Integrating Artificial Intelligence and Local Wisdom in Disaster Comics to Strengthen Social Studies Learning in Coastal Cities

Authors

  • Ferani Mulianingsih Universitas Negeri Semarang
  • Fajar Fajar Universitas Negeri Semarang
  • Restu Ayu Mumpuni Universitas Negeri Semarang
  • Kintoko Kintoko Universitas PGRI Yogyakarta
  • Megita Dwi Pamungkas Universitas Tidar
  • Asep Purwo Yudi Utomo Universitas Negeri Semarang
  • Mohammad Tahir Mapa Universiti Malaysia Sabah
  • Yoshio Aizawa Aoyama Gakuin University

DOI:

https://doi.org/10.61806/al-tatawur.v4i1.118

Keywords:

Artificial Intelligence, Coastal Urban Communities, Disaster Comics, Disaster Mitigation, Social Studies Education

Abstract

This study investigates the development of artificial intelligence (AI)-based disaster comics as an instructional medium for strengthening Social Studies learning in coastal urban settings. The study is motivated by the high vulnerability of Semarang City to floods and tidal flooding, along with the urgent need for disaster mitigation learning media that are contextual, visually engaging, and responsive to the learning characteristics of junior high school students. Adopting a Research and Development (R&D) design based on the Borg and Gall model, the study involved needs assessment, prototype design, product development, expert validation, and preliminary effectiveness testing using pre-test and post-test measures. The findings reveal that the digital comic, Flood in the Urban Village, is highly feasible and effective in enhancing students’ understanding of disaster mitigation. For publication in an international Scopus-indexed journal, the concept of local wisdom can be more explicitly positioned as a pedagogical framework that connects disaster literacy with the sociocultural realities of coastal urban communities.

References

Anwar, K., Shintasiwi, F. A., & Mulianingsih, F. (2020). Teacher optimization in utilizing media literacy for social science learning in Semarang. International Journal of Emerging Technologies in Learning, 15(7), 141-148. https://doi.org/10.3991/IJET.V15I07.13227

Apik Budi Santoso, P., Pradika Adi Wijayanto, F., Mulianingsih, F., & Saputra, I. (2024). Strategies of social studies teachers in using natural tourist attractions as learning resources for middle school students in Semarang Regency. International Journal of Educational Research, 1(4), 20-32. https://doi.org/10.62951/ijer.v1i4.56

Arif Purnomo, F., Mulianingsih, F., & G. F. K. (2025). Philosophical cognition of social studies teachers on sustainable development and social values transmission. International Joint Conference on Arts and Humanities 2024 (IJCAH 2024). Atlantis Press, Ijcah 2024, 557-567. https://doi.org/10.2991/978-2-38476-317-7

Astuti, A., Mulianingsih, F., Kintoko, Purnomo, A., & Saputra, D. (2025). Integration of religious moderation in social studies education for strengthening disaster resilience and sustainable economic development in vulnerable communities. Educational Process: International Journal, 18. https://doi.org/10.22521/edupij.2025.18.436

Awalianti, D., Purnomo, A., Mulianingsih, F., & Sasea, S. C. (2025). The effectiveness of using snakes and ladders media on student learning outcomes in social studies for eighth grade at State Junior High School 26 Semarang. International Journal of Research and Review, 12(3), 88-94. https://doi.org/10.52403/ijrr.20250313

Berkat, Y., & Fitriana, H. L. (2021). Flood prone analysis using GIS and remote sensing data; Case study in Semarang, Central Java. IOP Conference Series: Earth and Environmental Science, 874(1). https://doi.org/10.1088/1755-1315/874/1/012004

Davies, L. (2014). Data analysis and approximate models: Model choice, location-scale, analysis of variance, nonparametric regression and image analysis. https://doi.org/10.1201/b17146

Deri Saputra, A., Andarweni Astuti, F. M. (2024). Harmony and culture: A portrait of religious moderation model in Sungai Penuh Subdistrict, Sungai Penuh City. PICEIDCS: Proceeding International Conference on Educating to Intercultural Dialogue in Catholic School, 1, 55-63.

Ferani Mulianingsih, A., Andarweni Astuti, A. P. Y. S. (2025). Study on disaster mitigation in the Tambak Lorok fisherman village community. Journal of Management and Business Environment, 6(2), 199-208. https://doi.org/10.24167/jmbe.v6i2.11099

Ferani Mulianingsih, P. H. (2022). Can disaster risk education reduce the impact of disasters in schools? Journal of Geography Science and Education, 4(2), 19-23. https://doi.org/10.1177/0013124517713111

Gall, M., Gall, J., & Borg, W. (2006). Educational research: An introduction (8th ed.). Pearson.

Herbanu, P. S., Nurmaya, A., Nisaa, R. M., & Wardana, R. A. (2024). The zoning of flood disasters by combining tidal flood and urban flood in Semarang City, Indonesia. In S. null, J. null, D. Mardiatno, E. Maryani, J. null, C. Muryani, R. Noviani, P. Wijayanti, A. Marzuki, & S. Koesuma (Eds.), IOP Conference Series: Earth and Environmental Science (Vol. 1314, Number 1). Institute of Physics. https://doi.org/10.1088/1755-1315/1314/1/012028

Hermini, S., Nadia, F., & Satwika, P. (2018). Semarang city's flood risk: A threat to human security. In B. Warsito, H. null, & M. null (Eds.), E3S Web of Conferences (Vol. 73). EDP Sciences. https://doi.org/10.1051/e3sconf/20187308027

Hirotsu, C. (2017). Advanced analysis of variance (Wiley Series, Vol. 21, Number 1). John Wiley & Sons, Year: 2017. http://journal.um-surabaya.ac.id/index.php/JKM/article/view/2203

Imam Wahyudi, S., Heikoop, R., Adi, H. P., Overgaauw, T., Schipper, B., & Persoon, R. (2017). Emergency scenarios in the banger polder, Semarang city: A case study to identify different emergency scenarios. Water Practice and Technology, 12(3), 638-646. https://doi.org/10.2166/wpt.2017.067

Lestari, D., & Mulianingsih, F. (2025). Analysis of social studies teachers' readiness in implementing inclusive education at Junior High School 30 Semarang. International Journal of Research and Review, 12(June), 62-72. https://doi.org/10.52403/ijrr.20250607

Marfai, M. A., & King, L. (2008). Coastal flood management in Semarang, Indonesia. Environmental Geology, 55(7), 1507-1518. https://doi.org/10.1007/s00254-007-1101-3

McParker, M. C. (2023). Early preservice teachers' development of social studies inquiry projects. Social Studies Research and Practice, 18(3), 242-267. https://doi.org/10.1108/SSRP-02-2023-0013

Meredith D. Gall, W. R., & Borg, J. P. G. (2003). Educational research: An introduction (7th Edition). In Christine Tridente (Ed.), Pearson (7th ed.). Pearson.

Miandini, S., & Mulianingsih, F. (2025). Socio-disaster puzzle media as an educational innovation for disaster learning in social studies for deaf students. International Journal of Research and Review, 12(June), 444-456. https://doi.org/10.52403/ijrr.20250652

Mulianingsih, F., & Usman, M. I. (2025). The influence of social conflict, cultural diversity, and tolerance on social integration in urban societies. 2(02), 188-198. https://doi.org/10.58812/esssh.v2i02

Mulianingsih, F., Astut, A., & Mumpuni, R. A. (2025). Mitigating environmental disasters through virtual psychoeducation: The urgency of public communication during COVID-19. KnE Social Sciences, 9, 237-250. https://doi.org/10.18502/kss.v10i10.18674

Mulianingsih, F., Kintoko, B., Setyawan, F. B., & Prananto, I. W. (2023). Literacy house: Is it important in a fisherman's village? Proceedings of the 1st UPY International Conference on Education and Social Science (UPINCESS 2022), 2, 132-140. https://doi.org/10.2991/978-2-494069-39-8

Mulianingsih, F., Santoso, A. B., Wijayanto, P. A., & Nur, R. (2025). Eco-edutainment: Learning social studies through fun experiences. 290-295. https://doi.org/10.18502/kss.v10i10.18678

Mulianingsih, F., Suharini, E., Handoyo, E., & Purnomo, A. (2023). The future perspective of school flood disaster education in Semarang. International Conference on Science, Education and Technology, 267-270.

Mulianingsih, F., Suharini, E., Handoyo, E., & Purnomo, A. (2025). Disaster mitigation tactics through enhanced higher order thinking skills via active learning in social science education. Journal of Ecohumanism, 4(1), 3277-3283. https://doi.org/10.62754/joe.v4i1.6147

Neise, T., Sambodo, M. T., & Revilla Diez, J. (2021). Are micro-, small- and medium-sized enterprises willing to contribute to collective flood risk reduction? Scenario-based field experiments from Jakarta and Semarang, Indonesia. Organization and Environment, 34(2), 219-242. https://doi.org/10.1177/1086026619875435

Purnomo, A., & Mulianingsih, F. (2021). Development of higher order thinking skill in junior high school: Studies on social studies teachers in Pekalongan City. Proceedings of the 6th International Conference on Education & Social Sciences (ICESS 2021), 578(Icess), 26-30. https://doi.org/10.2991/assehr.k.210918.006

Purnomo, A., Kurniawan, G. F., Em, S., & Mulianingsih, F. (2024). Colonization is opposed to freedom: Anti-Dutch memories and the didactic practice of Indonesian history teachers. Paramita: Historical Studies Journal, 34(1), 147-160. https://doi.org/10.15294/paramita.v34i1.47560

Purnomo, A., Mulianingsih, F., Fahry, A., & Setyarini, I. M. (2022). The role of the Paguyuban Masyarakat Peduli Hutan (PMPH) community as a form of disaster management in the highlands of Kudus Regency. IOP Conference Series: Earth and Environmental Science, 986(1), 0-5. https://doi.org/10.1088/1755-1315/986/1/012045

Riyani, M., Mulianingsih, F., & Rahman, A. (2025). A critical discourse analysis of the construction of Acehnese-Chinese ethnic identity in socio-political dynamics. Komunitas: International Journal of Indonesian Society and Culture, 17(Maret), 73-88. https://doi.org/10.15294/komunitas.v17i1.21199

Riyani, M., Mulianingsih, F., W., Aprilia, R., & I. (2025). Green history and cultural ecology in climate awareness of East Aceh community. Journal of Cultural Analysis and Social Change, 3726-3732. https://doi.org/10.64753/jcasc.v10i2.2179

Safitri, L. R., & Nirwansyah, A. W. (2023). Building resilience together: Enhancing community preparedness for flood disasters in Meteseh Semarang. Edueksos Jurnal Pendidikan Sosial & Ekonomi, 12(01), 121-136. https://doi.org/10.24235/edueksos.v12i01.13417

Sari, A. D., & Prayoga, N. (2018). Enhancing citizen engagement in the face of climate change risks: A case study of the flood early warning system and health information system in Semarang city, Indonesia. In Urban Book Series (pp. 121-137). Springer. https://doi.org/10.1007/978-3-319-65003-6_7

Setiawan, H. H. (2023). Social resilience of local communities due to tidal flooding on the north coast of Semarang City, Indonesia. In Sustainable Development Goals Series: Part F2806 (pp. 137-150). Springer. https://doi.org/10.1007/978-3-031-44397-8_8

Shafira, E. A., & Mulianingsih, F. (2025). Utilizing story scrapbook media as a disaster education strategy for deaf students in social studies instruction. International Journal of Research and Review, 12(May), 690-699. https://doi.org/10.52403/ijrr.20250574

Suharini, E., & Baharsyah, M. N. (2020). Learning about landslide disaster mitigation based on a role-playing method assisted by the disaster education pocket book. Review of International Geographical Education Online, 10(4), 618-638. https://doi.org/10.33403/rigeo.767474

Tjahjono, H. (2019). Spatial analysis on landslide disaster risk in Semarang City, Central Java, Indonesia. Disaster Advances, 12(7), 49-58. https://www.scopus.com/inward/record.uri?eid=2-s2.0-85068642075&partnerID=40&md5=3b5562a95e03e4e364abbce7265f3174

Ujianti, R. M. D., Novita, M., & Muflihati, I. (2023). Mitigation strategy of disaster based on information technology in Semarang City. Indonesian Journal on Geoscience, 10(2), 201-214. https://doi.org/10.17014/ijog.10.2.201-214

Yap, C. S., Keling, W., & Abdullah, S. K. (2023). Use of social media for information seeking and sharing during floods in rural Sarawak. International Journal of Emergency Services, 12(1), 38-51. https://doi.org/10.1108/IJES-07-2020-0042

Yuliastuti, N. (2023). Social vulnerability level appraisal at tidal flood areas: The case of a coastal settlement in Indonesia. International Review for Spatial Planning and Sustainable Development, 11(2), 99-113. https://doi.org/10.14246/irspsd.11.2_99

Zhang, J. T. (2013). Analysis of variance for functional data. In Analysis of Variance for Functional Data. https://doi.org/10.1201/b15005

Zong, G. (2022). Integrating global sustainability into social studies teachers' education: A collaborative self-study. Social Studies Research and Practice, 17(1), 94-113. https://doi.org/10.1108/ssrp-08-2021-0024

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Published

2026-03-31

How to Cite

Ferani Mulianingsih, Fajar Fajar, Restu Ayu Mumpuni, Kintoko Kintoko, Megita Dwi Pamungkas, Asep Purwo Yudi Utomo, … Yoshio Aizawa. (2026). Integrating Artificial Intelligence and Local Wisdom in Disaster Comics to Strengthen Social Studies Learning in Coastal Cities . Al-Tatawur: International Journal of Social Science, 4(1), 55–62. https://doi.org/10.61806/al-tatawur.v4i1.118

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