The Effect of Worked-Examples on Students’ Learning Outcomes in Complex Mathematics Materials

Authors

  • Rodiyatul Hafidhoh Universitas Sultan Ageng Tirtayasa
  • Cecep Anwar Hadi Firdos Santosa Universitas Sultan Ageng Tirtayasa
  • Anwar Mutaqin Universitas Sultan Ageng Tirtayasa

DOI:

https://doi.org/10.22437/edumatica.v16i1.46293

Keywords:

cognitive load, complex mathematics, learning outcomes, worked-example

Abstract

This study aimed to examine the effect of the worked-example strategy on students’ learning outcomes in complex mathematics across three time points (pre-test, post-test, delayed-test), and to analyze whether this effect differed based on students’ gender and initial ability levels. A quantitative one-group within-subjects quasi-experimental design was used with 31 eighth-grade students from SMPN 1 Pulosari. Data were collected through validated and reliable test instruments and analyzed using Rasch modeling and inferential statistics. Results showed that the strategy significantly improved learning outcomes (p<0.05), particularly from pre-test to post-test. Although delayed-test scores slightly declined, performance remained high. Moreover, initial differences based on ability levels were observed in the pre-test but they were no longer significant (p>0.05) in the post-test and delayed-test results, suggesting that the strategy helped lower-ability students catch up, reducing learning gaps. Additionally, the study found no significant differences in learning outcomes based on gender (p > 0.05), nor any interaction between gender or ability level and the effectiveness of the worked-example strategy (p>0.05). This study demonstrates the worked example strategy’s effectiveness across time, abilities, and genders in reducing cognitive load and strengthening students’ conceptual understanding. Future studies may compare types, involve varied levels, and use more rigorous designs.

Downloads

Download data is not yet available.

References

Abbott, A. (2021). Gender differences in perceptions of the use of faded worked examples in mathematics. Proceedings of the British Society for Research into Learning Mathematics 41(1) March 2021, 41(1), 1–6.

Adeniji, S. M. (2023). Effects of Worked Example on Students’ Learning Outcomes in Complex Algebraic Problems. International Journal of Instruction, 16(2), 229–246. https://doi.org/10.29333/iji.2023.16214a

Adeniji, S. M., Ameen, S. K., Dambatta, B. U., & Orilonise, R. (2018). Effect of mastery learning approach on senior school students’ academic performance and retention in Circle Geometry. International Journal of Instruction, 11(4), 951–962. https://doi.org/10.12973/iji.2018.11460a

Adeniji, S. M., & Baker, P. (2023). Effects of Worked Example on Students ’ Learning Outcomes in Complex Algebraic Problems. 16(2), 229–246. https://doi.org/10.29333/iji.2023.16214a

Adi, N. R. M., Amaruddin, H., Maulana, H., Adi, M., & Laili Qurroti A’yun, I. (2022). Validity and reliability analysis using the Rasch model to measure the quality of mathematics test items of vocational high schools. Journal of Research and Educational Research Evaluation, 11(1), 103–113. http://journal.unnes.ac.id/sju/index.php/jere

Afidah, V. N. (2020). Prinsip- Prinsip Teori Beban Kognitif Dalam Merancang Media Pembelajaran Matematika. JP2M (Jurnal Pendidikan Dan Pembelajaran Matematika), 1(2), 72–79. https://doi.org/10.29100/jp2m.v1i2.195

Alreshidi, N. A. K. (2021). Effects of Example-Problem Pairs on Students’ Mathematics Achievements: A Mixed-Method Study. International Education Studies, 14(5), 8–18. https://doi.org/10.5539/ies.v14n5p8

Anisa, R., & Endah Retnowati. (2024). Pengaruh metode integrated worked example terhadap kemampuan pemecahan masalah dan cognitive load. Jurnal Pengembangan Pembelajaran Matematika, 6(1), 14–26. https://doi.org/10.14421/jppm.2024.61.14-26

Atkinson, R. K., Derry, S. J., Renkl, A., & Wortham, D. (2000). Learning from examples: Instructional principles from the worked examples research. Review of Educational Research, 70(2), 181–214. https://doi.org/10.3102/00346543070002181

Aurelia, D., Ekawati, R., & Arifin, S. (2024). Primary Students’ Comprehension Errors in Translating Math Problems. Edumatica : Jurnal Pendidikan Matematika, 14(3), 213–230. https://doi.org/10.22437/edumatica.v14i3.38814

Ayebale, L., Habaasa, G., & Tweheyo, S. (2020). Factors affecting students’ achievement in mathematics in secondary schools in developing countries: A rapid systematic. Statistical Journal of the IAOS, 36(S1), S73–S76. https://doi.org/10.3233/sji-200713

Ayu, A., Sari, I., & Lutfi, A. (2024). Pengaruh Self Efficacy dan Kecemasan Matematis terhadap Hasil Belajar Mahasiswa Mata Kuliah Statistika Ekonomi The Influence of Self-Efficacy and Mathematical Anxiety on Student Learning Outcomes in Economic Statistics Courses. Edumatica:Jurnal Pendidikan Matematika, 14(March).

Barbieri, C. A., Miller-Cotto, D., Clerjuste, S. N., & Chawla, K. (2023). A Meta-analysis of the Worked Examples Effect on Mathematics Performance. Educational Psychology Review, 35(1), 11–33. https://doi.org/10.1007/s10648-023-09745-1

Chen, O. (2015). The worked example effect, the generation effect, and element interactivity. Journal of Educational Psychology, 107(3), 689–704. https://doi.org/10.1037/edu0000018

Chen, O. (2016). Relations between the worked example and generation effects on immediate and delayed tests. Learning and Instruction, 45, 20–30. https://doi.org/10.1016/j.learninstruc.2016.06.007

Chen, O., Retnowati, E., Chan, B. B. K. Y., & Kalyuga, S. (2023). The effect of worked examples on learning solution steps and knowledge transfer. Educational Psychology, 43(8), 914–928. https://doi.org/10.1080/01443410.2023.2273762

Chen, Retnowati, E., & Kalyuga, S. (2017). Effects of worked example on step performance in solving complex problems. 1, 1–28.

Hoogerheide, V. (2014). Comparing the effects of worked examples and modeling examples on learning. Computers in Human Behavior, 41, 80–91. https://doi.org/10.1016/j.chb.2014.09.013

Hyde, J. S. (2014). Gender similarities and differences. Annual Review of Psychology, 65(June), 373–398. https://doi.org/10.1146/annurev-psych-010213-115057

Intan, I. N., & Rosyid, A. (2020). Peningkatan Kemampuan Pemahaman Matematis Siswa Menggunakan Worked Example. M A T H L I N E Jurnal Matematika Dan Pendidikan Matematika, 5(1), 26–36. https://doi.org/10.31943/mathline.v5i1.127

Irwansyah, M. F., & Retnowati, E. (2019). Efektivitas worked example dengan strategi pengelompokan siswa ditinjau dari kemampuan pemecahan masalah dan cognitive load. Jurnal Riset Pendidikan Matematika, 6(1), 62–74. https://doi.org/10.21831/jrpm.v6i1.21452

Kalyuga, S., & Renkl, A. (2010). Expertise reversal effect and its instructional implications: Introduction to the special issue. Instructional Science, 38(3), 209–215. https://doi.org/10.1007/s11251-009-9102-0

Muhtarom, M. (2024). Developing an instruments to measure prospective teacher beliefs about mathematical problem-solving using the Rasch model. Jurnal Elemen, 10(2), 274–288. https://doi.org/10.29408/jel.v10i2.25040

Muryanto, D. (2020). Efektivitas Worked Example Pairs Pada Pembelajaran Daerah Penyelesaian The Effectiveness of Worked Example Pairs. Jurnal Edukasi Matematika, 70–78.

Nainggolan, F., & Pasaribu, E. (2021). Analisis Capaian Belajar Siswa Sman Di Indonesia Tahun 2019 Dengan Pemodelan Mixed Geographically Weighted Regression. Seminar Nasional Official Statistics, 2020(1), 771–780. https://doi.org/10.34123/semnasoffstat.v2020i1.509

Paas, F., & van Merriënboer, J. J. G. (2020). Cognitive-Load Theory: Methods to Manage Working Memory Load in the Learning of Complex Tasks. Current Directions in Psychological Science, 29(4), 394–398. https://doi.org/10.1177/0963721420922183

Rahim, A., & Haryanto, H. (2021). Journal of Educational Research and Evaluation Implementation of Item Response Theory (IRT) Rasch Model in Quality Analysis of Final Exam Tests in Mathematics Article Info. Journal of Educational Research and Evaluation, 10(2), 57–65. http://journal.unnes.ac.id/sju/index.php/jere

Ratnasari, G. (2023). Jurnal Didactical Mathematics Analisis Beban Kognitif dalam Kemampuan Pemahaman Konsep Matematis Siswa. Jurnal Didactical Mathematics, 5(2), 2023. https://ejournal.unma.ac.id/index.php/dm

Retnowati, E., Ayres, P., & Sweller, J. (2010). Worked example effects in individual and group work settings. Educational Psychology, 30(3), 349–367. https://doi.org/10.1080/01443411003659960

Richardo, R., & Cahdriyana, R. A. (2021). Strategi meminimalkan beban kognitif eksternal dalam pembelajaran matematika berdasarkan load cognitive theory. Humanika, 21(1), 17–32. https://doi.org/10.21831/hum.v21i1.38228

Rohman, H. M. H., & Retnowati, E. (2018). How to teach geometry theorems using worked examples: A cognitive load theory perspective. Journal of Physics: Conference Series, 1097(1). https://doi.org/10.1088/1742-6596/1097/1/012104

Santosa, C. A. H. F., & Filiz, M. (2025). Investigating the limit of peer collaboration: Insight from worked-example in multivariable calculus. Infinity Journal, 14(2), 461–482. https://doi.org/10.22460/infinity.v14i2.p461-482

Santosa, C. A. H. F., Prabawanto, S., & Marethi, I. (2019). Fostering Germane Load Through Self-Explanation Prompting In Calculus Instruction. Indonesian Journal on Learning and Advanced Education (IJOLAE), 1(1), 37–47. https://doi.org/10.23917/ijolae.v1i1.7421

Santosa, C. A. H. F., Rafianti, I., & Yulistiany, D. (2022). Worked-Example Method on Mathematical Problem-Solving Ability in term of Students’ Initial Ability. Kreano, Jurnal Matematika Kreatif-Inovatif, 13(2), 210–220. https://doi.org/10.15294/kreano.v13i2.33301

Santosa, C. A. H. F., Suryadi, D., Prabawanto, S., & Syamsuri, S. (2018). The role of worked-example in enhancing students’ self-explanation and cognitive efficiency in calculus instruction. Jurnal Riset Pendidikan Matematika, 5(2), 168–180. https://doi.org/10.21831/jrpm.v0i0.19602

Setiawan, T. B., Suharto, & Susanto, A. (2016). Pengembangan Perangkat Pembelajaran Matematika Model Discovery Learning dengan Memperhatikan Beban Kognitif pada Materi Trigonometri Kelas X SMK. Kadikma, 7, 1–9.

Sholihah, D. A. (2022). Strategi Pembelajaran Matematika Berdasarkan Cognitive Load Theory untuk Meminimalkan Extraneous Cognitive Load. EQUALS: Jurnal Ilmiah Pendidikan Matematika, 5(1), 13–23. https://doi.org/10.46918/equals.v5i1.1197

Sweller, J. (1988). Cognitive load during problem solving: Effects on learning. Cognitive Science, 12(2), 257–285. https://doi.org/10.1016/0364-0213(88)90023-7

Sweller, J. (2011). Cognitive Load Theory. In Psychology of Learning and Motivation - Advances in Research and Theory (Vol. 55). Elsevier Inc. https://doi.org/10.1016/B978-0-12-387691-1.00002-8

Sweller, J., van Merriënboer, J. J. G., & Paas, F. (2019). Cognitive Architecture and Instructional Design: 20 Years Later. Educational Psychology Review, 31(2), 261–292. https://doi.org/10.1007/s10648-019-09465-5

Yulianto, D., Juniawan, E. A., & Junaedi, Y. (2025). Gender and Feedback Effects in Digital Game-Based Learning for Primary Mathematics Education. Edumatica: Jurnal Pendidikan Matematika, 15(1).

Downloads

Published

2026-02-01

How to Cite

Hafidhoh, R., Santosa, C. A. H. F., & Mutaqin, A. (2026). The Effect of Worked-Examples on Students’ Learning Outcomes in Complex Mathematics Materials. Edumatica : Jurnal Pendidikan Matematika, 16(1), 72–87. https://doi.org/10.22437/edumatica.v16i1.46293