Determining the position of indonesian literacy, science and mathematics among PISA participating countries using Multidimensional Scaling Analysis
DOI:
https://doi.org/10.33292/meter.v3i1.195Keywords:
PISA, MDS, science, literacy, mathAbstract
The Program for International Students Assessment (PISA) is a triennial survey of 15-year-old students worldwide. The assessment focuses on core school subjects, namely science, reading, and mathematics. The 2015 PISA survey covers 70 countries, including Indonesia. Indonesia has been participating in the PISA survey since 2000. This article aims to map Indonesia's position towards the PISA participating countries in 2015, which amounted to 72 countries. The analysis used is Multi-Dimensional Scaling (MDS) analysis. The mapping of this position is based on the average value of science, reading, and mathematics. From the analysis results, it is found that Indonesia's position is grouped against the 70 participating countries. From this grouping, it can be seen what Indonesia has taken follow-up actions to improve the quality of education in Indonesia, especially in science, reading, and mathematics subjects.
References
Borg, I., & Groenen, P. J. F. (2005). Modern multidimensional scaling: Theory and applications. Springer.
Cox, D. R., Hinkley, D. V., Rubin, D., & Silverman, B. W. (2001). Monographs on statistics and applied probability 88 - Multidimensional scaling. (B. W. Cox, D. R., Hinkley, D. V., Rubin, D., & Silverman (ed.); 2nd ed.). Chapman & Hall/CRC.
Hair-Jr., J. F., Black, W. C., Babin, B. J., & Anderson, R. E. (2014). Multivariate data analysis. In Pearson New International Edition (7th ed.). Pearson Education Limited.
Hasanah, N., Prihono, E. W., Retnawati, H., Fajaruddin, S., Wulansari, A. D., & Muhtarom, T. (2022). Analysis of islamic higher education quality mapping based on student service satisfaction using multidimensional scaling method. Cendekia: Jurnal Kependidikan Dan Kemasyarakatan, 1(1), 65–84. https://doi.org/10.21154/cendekia.v1i1.3839
Mair, P., de Leeuw, J., & Groenen, P. J. F. (2016). Multidimensional scaling in R: SMACOF. Vignettes, 1–30. http://psych.colorado.edu/~lharvey/P4541/P4541_2016_1_Spring/Material PSYC4541_2016_Spring/Readings_PSYC4541_2016_Spring/(2015) Mair_deLeeuw_Groenen SMACOF v.1.7 .pdf
Mardapi, D. (2016). Pengukuran, penilaian, dan evaluasi pendidikan (2nd ed.). Parama Publishing.
Organisation for Economic Co-Operation and Development. (2016). PISA 2015 results (Volume I): Excellence and equity in education: Vol. I. OECD. https://doi.org/10.1787/9789264266490-en
Wang, J. (2012). Classical multidimensional scaling. In Geometric Structure of High-Dimensional Data and Dimensionality Reduction (pp. 115–129). Springer Berlin Heidelberg. https://doi.org/10.1007/978-3-642-27497-8_6