AI-BASED ADAPTIVE LEARNING SYSTEMS TO SUPPORT THE MERDEKA CURRICULUM: PERSONALIZING MATHEMATICS LEARNING AT THE JUNIOR HIGH SCHOOL LEVEL
Downloads
Indonesia’s Kurikulum Merdeka (Merdeka Curriculum) demands personalized mathematics learning, but teachers in heterogeneous junior high school classrooms lack scalable tools. This creates a critical “implementation gap” between the policy’s differentiation ideals and classroom reality. This study aimed to design, develop, and evaluate a bespoke AI-Based Adaptive Learning System (ALS) natively aligned with the Merdeka Curriculum’s “Fase D” framework to enhance student achievement. A mixed-methods, quasi-experimental pre-test/post-test control group design (N=435) was employed over 14 weeks. The treatment group (n=232) used the ALS. Effectiveness was measured by an ANCOVA on mathematics achievement scores, supplemented by usability surveys (SUS) and qualitative data from teachers and students. The ALS group demonstrated significantly superior mathematics achievement (F(1, 432) = 121.4, p < .001, \eta_p^2 = .219). Qualitative data confirmed the system enabled “Targeted Differentiation” for teachers and provided “Personalized Pacing and Safety” for students, reducing peer anxiety. The context-aligned ALS is a highly effective, usable (SUS=79.5), and feasible tool. It successfully provides the scalable, individualized support required to operationalize the pedagogical philosophy of the Kurikulum Merdeka.
Akbari, E., & Tatari, M. (2025). The Impact of Microlearning on Employee Professional Development. Int. Natl. Conf. e-Learn. e-Teach., ICeLeT. Scopus. https://doi.org/10.1109/ICeLeT66022.2025.11025316
Carbajal, B., Carreño, Y., Burga, D., & Tello, C. (2025). Virtual Reality for the Support of School Teaching in the History Course. Dalam T. Guarda, F. Portela, & G. Gatica (Ed.), Commun. Comput. Info. Sci.: Vol. 2345 CCIS (hlm. 420–433). Springer Science and Business Media Deutschland GmbH; Scopus. https://doi.org/10.1007/978-3-031-83207-9_30
Carlomagno, N., Battaglia, M. V., & Vadalà, V. (2025). Theatrical Practices to Improve the Emotional Involvement of Online and in Presence Learning Experiences. Dalam G. A. Toto (Ed.), Commun. Comput. Info. Sci.: Vol. 2521 CCIS (hlm. 214–233). Springer Science and Business Media Deutschland GmbH; Scopus. https://doi.org/10.1007/978-3-032-03021-4_15
Castillo, G., & Anand, S. (2025). Using AI to Boost Cybersecurity Awareness: Implementing the NIST Framework in Schools. Dalam A. Reis, J. P. Cravino, L. Hadjileontiadis, P. Martins, S. B. Dias, S. Hadjileontiadou, & T. Mikropoulos (Ed.), Commun. Comput. Info. Sci.: Vol. 2481 CCIS (hlm. 112–127). Springer Science and Business Media Deutschland GmbH; Scopus. https://doi.org/10.1007/978-3-032-02669-9_10
Chang, S.-C., & Chang, Y.-C. (2026). Teaching Practices and Effectiveness Assessment of AI Courses Assisted by Large Language Models. Dalam H. Fujita, Y. Watanobe, M. Ali, & Y. Wang (Ed.), Lect. Notes Comput. Sci.: Vol. 15707 LNAI (hlm. 89–100). Springer Science and Business Media Deutschland GmbH; Scopus. https://doi.org/10.1007/978-981-96-8892-0_8
Chen, C. Z., & Huang, Y.-M. (2026). Personalized Feedback in VR Hands-On Learning: Tiered Support Based on Adaptive Learning Mechanisms. Dalam W.-S. Wang, C.-F. Lai, Y.-M. Huang, F. E. Sandnes, & T. A. Sandtrø (Ed.), Lect. Notes Comput. Sci.: Vol. 15913 LNCS (hlm. 363–372). Springer Science and Business Media Deutschland GmbH; Scopus. https://doi.org/10.1007/978-3-031-98185-2_38
Evans, S., & Maddox, A. (2025). Not All Bodies are Created Equal: Use of Generative AI in Physical Education. Dalam L. Tomczyk (Ed.), Commun. Comput. Info. Sci.: Vol. 2537 CCIS (hlm. 328–342). Springer Science and Business Media Deutschland GmbH; Scopus. https://doi.org/10.1007/978-3-031-95627-0_22
Giannandrea, L., Capolla, L. M., Gratani, F., Nalli, G., & Kapetanakis, S. (2025). Pre-service Teachers and Public Speaking Anxiety. Insights and Possible Interventions through AI and IoT. Dalam P. Ardimento, G. Zaza, R. Di Fuccio, P. Limone, G. Fulantelli, D. Schicchi, D. Taibi, R. Pecori, P. Raviolo, & M. Rondonotti (Ed.), Commun. Comput. Info. Sci.: Vol. 2468 CCIS (hlm. 120–133). Springer Science and Business Media Deutschland GmbH; Scopus. https://doi.org/10.1007/978-3-031-93999-0_8
Guzmán, J. P. M., Romero Bocanegra, H. F., Galindo, A. B., Aristizabal Miranda, A. F., & Solís, G. S. L. (2025). Thermo Racing: Multimedia System for Support Learning the First and Second Law of Thermodynamic. Dalam V. Agredo-Delgado, V. Agredo-Delgado, P. H. Ruiz, & C. A. Meneses Escobar (Ed.), Commun. Comput. Info. Sci.: Vol. 2332 CCIS (hlm. 296–309). Springer Science and Business Media Deutschland GmbH; Scopus. https://doi.org/10.1007/978-3-031-91328-0_23
Heil, S., Schröder, L., & Gaedke, M. (2025). WNSWE: Web-Based Network Simulator for Web Engineering Education. Dalam M. Barhamgi, H. Wang, & X. Wang (Ed.), Lect. Notes Comput. Sci.: Vol. 15440 LNCS (hlm. 500–511). Springer Science and Business Media Deutschland GmbH; Scopus. https://doi.org/10.1007/978-981-96-0576-7_36
Huang, Y.-Y., Lin, C.-J., & Chen, C.-M. (2026). Supporting Reflective Practice in Community Health Nursing Education: Integrating ChatGPT as an Tool. Dalam W.-S. Wang, C.-F. Lai, Y.-M. Huang, F. E. Sandnes, & T. A. Sandtrø (Ed.), Lect. Notes Comput. Sci.: Vol. 15914 LNCS (hlm. 225–234). Springer Science and Business Media Deutschland GmbH; Scopus. https://doi.org/10.1007/978-3-031-98197-5_25
Kidd, S. (2025). Tools for Communication and Interaction in Online Mathematics Teaching and Learning. Dalam Teaching and Learning Mathematics Online, Second Edition (hlm. 198–222). CRC Press; Scopus. https://doi.org/10.1201/9781003398547-13
Kneisel, T., Vehlken, F., & Zeume, T. (2025). Logical Modelling in CS Education: Bridging the Natural Language Gap*. Dalam A. I. Cristea, E. Walker, Y. Lu, O. C. Santos, & S. Isotani (Ed.), Lect. Notes Comput. Sci.: Vol. 15880 LNAI (hlm. 457–463). Springer Science and Business Media Deutschland GmbH; Scopus. https://doi.org/10.1007/978-3-031-98459-4_34
Kumar, H., Rothschild, D. M., Goldstein, D. G., & Hofman, J. M. (2025). Math Education With Large Language Models: Peril or Promise? Dalam A. I. Cristea, E. Walker, Y. Lu, O. C. Santos, & S. Isotani (Ed.), Lect. Notes Comput. Sci.: Vol. 15880 LNAI (hlm. 60–75). Springer Science and Business Media Deutschland GmbH; Scopus. https://doi.org/10.1007/978-3-031-98459-4_5
Lam, J. Y., Li, C., Towey, D., Chen, L., Dean, L., Gilardi, F., Zahran, O., Wang, J., Liu, K., & Yan, C. (2025). Virtual Production: Global Collaboration and Challenges. Dalam H. Shahriar, K. S. Alam, H. Ohsaki, S. Cimato, M. Capretz, S. Ahmed, S. I. Ahamed, A. J. A. Majumder, M. Haque, T. Yoshihisa, A. Cuzzocrea, M. Takemoto, N. Sakib, & M. Elsayed (Ed.), Proc. - IEEE Annu. Comput., Softw., Appl. Conf., COMPSAC (hlm. 2380–2386). Institute of Electrical and Electronics Engineers Inc.; Scopus. https://doi.org/10.1109/COMPSAC65507.2025.00334
Liu, C., Hoang, L., Stolman, A., Kizilcec, R. F., & Wu, B. (2025). Understanding Student Engagement with Large Language Model-Powered Course Assistants. Dalam A. I. Cristea, E. Walker, Y. Lu, O. C. Santos, & S. Isotani (Ed.), Lect. Notes Comput. Sci.: Vol. 15882 LNAI (hlm. 3–10). Springer Science and Business Media Deutschland GmbH; Scopus. https://doi.org/10.1007/978-3-031-98465-5_1
Liu, S., Zhang, L., Karnalim, O., & Liut, M. (2025). Summarizing Computer Science Teaching Assistant Feedback with Large Language Models. Dalam H. Shahriar, K. S. Alam, H. Ohsaki, S. Cimato, M. Capretz, S. Ahmed, S. I. Ahamed, A. J. A. Majumder, M. Haque, T. Yoshihisa, A. Cuzzocrea, M. Takemoto, N. Sakib, & M. Elsayed (Ed.), Proc. - IEEE Annu. Comput., Softw., Appl. Conf., COMPSAC (hlm. 159–164). Institute of Electrical and Electronics Engineers Inc.; Scopus. https://doi.org/10.1109/COMPSAC65507.2025.00029
Mao, W. (2025). The Design of an Online Meditation Learning and Sharing Platform. ICHMS - IEEE Int. Conf. Hum.-Mach. Syst.: AI Large Lang. Model.: Transform. Human-Mach. Interact., 235–240. Scopus. https://doi.org/10.1109/ICHMS65439.2025.11154269
Matveeva, T. U., Osadchiy, I. S., Husnutdinova, M. N., Kalabanova, D. D., Kamalieva, C. A., & Emelyanov, D. E. (2025). The Development of Transprofessional Skills in Handling Social Orders in the Process of Professional Training of Specialists in “Infocommunication Technologies and Communication Systems.” Dalam A. V. Bourdine, O. G. Morozov, & A. Kh. Sultanov (Ed.), Proc SPIE Int Soc Opt Eng (Vol. 13738). SPIE; Scopus. https://doi.org/10.1117/12.3069567
Meyer, V., Wiese, L., & Al-Ghezi, A. (2026). NoSQLconcepts: A Digital Teaching Platform for (No)SQL Databases. Dalam S. Hammoudi, A. Brodsky, J. Filipe, & M. Smialek (Ed.), Lect. Notes Bus. Inf. Process.: Vol. 567 LNBIP (hlm. 319–337). Springer Science and Business Media Deutschland GmbH; Scopus. https://doi.org/10.1007/978-3-032-08573-3_14
Monchietto, A., & Ballestra Caffaratti, L. (2025). The Critical Role of AI in Teachers’ Training. Dalam G. A. Toto (Ed.), Commun. Comput. Info. Sci.: Vol. 2521 CCIS (hlm. 387–398). Springer Science and Business Media Deutschland GmbH; Scopus. https://doi.org/10.1007/978-3-032-03021-4_28
Nattawuttisit, S., Sararuch, S., & Wannapiroon, P. (2025). Next-Gen Learning Pathways: Outcome-Based Curriculum Design in Thai Higher Education with Microsoft Copilot. Proc. - Int. STEM Educ. Conf., iSTEM-Ed. Scopus. https://doi.org/10.1109/iSTEM-Ed65612.2025.11129281
Newhall, T. (2025). Teaching parallel and distributed computing in a single undergraduate-level course. Journal of Parallel and Distributed Computing, 202. Scopus. https://doi.org/10.1016/j.jpdc.2025.105092
Nweke, L. O., & El-Gazzar, R. (2025). Towards a Framework for Promoting Student Engagement to Maximize Learning in Higher Education: A Case Study. Dalam B. Risteska Stojkoska & S. Janeska Sarkanjac (Ed.), Commun. Comput. Info. Sci.: Vol. 2436 CCIS (hlm. 174–191). Springer Science and Business Media Deutschland GmbH; Scopus. https://doi.org/10.1007/978-3-031-86162-8_13
Paradiso, J. R., Lapeyrouse, N., Bechard, C., & Libos, P. (2025). Leveraging Deterministic Algorithms to Personalize Education and Enhance Student Success: The Story of an Engineered Learning Experience. Dalam R. A. Sottilare & J. Schwarz (Ed.), Lect. Notes Comput. Sci.: Vol. 15812 LNCS (hlm. 83–95). Springer Science and Business Media Deutschland GmbH; Scopus. https://doi.org/10.1007/978-3-031-92967-0_6
Phung, T., Choi, H., Wu, M., Singla, A., & Brooks, C. (2025). Plan More, Debug Less: Applying Metacognitive Theory to AI-Assisted Programming Education. Dalam A. I. Cristea, E. Walker, Y. Lu, O. C. Santos, & S. Isotani (Ed.), Lect. Notes Comput. Sci.: Vol. 15877 LNAI (hlm. 3–17). Springer Science and Business Media Deutschland GmbH; Scopus. https://doi.org/10.1007/978-3-031-98414-3_1
Qiu, S., & Zhang, Z. (2026). STEM, Cultural Heritage, and Junior High School Labor Curriculum: An Example of the 3-way Luban Lock C-STEAM Project. Dalam Q. Liu, Y. Wei, J. Lei, & L. Zhang (Ed.), Commun. Comput. Info. Sci.: Vol. 2600 CCIS (hlm. 133–144). Springer Science and Business Media Deutschland GmbH; Scopus. https://doi.org/10.1007/978-981-95-1525-7_11
Rahman, M. M., Rashid, M. B., Barek, M. A., Riad, A. K. I., Abdur Rahman, M. A., Shahriar, H., Rahman, A., Lei, F., Francia, G., Hossain Faruk, M. J. H., & Tahora, S. (2025). White-box Fuzzing in the Wild: A Chaos Engineering Module for DevOps Security Education. Dalam H. Shahriar, K. S. Alam, H. Ohsaki, S. Cimato, M. Capretz, S. Ahmed, S. I. Ahamed, A. J. A. Majumder, M. Haque, T. Yoshihisa, A. Cuzzocrea, M. Takemoto, N. Sakib, & M. Elsayed (Ed.), Proc. - IEEE Annu. Comput., Softw., Appl. Conf., COMPSAC (hlm. 2387–2393). Institute of Electrical and Electronics Engineers Inc.; Scopus. https://doi.org/10.1109/COMPSAC65507.2025.00335
Ramos, L., Baldeón, J., & Espinosa-Chueca, M.-J. (2025). Mi Librero de Aventuras: A Novel Configurable Serious Game for Personalized Science and Technology Learning in Peruvian Primary Education. Dalam M. Sugimoto, A. Di Iorio, P. Figueroa, R. Yamanishi, & K. Matsumura (Ed.), Lect. Notes Comput. Sci.: Vol. 16042 LNCS (hlm. 504–513). Springer Science and Business Media Deutschland GmbH; Scopus. https://doi.org/10.1007/978-3-032-02555-5_39
Samaras, T., Herbert, K. G., Anu, V. K., Hagiwara, S., Goldstein, R. A., Robila, S. A., Wang, J. T. L., Oria, V., & Marlowe, T. J. (2025). Understanding Multidimensional Concepts through Game-Based Learning in the K-12 Curriculum. IEEE Integr. STEM Educ. Conf., ISEC. Scopus. https://doi.org/10.1109/ISEC64801.2025.11147388
Shi, G., Yue, Y., Wang, J., & Huang, Y. (2025). The Silicon-Based Classroom and Carbon-Based Logic-Cognition and Prediction of Online Learning Behavior. Int. Conf. Artif. Intell. Educ., ICAIE, 338–342. Scopus. https://doi.org/10.1109/ICAIE64856.2025.11158281
Sowanto, u., & Hadi, A. M. (2026). Integrating ethnomathematics into digital learning materials to enhance junior high school students’ geometry problem solving skills. Multidisciplinary Science Journal, 8(5). Scopus. https://doi.org/10.31893/multiscience.2026327
Tallman, M. A., Reed, Z., & Oehrtman, M. (2025). Using Technology to Support Students’ Meanings in Single-Variable Calculus Insights from Iterative Design Research Studies. Dalam Teaching and Learning Mathematics Online, Second Edition (hlm. 541–574). CRC Press; Scopus. https://doi.org/10.1201/9781003398547-28
Teich, K., Borchers, C., & Rummel, N. (2026). Using Log Data to Analyze the Impact of Adaptive Support on Self-Regulated Learning in Adult Online Education. Dalam K. Tammets, S. Sosnovsky, R. Ferreira Mello, G. Pishtari, & T. Nazaretsky (Ed.), Lect. Notes Comput. Sci.: Vol. 16063 LNCS (hlm. 457–472). Springer Science and Business Media Deutschland GmbH; Scopus. https://doi.org/10.1007/978-3-032-03870-8_31
Thammetar, T., Theeraroungchaisri, A., Khlaisang, J., & Chonraksuk, J. (2026). The Integration of Generative AI-Powered Chatbot for Automated Learning Support: Thai MOOC Platform Experience. Dalam E. Hamonic & R. Sharrock (Ed.), Lect. Notes Comput. Sci.: Vol. 15733 LNCS (hlm. 25–35). Springer Science and Business Media Deutschland GmbH; Scopus. https://doi.org/10.1007/978-3-032-00056-9_3
Vetoshkin, O., & Budnyk, O. (2025). Potential of Applying Artificial Intelligence in the Professional Education of Software Engineers. Proc - Int. Conf. Adv. Comput. Inf. Technol., 1076–1081. Scopus. https://doi.org/10.1109/ACIT65614.2025.11185851
Wehrhahn, F., Gaschler, R., & Zhao, F. (2025). Students’ Adaption of Progression Following Quiz Feedback Predicts Exam Success. Technology, Knowledge and Learning. Scopus. https://doi.org/10.1007/s10758-025-09888-w
Wei, L., Yang, S., Wei, L., & Zhang, Z. (2025). Personalized Learning Path Planning in Educational Information Systems: Research on a New Model for Achieving Quality Education. ICHORA - Int. Cong. Hum.-Comput. Interact., Optim. Robot. Appl., Proc. Scopus. https://doi.org/10.1109/ICHORA65333.2025.11017300
Wu, H. (2025). Support Vector Machine based Model for Evaluating Moral Education Quality via Browser/Server Architecture. Int. Conf. Data Sci. Inf. Syst., ICDSIS. Scopus. https://doi.org/10.1109/ICDSIS65355.2025.11070890
Yu, Z., Dou, Z., Long, X., Lin, C., Li, Z., Liu, Y., Muller, N., Komura, T., Habermann, M., Theobalt, C., Li, X., & Wang, W. (2025). Surf-D: Generating High-Quality Surfaces of Arbitrary Topologies Using Diffusion Models. Dalam A. Leonardis, E. Ricci, S. Roth, O. Russakovsky, T. Sattler, & G. Varol (Ed.), Lect. Notes Comput. Sci.: Vol. 15097 LNCS (hlm. 419–438). Springer Science and Business Media Deutschland GmbH; Scopus. https://doi.org/10.1007/978-3-031-72933-1_24
Zhang, Y. (2025). The Impact of Artificial Intelligence Usage on Public Relations Career Choices: A Study of Students’ Perceptions Through Social Cognitive Career Theory. Proc. Int. Conf. Artif. Intell. Educ., ICAIE, 894–900. Scopus. https://doi.org/10.1145/3722237.3722391
Copyright (c) 2025 Rustiyana Rustiyana, Peter Wapun, João Lima, Haji Ahmad Makie

This work is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.


















