Research Article

The Effect of Reading Comprehension Skills on Mathematics and Science According to PISA Data

Volume: 8 Number: 3 July 13, 2023
EN

The Effect of Reading Comprehension Skills on Mathematics and Science According to PISA Data

Abstract

The aim of the study is to determine whether the reading comprehension skill has an effect on mathematics and science achievement, and which variables affect the success and to what extent. In line with this purpose, the sub-problems of the research were the student characteristics measured in the PISA student questionnaire, the important variables that predicted the students' science achievement in terms of reading comprehension and mathematics scores, and the important variables that predicted students' mathematics achievement in terms of student characteristics and reading comprehension scores measured in the PISA student questionnaire. Since the aim of the study was to determine the variables that are important in predicting PISA mathematics and science achievement in scales measuring students' affective characteristics and tests measuring achievement levels, the type of research was determined as a relational quantitative research design. The sample of the research consists of 6,890 students studying in 186 schools representing 12 regions in Turkey, selected by PISA in PISA 2018 application by stratified random sampling method from a population of 1.038.993 people from Turkey. In the research, the OECD database, which was opened for sharing in 2020, was used during the data collection phase. In the study, variables belonging to 2018 PISA data were used to predict mathematics and science achievement. The data were analyzed by data mining and quantitative data analysis methods. In the analysis of the data, SPSS Modeler and WEKA programs were used as a basis and in a systematic way, respectively. Excel and SPSS programs; SPSS Modeler and WEKA were used as utilities while transferring data and calculating some statistics. In the light of research findings, reading comprehension skill was determined as the most basic skill for science and mathematics success. In addition, mathematical literacy positively affects science achievement.

Keywords

Reading comprehension skill , PISA math and science achievement , data mining , decision tree , prediction importance

References

  1. Arıkan, S., Özer, F., Şeker, V., & Ertaş, G. (2020). The importance of sample weights and probable values in large-scale tests, Journal of Measurement and Evaluation in Education and Psychology, 11(1); 43-60. https://doi.org/10.21031/epod.602765
APA
Karacaoğlu, Ö. C., & Kasap, Y. (2023). The Effect of Reading Comprehension Skills on Mathematics and Science According to PISA Data. International Journal of Educational Research Review, 8(3), 623-637. https://doi.org/10.24331/ijere.1246885
AMA
1.Karacaoğlu ÖC, Kasap Y. The Effect of Reading Comprehension Skills on Mathematics and Science According to PISA Data. IJERE. 2023;8(3):623-637. doi:10.24331/ijere.1246885
Chicago
Karacaoğlu, Ömer Cem, and Yusuf Kasap. 2023. “The Effect of Reading Comprehension Skills on Mathematics and Science According to PISA Data”. International Journal of Educational Research Review 8 (3): 623-37. https://doi.org/10.24331/ijere.1246885.
EndNote
Karacaoğlu ÖC, Kasap Y (July 1, 2023) The Effect of Reading Comprehension Skills on Mathematics and Science According to PISA Data. International Journal of Educational Research Review 8 3 623–637.
IEEE
[1]Ö. C. Karacaoğlu and Y. Kasap, “The Effect of Reading Comprehension Skills on Mathematics and Science According to PISA Data”, IJERE, vol. 8, no. 3, pp. 623–637, July 2023, doi: 10.24331/ijere.1246885.
ISNAD
Karacaoğlu, Ömer Cem - Kasap, Yusuf. “The Effect of Reading Comprehension Skills on Mathematics and Science According to PISA Data”. International Journal of Educational Research Review 8/3 (July 1, 2023): 623-637. https://doi.org/10.24331/ijere.1246885.
JAMA
1.Karacaoğlu ÖC, Kasap Y. The Effect of Reading Comprehension Skills on Mathematics and Science According to PISA Data. IJERE. 2023;8:623–637.
MLA
Karacaoğlu, Ömer Cem, and Yusuf Kasap. “The Effect of Reading Comprehension Skills on Mathematics and Science According to PISA Data”. International Journal of Educational Research Review, vol. 8, no. 3, July 2023, pp. 623-37, doi:10.24331/ijere.1246885.
Vancouver
1.Ömer Cem Karacaoğlu, Yusuf Kasap. The Effect of Reading Comprehension Skills on Mathematics and Science According to PISA Data. IJERE. 2023 Jul. 1;8(3):623-37. doi:10.24331/ijere.1246885