Comparative Effectiveness of PBL, PjBL, and Discovery Learning in Pesantren: Controlling for IQ
DOI:
https://doi.org/10.22437/edumatica.v15i2.45436Keywords:
academic achievement, ANCOVA, constructivism, instructional models, project-based learningAbstract
This study investigates the comparative effectiveness of three instructional models—Problem-Based Learning (PBL), Project-Based Learning (PjBL), and Discovery Learning—on students’ academic achievement while controlling for Intelligence Quotient (IQ) using ANCOVA. Conducted at Pondok Pesantren Modern Nurul Ikhlas, the study employed a quasi-experimental design involving 120 Grade X students randomly assigned to three treatment groups. IQ was measured using Raven’s Progressive Matrices and treated as a covariate. The post-test achievement scores were analyzed using ANCOVA to examine the adjusted effects of each instructional model. Results indicate that the instructional model had a statistically significant effect on student achievement (p < 0.001), with PjBL outperforming both PBL and Discovery Learning. No significant difference was found between PBL and Discovery Learning. The findings suggest that instructional strategies significantly influence learning outcomes independent of students’ cognitive abilities. Furthermore, controlling for IQ increased the internal validity of the study and provided a clearer understanding of pedagogical impact. The study contributes to the development of evidence-based instructional strategies and supports the integration of constructivist models in diverse educational settings, including faith-based institutions. These findings underscore the importance of professional development and instructional innovation in enhancing academic achievement.
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References
Ahmed, S. (2017). Authentic ELT Materials In The Language Classroom : An Overview. 4(2), 181–202.
Alafnan, M. A., Dishari, S., & Info, A. (2024). Esd Goals And Soft Skills Competencies Through Constructivist Approaches To Teaching : An Integrative Review. 18(3), 708–718. Https://Doi.Org/10.11591/Edulearn.V18i3.21408
Alam, A., & Mohanty, A. (2023). Cultural Beliefs And Equity In Educational Institutions : Exploring The Social And Philosophical Notions Of Ability Groupings In Teaching And Learning Of Mathematics. International Journal Of Adolescence And Youth, 28(1). Https://Doi.Org/10.1080/02673843.2023.2270662
Antonio, D., Alarcon, U., Talavera-Mendoza, F., Hugo, F., Paucar, R., Sandra, K., & Caceres, C. (2022). Science And Inquiry-Based Teaching And Learning : A Systematic Review.
Atteh, E. (2023). The Recommended Instructional Approach In Ghanaian Basic Schools ; A Review Of Constructivist Approach Of Teaching And Learning In The Mathematics Classroom. July. Https://Doi.Org/10.9734/Ajess/2023/V47i11013
Ayu, I., Trisna, M., & Jayanti, D. (2021). The Use Of Discovery Learning In Improving Students ’ Critical Thinking Ability ( A Literature Review ). 2(1), 12–17. Https://Doi.Org/10.36663/Tatefl.V2i1.100
Blown, T. G. K. B. E. J. (2024). Ausubel ’ S Meaningful Learning Re-Visited. April 2023, 4579–4598.
Cankaya, O., & Martin, M. (2025). The Relationship Between Children ’ S Indoor Loose Parts Play And Cognitive Development : A Systematic Review. 1–40.
Condliffe, B., Quint, J., Visher, M. G., & Bangser, M. R. (2017). Project-Based Learning. October.
Dongjin, S., Binti, Z., & Ashari, M. (2024). Project Based Learning On Promoting Children ’ S Critical Thinking Skills : A Systematic Review. 13(3), 807–820. Https://Doi.Org/10.6007/Ijarped/V13-I3/21732
Elems-Ikwegbu, H. N., Ph, D., Mohammed, J. I., & Ph, D. (2025). Exploring The Impact Of Project-Based Learning On Accelerating Creativity And Skills Acquisition In Basic Education : A Comparative Study. 8(1).
Elfira, I., & Santosa, T. A. (2023). Literature Study : Utilization Of The PJBL Model In Science Education To Improve Creativity And Critical Thinking Skills. 9(1), 133–143. Https://Doi.Org/10.29303/Jppipa.V9i1.2555
Ghafar, Z. N. (2023). Fundamental Factors Contributing To The Behavior Of Students : An Overview Of Psychological Pedagogy. 2(3), 268–273.
Guo, L., Li, J., Xu, Z., Hu, X., Liu, C., Xing, X., Li, X., White, H., & Yang, K. (2024). The Relationship Between Homework Time And Academic Performance Among K-12 : A Systematic Review. Https://Doi.Org/10.1002/Cl2.1431
Guo, P., Saab, N., Post, L. S., & Admiraal, W. (2020). A Review Of Project-Based Learning In Higher Education : Student Outcomes And Measures. International Journal Of Educational Research, 102(November 2019), 101586. Https://Doi.Org/10.1016/J.Ijer.2020.101586
Hasim, S. M., Rosli, R., Halim, L., Capraro, M. M., & Capraro, R. M. (2022). Stem Professional Development Activities And Their Impact On Teacher Knowledge And Instructional Practices.
Huy P, P., Bing H, N., & Alexander S, Y. (2017). Achieving Optimal Best: Instructional Efficiency And The Use Of Cognitive Load Theory In Mathematical Problem Solving. Educational Psychology Review, 29, 667–692. Https://Link.Springer.Com/Article/10.1007/S10648-016-9373-3#Citeas
Hyatt, C. S., Owens, M. M., Crowe, M. L., Carter, N. T., Lynam, D. R., & Miller, J. D. (2020). Neuroimage The Quandary Of Covarying : A Brief Review And Empirical Examination Of Covariate Use In Structural Neuroimaging Studies On Psychological Variables. Neuroimage, 205(November 2018), 116225. Https://Doi.Org/10.1016/J.Neuroimage.2019.116225
Ji, Z., & Guo, K. (2023). The Association Between Working Memory And Mathematical Problem Solving : A Three-Level. March, 1–13. Https://Doi.Org/10.3389/Fpsyg.2023.1091126
Landingham, C. Van, Fuller, W. G., Schoof, R. A., Landingham, C. Van, Fuller, W. G., & Schoof, R. A. (2020). Critical Reviews In Toxicology The Effect Of Confounding Variables In Studies Of Lead Exposure And IQ. Critical Reviews In Toxicology, 50(9), 815–825. Https://Doi.Org/10.1080/10408444.2020.1842851
Lethulur, N. D., Juandi, D., & Dahlan, J. A. (2025). Jurnal Pendidikan Mipa. 26(March), 268–279.
Lo, C. (2017). Is There A Relationship Between High IQ Scores And Positive Life Outcomes ? A Critical Review. 627–635. Https://Doi.Org/10.4236/Psych.2017.84040
Lozano-Blasco, R., Qu, A., Us, P., Salavera, C., & Casanovas-L, R. (2022). Types Of Intelligence And Academic Performance : A Systematic Review And Meta-Analysis.
Mariani, D., & Dewi, U. (2025). Literature Study : The Effect Of The Problem-Based Learning Model Assisted By The Flipped Classroom On Mathematical Creative Thinking Ability. 6(1), 75–90.
Marougkas, A., Troussas, C., Krouska, A., & Sgouropoulou, C. (2023). Virtual Reality In Education : A Review Of Learning Theories, Approaches And Methodologies For The Last Decade.
Megawati, R. (2024). Integration Of Project-Based Learning In Science, Technology, Engineering, And Mathematics To Improve Students ’ Biology Practical Skills In Higher Education : A Systematic Review.
Mian, S. H., Salah, B., Ameen, W., Moiduddin, K., & Alkhalefah, H. (2020). Adapting Universities For Sustainability Education In Industry 4.0 : Channel Of Challenges And Opportunities.
Milla, D. (2025). Journal La Edusci. 06(01), 17–27. Https://Doi.Org/10.37899/Journallaedusci.V6i1.1720
Mir, B. M., & Goswami, P. P. (2023). Review Of Literature On Constructivist Approach. 11(7), 676–680.
Miriam, M., & Costa, L. (2019). Analysis Of The Concept Of Meaningful Learning In Light Of The Ausubel ’ S Theory. 72(1), 248–255.
Muhammad, I., Darmayanti, R., Arif, V. R., Afolaranmi, A. O., & Indonesia, U. P. (2023). Discovery Learning Research In Mathematics Learning : A Bibliometric Review. 1, 26–33.
Ni, A., Arianti, E. S., Hamdi, S., & Putera, P. (2024). Problem-Based Learning (PBL) Methods Within An Independent Curriculum ( A Literature Review ). 4.
Omelianenko, O., & Artyukhova, N. (2024). Project-Based Learning : Theoretical Overview And Practical Implications. 09(01), 35–41.
Peng, P. (2020). The Development Of Academic Achievement And Cognitive Abilities : A Bidirectional Perspective. 14(1), 15–20. Https://Doi.Org/10.1111/Cdep.12352
Popa, N. (2022). Operationalizing Historical Consciousness: A Review And Synthesis Of The Literature On Meaning Making In Historical Learning. In Review Of Educational Research (Vol. 92, Issue 2). Https://Doi.Org/10.3102/00346543211052333
Saputri, R. A., Riyadi, R., & Matsuri, M. (N.D.). Exploring The Impact Of Integrating Discovery-Based Learning Within Problem-Based Learning On Students ’ Critical Thinking Skills : A Transformative Educational Approach (Issue Icliqe 2023). Atlantis Press Sarl. Https://Doi.Org/10.2991/978-2-38476-301-6
Schwarz, W. (2018). The Ancova Model For Comparing Two Groups : A Tutorial Emphasizing Statistical Distribution Theory.
Song, X., Razali, A. B., Sulaiman, T., & Jeyaraj, J. J. (2024). Impact Of Project-Based Learning On Critical Thinking Skills And Language Skills In Efl Context A Review Of Literature Impact Of Project-Based Learning On Critical Thinking Skills And Language Skills In EFL Context: A Review Of Literature. July. Https://Doi.Org/10.5430/Wjel.V14n5p402
Stasolla, F., Zullo, A., Maniglio, R., Passaro, A., Gioia, M. Di, Curcio, E., & Martini, E. (2025). Deep Learning And Reinforcement Learning For Assessing And Enhancing Academic Performance In University Students : A Scoping Review.
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
Taye, M. M. (2023). Theoretical Understanding Of Convolutional Neural Network: Concepts, Architectures, Applications, Future Directions. Computation.
Toffalini, E., Giofrè, D., Pastore, M., Carretti, B., Fraccadori, F., & Sz, D. (2021). Dyslexia Treatment Studies : A Systematic Review And Suggestions On Testing Treatment Efficacy With Small Effects And Small Samples. 1954–1972.
Triantafyllou, S. A. (2024). Gamification And Computational Thinking In Education : A Systematic Literature Review Gamificación Y Pensamiento Computacional En La Educación : Una Revisión Sistemática De La Literatura. C. Https://Doi.Org/10.56294/Sctconf2024659
Wan, F. (2021). Statistical Analysis Of Two Arm Randomized Pre-Post Designs With One Post-Treatment Measurement. 1–16.
Wang, W., & Wang, Q. (2023). The Effectiveness Of Collaborative Problem Solving In Promoting Students’ Critical Thinking: A Meta-Analysis Based On Empirical Literature. 1–11. Https://Doi.Org/10.1057/S41599-023-01508-1
Wolford, G., Fissel Brannick, S., & Strother, S. (2021). Clinical Education Outcomes And Research Directions In Speech-Language Pathology: A Scoping Review. Teaching And Learning In Communication Sciences And Disorders, 5(2). Https://Doi.Org/10.30707/Tlcsd5.2.1624983591.656565
Wright, D. B. (2020). Gain Scores, Ancova, And Propensity Matching Procedures For Evaluating Treatments In Education. 45–65.
Yildirim, I., Cirak-Kurt, S., & Sen, S. (2019). The Effect Of Teaching “Learning Strategies” On Academic Achievement: A Meta-Analysis Study. Eurasian Journal Of Educational Research, 2019(79), 87–114. Https://Doi.Org/10.14689/Ejer.2019.79.5
Zhang, L. (2023). A Study Of The Impact Of Project-Based Learning On Student Learning Effects : A Meta-Analysis Study. July, 1–14. Https://Doi.Org/10.3389/Fpsyg.2023.1202728
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