4.0>
Users can copy, use, redistribute, share and exhibit publicly as long as:
- The original source and authorship of the material are cited (Journal, Publisher and URL of the work).
- It is not used for comercial purposes.
- The existence of the license and its especifications are mentioned.
There are two sets of authors’ rights: moral and property rights. Moral rights are perpetual prerogatives, unrenounceable, not-transferable, unalienable, imprescriptible and inembargable. According to authors’ rights legislation, Investigaciones sobre la Lectura recognizes and respects authors moral rights, as well as the ownership of property rights, which will be transferred to University of Malaga in open access. The property rights are referred to the benefits that are gained by the use or the dissemination of works. Investigaciones sobre la Lectura is published in an open access form and it is exclusively licenced by any means for doing or authorising distribution, dissemination, reproduction, , adaptation, translation or arrangement of works.
Authors are responsable for obtaining the necessary permission to use copyrighted images.





31.png)




