Analysis of the Effectiveness of AI-Based Chatbot as a Learning Assistant for Students with Visual Learning Style
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Background. The background of this research is based on the development of AI-based learning technology that opens up opportunities to create a more personalized and adaptive learning experience. Students with visual learning styles often do not get maximum support in conventional learning methods, so a technological approach that suits their characteristics is needed.
Purpose. The purpose of this study is to analyze the effectiveness of AI-based chatbots as learning assistants for students with visual learning styles, both in terms of improving learning outcomes and students' perception of the learning experience provided by chatbots.
Method. The method used was quasi-experimental with a pretest-posttest control group design. The study population consisted of junior high school students with a dominant visual learning style. The research instruments include learning outcome tests and perception questionnaires. Data analysis was carried out using statistical tests and case studies.
Results. The results of the study showed a significant improvement in the learning outcomes of students who used AI-based chatbots. Students also responded positively to the chatbot's visual features, especially in terms of information clarity, attractive appearance, and interface interactivity. Case studies reinforce quantitative data through more meaningful learning experience narratives.
Conclusion. The conclusion of this study is that AI-based chatbots are effective as learning assistants for students with visual learning styles and have great potential to be integrated into more inclusive and adaptive digital learning systems.
Aldahwan, N., & Alsaeed, N. (2020). Use of artificial intelligent in Learning Management System (LMS): A systematic literature review. International Journal of Computer …, Query date: 2025-04-30 16:44:03. https://www.researchgate.net/profile/Norah-Alsaeed/publication/346970541_Use_of_Artificial_Intelligent_in_Learning_Management_System_LMS_A_Systematic_Literature_Review/links/5fd6242245851553a0b1c10d/Use-of-Artificial-Intelligent-in-Learning-Management-System-LMS-A-Systematic-Literature-Review.pdf
Aldoseri, A., Al-Khalifa, K., & Hamouda, A. (2023). A roadmap for integrating automation with process optimization for AI-powered digital transformation. Preprints. DOI: https://doi. org …, Query date: 2025-04-30 16:44:03. https://www.preprints.org/manuscript/202310.1055/download/final_file
Alshmrany, S. (2022). Adaptive learning style prediction in e-learning environment using levy flight distribution based CNN model. Cluster Computing, Query date: 2025-04-30 16:44:03. https://doi.org/10.1007/s10586-021-03403-3
Ashfaque, M., Tharewal, S., Iqhbal, S., & ... (2020). A Review on Techniques, Characteristics and approaches of an intelligent tutoring Chatbot system. … Conference on Smart …, Query date: 2025-04-30 16:44:03. https://ieeexplore.ieee.org/abstract/document/9299583/
Ayeni, O., Hamad, N. A., Chisom, O., & ... (2024). AI in education: A review of personalized learning and educational technology. GSC Advanced …, Query date: 2025-04-30 16:44:03. https://www.researchgate.net/profile/Nneamaka-Onyebuchi-4/publication/390163119_AI_in_education_A_review_of_personalized_learning_and_educational_technology/links/67e78c3049e91c0feac451e7/AI-in-education-A-review-of-personalized-learning-and-educational-technology.pdf
Bhartiya, N., Jangid, N., Jannu, S., Shukla, P., & ... (2019). Artificial neural network based university chatbot system. 2019 IEEE Bombay …, Query date: 2025-04-30 16:44:03. https://ieeexplore.ieee.org/abstract/document/8973095/
Bhirud, N., Tataale, S., Randive, S., & Nahar, S. (2019). A literature review on chatbots in healthcare domain. Int J Sci Technol Res, Query date: 2025-04-30 16:44:03. https://www.viit.ac.in/images/Quality/NAAC/NAAC-Data/Criteria-3/Research-Journal-Paper/JP-AY-2019-20-PART-1.pdf
Casheekar, A., Lahiri, A., Rath, K., Prabhakar, K., & ... (2024). A contemporary review on chatbots, AI-powered virtual conversational agents, ChatGPT: Applications, open challenges and future research directions. Computer Science …, Query date: 2025-04-30 16:44:03. https://www.sciencedirect.com/science/article/pii/S1574013724000169
Davar, N., Dewan, M., & Zhang, X. (2025). AI chatbots in education: Challenges and opportunities. Information, Query date: 2025-04-30 16:44:03. https://www.mdpi.com/2078-2489/16/3/235
Deng, X., & Yu, Z. (2023). A meta-analysis and systematic review of the effect of chatbot technology use in sustainable education. Sustainability, Query date: 2025-04-30 16:44:03. https://www.mdpi.com/2071-1050/15/4/2940
Devi, J., Sreedhar, M., Arulprakash, P., & ... (2022). A path towards child-centric Artificial Intelligence based Education. … Journal of Early …, Query date: 2025-04-30 16:44:03. https://www.researchgate.net/profile/Burada-Sreedhar/publication/361227279_A_Path_Towards_Child-Centric_Artificial_Intelligence_based_Education/links/62a428cfc660ab61f872a70a/A-Path-Towards-Child-Centric-Artificial-Intelligence-based-Education.pdf
Eden, C., Adeleye, O., & ... (2024). A review of AI-driven pedagogical strategies for equitable access to science education. … Research and Reviews, Query date: 2025-04-30 16:44:03. https://pdfs.semanticscholar.org/3333/63765cb9f7cd8d083f3f7b9c7adab8c74bfc.pdf
Essel, H., Vlachopoulos, D., Tachie-Menson, A., & ... (2022). The impact of a virtual teaching assistant (chatbot) on students’ learning in Ghanaian higher education. … Journal of Educational …, Query date: 2025-04-30 16:44:03. https://doi.org/10.1186/S41239-022-00362-6
Gligorea, I., Cioca, M., Oancea, R., Gorski, A., Gorski, H., & ... (2023). Adaptive learning using artificial intelligence in e-learning: A literature review. Education …, Query date: 2025-04-30 16:44:03. https://www.mdpi.com/2227-7102/13/12/1216
Gm, D., Goudar, R., Kulkarni, A., Rathod, V., & ... (2024). A digital recommendation system for personalized learning to enhance online education: A review. IEEE …, Query date: 2025-04-30 16:44:03. https://ieeexplore.ieee.org/abstract/document/10445145/
González-Castro, N., Muñoz-Merino, P., & ... (2021). Adaptive learning module for a conversational agent to support MOOC learners. … Journal of Educational …, Query date: 2025-04-30 16:44:03. https://ajet.org.au/index.php/AJET/article/view/6646
Gubareva, R., & Lopes, R. (2020). Virtual Assistants for Learning: A Systematic Literature Review. CSEDU (1), Query date: 2025-04-30 16:44:03. https://www.scitepress.org/PublishedPapers/2020/94176/94176.pdf
Hashim, S., Omar, M., Jalil, H. A., & ... (2022). Trends on technologies and artificial intelligence in education for personalized learning: Systematic literature. … in Progressive Education …, Query date: 2025-04-30 16:44:03. https://www.researchgate.net/profile/Muhd-Omar/publication/358958588_Trends_on_Technologies_and_Artificial_Intelligence_in_Education_for_Personalized_Learning_Systematic_Literature_Review/links/6224230097401151d2008b25/Trends-on-Technologies-and-Artificial-Intelligence-in-Education-for-Personalized-Learning-Systematic-Literature-Review.pdf
Hwang, G., Tu, Y., & Tang, K. (2022). AI in online-learning research: Visualizing and interpreting the journal publications from 1997 to 2019. … Research in Open and Distributed Learning, Query date: 2025-04-30 16:44:03. https://www.erudit.org/en/journals/irrodl/2022-v23-n1-irrodl06775/1086461ar/abstract/
Janati, S. E., Maach, A., & Ghanami, D. E. (2020). Adaptive e-learning AI-powered chatbot based on multimedia indexing. International Journal of …, Query date: 2025-04-30 16:44:03. https://www.academia.edu/download/103603880/Paper_38-Adaptive_e_Learning_AI_Powered_Chatbot.pdf
Kabudi, T., Pappas, I., & Olsen, D. (2021). AI-enabled adaptive learning systems: A systematic mapping of the literature. Computers and education: Artificial …, Query date: 2025-04-30 16:44:03. https://www.sciencedirect.com/science/article/pii/S2666920X21000114
Kamruzzaman, M., Alanazi, S., Alruwaili, M., & ... (2023). AI-and IoT-assisted sustainable education systems during pandemics, such as COVID-19, for smart cities. Sustainability, Query date: 2025-04-30 16:44:03. https://www.mdpi.com/2071-1050/15/10/8354
Kaswan, K., Dhatterwal, J., & Ojha, R. (2024). AI in personalized learning. … in higher education, Query date: 2025-04-30 16:44:03. https://doi.org/10.1201/9781003376699-9
Kerimbayev, N., Umirzakova, Z., Shadiev, R., & ... (2023). A student-centered approach using modern technologies in distance learning: A systematic review of the literature. Smart Learning …, Query date: 2025-04-30 16:44:03. https://doi.org/10.1186/s40561-023-00280-8
Limna, P., Kraiwanit, T., Jangjarat, K., & ... (2023). The use of ChatGPT in the digital era: Perspectives on chatbot implementation. … and Teaching, Query date: 2025-04-30 16:44:03. https://journals.sfu.ca/jalt/index.php/jalt/article/view/797
Liu, L., Subbareddy, R., & ... (2022). AI intelligence Chatbot to improve students learning in the higher education platform. Journal of Interconnection …, Query date: 2025-04-30 16:44:03. https://doi.org/10.1142/S0219265921430325
Luo, B., Lau, R., Li, C., & Si, Y. (2022). A critical review of state?of?the?art chatbot designs and applications. Wiley Interdisciplinary Reviews …, Query date: 2025-04-30 16:44:03. https://doi.org/10.1002/widm.1434
Nasir, M., Hasan, M., Adlim, A., & ... (2024). Utilizing artificial intelligence in education to enhance teaching effectiveness. … on Education, Query date: 2025-04-30 16:44:03. https://jurnal.serambimekkah.ac.id/index.php/ice/article/view/1367
Rooein, D., Bianchini, D., Leotta, F., Mecella, M., & ... (2022). aCHAT-WF: Generating conversational agents for teaching business process models. Software and Systems …, Query date: 2025-04-30 16:44:03. https://doi.org/10.1007/s10270-021-00925-7
Saaida, M. (2023). AI-Driven transformations in higher education: Opportunities and challenges. International Journal of Educational Research and …, Query date: 2025-04-30 16:44:03. https://www.academia.edu/download/108045301/AI-Driven_transformations_in_higher_education_Opportunities_and_challenges.pdf
Sandu, N., & Gide, E. (2019). Adoption of AI-Chatbots to enhance student learning experience in higher education in India. … based higher education and training (ITHET), Query date: 2025-04-30 16:44:03. https://ieeexplore.ieee.org/abstract/document/8937382/
Schlimbach, R., Rinn, H., Markgraf, D., & ... (2022). A literature review on pedagogical conversational agent adaptation. … Asia Conference on …, Query date: 2025-04-30 16:44:03. https://www.researchgate.net/profile/Ricarda-Schlimbach/publication/361228223_A_Literature_Review_on_Pedagogical_Conversational_Agent_Adaptation/links/62a45e61a3fe3e3df86dc199/A-Literature-Review-on-Pedagogical-Conversational-Agent-Adaptation.pdf
Strielkowski, W., Grebennikova, V., & ... (2024). AI?driven adaptive learning for sustainable educational transformation. Sustainable …, Query date: 2025-04-30 16:44:03. https://doi.org/10.1002/sd.3221
Suárez, A., Adanero, A., García, V. D.-F., & ... (2022). Using a virtual patient via an artificial intelligence chatbot to develop dental students’ diagnostic skills. International journal of …, Query date: 2025-04-30 16:44:03. https://www.mdpi.com/1660-4601/19/14/8735
Vadisetty, R., & Polamarasetti, A. (2024). AI-Augmented Skill Development Roadmaps: Tailoring 12-Month Learning Paths for Future-Ready Careers in Education 4.0 and Industry 4.0. 2024 13th International …, Query date: 2025-04-30 16:44:03. https://ieeexplore.ieee.org/abstract/document/10882483/
Vashishth, T., Sharma, V., Sharma, K., & ... (2024). AI-driven learning analytics for personalized feedback and assessment in higher education. … methods to enhance AI …, Query date: 2025-04-30 16:44:03. https://www.igi-global.com/chapter/ai-driven-learning-analytics-for-personalized-feedback-and-assessment-in-higher-education/336700
Zhang, R., Zou, D., & Cheng, G. (2024). A review of chatbot-assisted learning: Pedagogical approaches, implementations, factors leading to effectiveness, theories, and future directions. Interactive Learning Environments, Query date: 2025-04-30 16:44:03. https://doi.org/10.1080/10494820.2023.2202704
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