Clinic of Mathematics with the PPLAM Approach: Efforts to Improve Students’ Mathematics Learning in Manokwari
DOI:
https://doi.org/10.32493/sm.v8i1.54979Keywords:
Mathematics Clinic, integer operations, N-Gain, effect size, learning analyticsAbstract
This study aims to analyze the effectiveness of the Mathematics Clinic in overcoming the difficulties of seventh-grade junior high school students in integer operations. The research focused on improving students’ learning outcomes through a short learning intervention consisting of a pretest, structured practice, and a posttest conducted within a single day. The method employed was a quasi-experimental design with a one-group pretest–posttest dengan Embedded Learning Analytics (PPLAM). The subjects were 25 seventh-grade students purposively selected based on their identified difficulties in learning mathematics. Data were collected through achievement tests (pretest and posttest) and students’ practice records. The data analysis included a paired t-test to measure the difference between pretest and posttest scores, the calculation of Normalized Gain (N-Gain) to assess the effectiveness of improvement, and effect size to determine the magnitude of the intervention’s impact. In addition, a simple learning analytics approach was applied to examine the relationship between practice quality and posttest results. The findings revealed a significant improvement in students’ learning outcomes with . The mean N-Gain score of 0.578 indicated a medium level of improvement, while the effect size (Cohen’s d = 2.164) was categorized as very large. Furthermore, learning analytics analysis showed an R2 = 0,70 suggesting that practice quality positively contributed to students’ posttest performance. It can be concluded that the Mathematics Clinic is effective as an alternative learning strategy to address difficulties in integer operations, even when implemented within a short time frame.
References
Arikunto, S. (2013). Prosedur penelitian: Suatu pendekatan praktik (Rev. ed.). Rineka Cipta.
Bond, T. G., & Fox, C. M. (2015). Applying the Rasch model: Fundamental measurement in the human sciences (3rd ed.). Routledge.
Creswell, J. W. (2014). Research design: Qualitative, quantitative, and mixed methods approaches (4th ed.). SAGE Publications.
Field, A. (2018). Discovering statistics using IBM SPSS statistics (5th ed.). SAGE Publications.
Fraenkel, J. R., Wallen, N. E., & Hyun, H. H. (2012). How to design and evaluate research in education (8th ed.). McGraw-Hill.
Ibrahim, N., & Suparman, M. A. (2020). Improving mathematics learning outcomes through remedial teaching: A quasi-experimental study. Journal of Education and Learning, 14(1), 45–52.
Johnson, B., & Christensen, L. (2019). Educational Research: Quantitative, Qualitative, and Mixed Approaches (7th ed.). SAGE Publications.
Kennedy, M. M. (2016). How does professional development improve teaching? Review of Educational Research, 86(4), 945–980.
Popham, W. J. (2014). Classroom assessment: What teachers need to know (7th ed.). Pearson.
Romero, C., & Ventura, S. (2020). Educational data mining and learning analytics: An updated survey. Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery, 10(3), 1–21.
Slavin, R. E. (2018). Educational psychology: Theory and practice (12th ed.). Pearson.
Sugiyono. (2019). Metode penelitian kuantitatif, kualitatif, dan R&D. Alfabeta.
Tabachnick, B. G., & Fidell, L. S. (2019). Using Multivariate Statistics (7th ed.). Pearson.
Downloads
Published
How to Cite
Issue
Section
License
Copyright (c) 2026 Loria Amisah Lubis, Trigarcia Maleachi Randa, Esther Ria Matulessy, Chrisaria Palungan, Dahlia Gladiola Rurina Menufandu

This work is licensed under a Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License.
As an Author, you have the right to a variety of uses for your article, including institutions or companies. The author's rights might do without the need for special permission.
Authors who publish in the Jurnal Jurnal Statistika dan Matematika (Statmat) have broad rights to use their works for education and scientific purposes without permission, including:
Used to discuss in a class by the author or the author's body and presentations at meetings or conferences and participant approval;
Used for internal training by the author's company;
Distribution to colleagues for the use of their research;
Used in preparation for further author's works;
Included in a thesis or dissertation;
Partial or extra reuse of articles in other works (with full acknowledgment of the last item);
Prepare derivatives (other than for commercial purposes);
Post voluntarily on a website opened by the author or approve the author for scientific purposes (follow CC with a SA License).
