Development of artificial intelligence-based interactive learning media to enhance students' critical thinking skills
Rival Hanip, Universitas Musamus Merauke, Indonesia
Minuk Riyana, Universitas Musamus Merauke, Indonesia
Hernita A, Universitas Musamus Merauke, Indonesia
Abstract
The rapid advancement of Artificial Intelligence (AI) has significantly transformed educational practices. In biology education, many concepts remain abstract and difficult to understand through conventional instruction, leading to low conceptual understanding and inadequate critical thinking skills among students. Therefore, this study aimed to develop an Artificial Intelligence-based interactive learning media and evaluate its validity, practicality, and effectiveness in enhancing senior high school students' critical thinking skills in biology learning. This research employed the Research and Development (R&D) method using the ADDIE instructional design model, consisting of Analysis, Design, Development, Implementation, and Evaluation stages. The participants included biology education experts, instructional media experts, biology teachers, and Grade XI students. The research instruments consisted of expert validation sheets, teacher and student practicality questionnaires, observation sheets, and critical thinking tests. Data were analyzed using descriptive statistics, Aiken's V, Cronbach's Alpha, normalized gain (N-Gain), paired-sample t-test, and Cohen's d effect size. The developed media integrates AI-assisted tutoring, adaptive quizzes, animated biological simulations, virtual laboratory activities, personalized feedback, and learning analytics. Expert validation results indicated that the media achieved a very high level of validity (94.2%). Practicality evaluation showed positive responses from both teachers (93.7%) and students (89.3%), indicating that the media was highly practical for classroom implementation. Furthermore, the effectiveness test showed significant improvement in students' critical thinking skills, with an average N-Gain score of 0.72, categorized as great improvement. Statistical analysis confirmed significant differences between pre-test and post-test scores (p < 0.001) with a large effect size. The findings suggest that integrating Artificial Intelligence into biology learning media provides meaningful learning experiences by facilitating personalized instruction, immediate feedback, and interactive visualization of complex biological concepts. Consequently, AI-based interactive learning media can serve as an effective educational innovation to improve biology learning outcomes and foster higher-order thinking skills.
Keywords
Full Text:
PDFReferences
Al-kfairy, M., Alalawi, M., Alrabaee, S., & Alfandi, O. (2025). Privacy, identity, and fairness: Unpacking ethical influences on metaverse adoption in university learning. Computers and Education Open, 9(June), 100292. https://doi.org/10.1016/j.caeo.2025.100292
Caskurlu, S., Castellanos-Reyes, D., Lim, J., & Kozan, K. (2025). The community of inquiry framework and learning analytics: A systematic review of previous research. Computers & Education Open, 9(September), 100289. https://doi.org/10.1016/j.caeo.2025.100289
Curi, M. E., Gerosa, A., Viera, M., & Carboni, A. (2025). A review of computational thinking interventions in upper elementary education. Computers and Education Open, 9(November 2024), 100252. https://doi.org/10.1016/j.caeo.2025.100252
Degen, P. B. (2025). Revisiting generalizability theory in the age of artificial intelligence: Implications for empirical educational research. Computers and Education Open, 9(May), 100278. https://doi.org/10.1016/j.caeo.2025.100278
Fonseca, X., Spangenberger, P., Baer, M., Schmidt, R., & Söbke, H. (2025). Location-based augmented reality in education: A systematic literature review. Computers and Education Open, 9(August). https://doi.org/10.1016/j.caeo.2025.100277
Gita, D. U., Ferede, B., & Tondeur, J. (2025). Exploring the association between digital storytelling and self-regulated learning: a review of claims. Computers and Education Open, 9(June), 100267. https://doi.org/10.1016/j.caeo.2025.100267
Goodrich, J. M., Koziol, N. A., & Yoon, H. J. (2021). Are translated mathematics items a valid accommodation for dual language learners? Evidence from ECLS-K. Early Childhood Research Quarterly, 57, 89–101. https://doi.org/10.1016/j.ecresq.2021.06.001
Hadinejad, N., Sperling, K., & McGrath, C. (2025). Generative AI chatbots in higher education: Student experiences and perceived ethical challenges. Computers and Education Open, 9(May), 100311. https://doi.org/10.1016/j.caeo.2025.100311
Hosny, K. M., El-Hady, W. M., & Samy, F. M. (2025). Technologies, Protocols, and applications of Internet of Things in greenhouse Farming: A survey of recent advances. Information Processing in Agriculture, 12(1), 91–111. https://doi.org/10.1016/j.inpa.2024.04.002
Huwer, J., Thyssen, C., Becker-Genschow, S., von Kotzebue, L., Finger, A., Kremser, E., Berber, S., Brückner, M., Maurer, N., Bruckermann, T., Meier, M., & Thoms, L. J. (2025). Competencies for teaching with and about artificial intelligence in the natural sciences — DiKoLAN AI. Computers and Education Open, 9(April), 100303. https://doi.org/10.1016/j.caeo.2025.100303
Irawan, F. (2023). The Development of Vertiminaponik Learning Tool Integrated Livestock For Enhancing Student Creative Thinking Skills in Biology learning. Jurnal Pembelajaran Biologi: Kajian Biologi dan Pembelajarannya, 10(2), 77–85. https://doi.org/10.36706/jpb.v12i1.105
Irawan, F., Adawiyah, R., Zubaidah, S., & Arsih, F. (2023). Scientific Literacy and Communication Skills a-re Significant for Enhancing Students’ Creative Thinking Skills. AIP Conference Proceedings, 2569(January). https://doi.org/10.1063/5.0112412
Irawan, F., Gyta Sari Harahap, D., Hanip, R., Bahri, S. H., & Dini, C. (2025). Enhancing the collegian of early childhood critical thinking skills through development of textbook integrated stem learning model. Jurnal Pendidikan Anak Usia Dini. 16(May), 25–38. https://doi.org/10.17509/cd.v16i1.71222
Irawan, F., Hanip, R., & Riyana, M. (2026). The Role of the REMAP Learning Model on Empowerment of Critical Thinking Skills Integrated with Sustainable Development Goals ( SDGs). Journal of Biology Learning. 8(1), 1–10. https://garuda.kemdiktisaintek.go.id/documents/detail/6114303
Irawan, F., & Hernita, A. (2025). Pelatihan Model Pembelajaran Inquiry Terbimbing (Guided Inquiry) Terintegrasi Pendekatan Saintifik untuk Guru di SMP YAPIS Merauke. Akselerasi: Jurnal Pengabdian Masyarakat. 3(2), 229–236. https://doi.org/10.70210/ajpm.v3i2.144
Irawan, F., Pertiwi, S. A., Zakiyah, N., & Henita, A. (2025). The Relationship Between Literacy Sklls and Scientific Explanation on Students Scientific Reasoning Throught Reading Concept Map-Numbered Head Together Learning Model. Journal of Biology Learning, 7(2), 53–63. https://garuda.kemdiktisaintek.go.id/documents/detail/5386807
Kong, S. C., Cheung, M. Y. W., & Tsang, O. (2024). Developing an artificial intelligence literacy framework: Evaluation of a literacy course for senior secondary students using a project-based learning approach. Computers and Education: Artificial Intelligence, 6(February), 100214. https://doi.org/10.1016/j.caeai.2024.100214
Mashroofa, M. M., Haleem, A., Nawaz, N., & Saldeen, M. A. (2023). E-learning adoption for sustainable higher education. Heliyon, 9(6), e17505. https://doi.org/10.1016/j.heliyon.2023.e17505
Opoku-Acheampong, K., Tham-Agyekum, E. K., Ankuyi, F., Okorley, E. L., Andivi Bakang, J. E., & Nimoh, F. (2024). Effect of adoption of conservation agriculture on household food security of smallholder maize farmers in Ghana. Environmental and Sustainability Indicators, 23(December 2023), 100436. https://doi.org/10.1016/j.indic.2024.100436
Rastgoo, H., Abbasi, E., & Bijani, M. (2024). Analysis of agricultural insurance vulnerability in the face of natural disasters: Insights from Iran. Environmental and Sustainability Indicators, 23(June), 100429. https://doi.org/10.1016/j.indic.2024.100429
Rizos, V., & Zambianchi, V. (2025). Unpacking policy coherence: A network analysis of the EU policy mix for the circular economy. Sustainable Production and Consumption. 60(September), 52–63. https://doi.org/10.1016/j.spc.2025.09.003
Schmidt, D. A., Alboloushi, B., Thomas, A., & Magalhaes, R. (2025). Integrating artificial intelligence in higher education: perceptions, challenges, and strategies for academic innovation. Computers and Education Open, 9(November 2024), 100274. https://doi.org/10.1016/j.caeo.2025.100274
Suciari, N. K. D., Lbrohim, L., & Suwono, H. (2021). The impact of PjBL integrated STEAM on students’ communication skills and concept mastery in high school biology learning. AIP Conference Proceedings, 2330(March). https://doi.org/10.1063/5.0043395
Velásquez-C, K. L., Pérez-Maqueo, O., Guevara, R., Verde Arregoitia, L. D., & Munguía-Carrara, M. (2024). A systematic review of the role of terrestrial vertebrates in ecological integrity assessment. Environmental and Sustainability Indicators, 23(November 2023). https://doi.org/10.1016/j.indic.2024.100426
Wang, Y. Y., Chen, K., Wen, Z., & Jiang, Z. hao. (2024). Assessing risk of acute respiratory infectious diseases in crowded indoor settings with digital twin and precision trajectory approach. Environmental and Sustainability Indicators, 23(June), 100424. https://doi.org/10.1016/j.indic.2024.100424
Weidlich, J., Gotsch, F., Schudel, K., Marusic-Würscher, C., Mazzarella, J., Bolten, H., Bütler, D., Luger, S., Wohlfender, B., & Merki, K. M. (2025). Teacher, peer, or AI? Comparing effects of feedback sources in higher education. Computers and Education Open, 9(June), 100300. https://doi.org/10.1016/j.caeo.2025.100300
Weijsenfeld, F. G. J., & Sarmah, D. K. (2025). Gamifying cybersecurity: A narrative-driven approach to teaching steganography. Computers and Education Open, 9(May), 100288. https://doi.org/10.1016/j.caeo.2025.100288
Zahra, F., Zubaidah, S., Mahanal, S., & Astriani, M. (2021). The improvement of students’ argumentation skills through Remap-NHT learning model. AIP Conference Proceedings, 2330(March). https://doi.org/10.1063/5.0043291
Zhou, Z., Tian, Q., Alcalá, J., & Yepes, V. (2025). Research on the coupling of talent cultivation and reform practice of higher education in architecture. Computers and Education Open, 9(June). https://doi.org/10.1016/j.caeo.2025.100268
DOI: https://doi.org/10.21831/edubio.v12i2.30156
Refbacks
- There are currently no refbacks.
Copyright (c) 2026 Jurnal Edukasi Biologi

This work is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.
Our journal indexed by:
ISSN 2986-5484 (print) || ISSN 2986-4828 (online)
| Jurnal Edukasi Biologi by https://journal.student.uny.ac.id/index.php/jeb is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License . |









_(3).jpg)




