Eco-Entrepreneurship Incubation for High Schoolers: Utilizing AI-Driven Vision Recognition in Wetland Conservation
DOI:
https://doi.org/10.61987/communautaire.v5i1.2311Keywords:
Artificial Intelligence Literacy, Waste Management, Circular Economy, Environmental EducationAbstract
This community service program aims to improve Artificial Intelligence (AI) literacy and strengthen entrepreneurial awareness among students of SMAN 4 Banjarmasin through a digital-based waste sorting learning model in wetland ecosystems. The method applied in this activity is Participatory Technology Development (PTD), which integrates socialization sessions, AI literacy workshops, and hands-on implementation using a web-based application system powered by Gemini AI Vision Recognition. This system is designed to identify wetland waste characteristics that are typically wet, mixed, and contaminated with sediment, making conventional sorting methods less effective. The results of the program show a significant improvement in students’ cognitive understanding, indicated by an increase in the average score from 5.67 in the pre-test to 7.76 in the post-test. In addition, 93.1% of participants reported that they had never interacted with AI technology before, while 91.0% expressed high satisfaction with the learning experience. The implication of this activity is the development of an innovative circular economy-based environmental education model that integrates AI technology into waste management learning. This model is expected to be scalable and adaptable for other schools in wetland regions, enabling the transformation of environmental challenges into opportunities for digital innovation and student entrepreneurship development.
References
Adomako, R. B., Boakye, P. B., & Salapki, A. (2025). Tech-Driven Governance for Sustainability: Enhancing Environmental Disclosure Through Corporate Governance And Innovation In Emerging Market. SN Business & Economics, 5(7), 86. https://doi.org/10.1007/s43546-025-00852-5
Asmara, A. S., Yusuf, Y., Prawiyogi, A. G., Zonyfar, C., Alhamssyah, M. A., & Alfarid, M. N. (2026). Profiling Numeracy Literacy Among Ninth-Grade Students: Empirical Evidence From Junior Secondary Education. Infinity Journal, 15(1), 291–318. https://doi.org/10.22460/infinity.v15i1.p291-318
Bacon, N. (2023). Community Service Writing: Problems, Challenges, Questions. In Writing The Community (pp. 39–55). Routledge. https://doi.org/10.4324/9781003448853-4
Boffardi, R., De Simone, L., De Pascale, A., Ioppolo, G., & Arbolino, R. (2021). Best-Compromise Solutions For Waste Management: Decision Support System For Policymaking. Waste Management, 121, 441–451. https://doi.org/10.1016/j.wasman.2020.12.012
Cao, Z., Lai, Z., Bilawal Khaskheli, M., & Wang, L. (2025). The Risk Of Global Environmental Change To Economic Sustainability And Law: Help From Digital Technology And Governance Regulation. Sustainability, 17(15), 7094. https://doi.org/10.3390/su17157094
Cocu, A., Pecheanu, E., Susnea, I., Dingli, S., Istrate, A., & Tudorie, C. (2025). Technology-Enabled Learning For Green And Sustainable Entrepreneurship Education. Administrative Sciences, 15(2), 45. https://doi.org/10.3390/admsci15020045
Degen, K., Lutzens, R., Beschorner, P., & Lucke, U. (2025). Public Education Data At The Crossroads Of Public And Private Value Creation: Orchestration Tensions And Stakeholder Visions In Germany’s Emerging National Digital Education Ecosystem. Electronic Markets, 35(1), 19. https://doi.org/10.1007/s12525-024-00752-w
Diepeveen, S., & Pinet, M. (2022). User Perspectives On Digital Literacy As A Response To Misinformation. Development Policy Review, 40, e12671. https://doi.org/10.1111/dpr.12671
Eresanya, O. I., Babaniyi, B. R., Ojo, O. T., & Olorunfemi, K. O. (2025). Future Challenges And Opportunities For Wetland Preservation. In Wetland Ecosystems: Conservation Strategies, Policy Management And Applications (pp. 387–413). Springer. https://doi.org/10.1007/978-3-031-91982-4_18
Esposito, P., Antonucci, G., Palozzi, G., & Fijałkowska, J. (2025). Cognitive Systems For Improving Decision-Making In The Workplace: An Explorative Study Within The Waste Management Field. Management Decision, 63(10), 3408–3430. https://doi.org/10.1108/MD-08-2023-1320
Gabriel, P. O., Yusuf, T. B., Omekara, C. L., Ishola, O. J., Ogungbenro, A. M., & Obiribea-Addo, P. (2024). Sustainable Consumption Patterns, Non-Biodegradable Wastes Reduction And Environmental Protection In Kwara State, Nigeria. In 2024 International Conference On Science, Engineering And Business For Driving Sustainable Development Goals (SEB4SDG) (pp. 1–10). IEEE. https://doi.org/10.1109/SEB4SDG60871.2024.10629769
Gutierrez-Lopez, J., McGarvey, R. G., Costello, C., & Hall, D. M. (2023). Decision Support Frameworks In Solid Waste Management: A Systematic Review Of Multi-Criteria Decision-Making With Sustainability And Social Indicators. Sustainability, 15(18), 13316. https://doi.org/10.3390/su151813316
Husamah, H., Rahardjanto, A., Permana, T. I., & Shukri, A. A. M. (2025). Integration Of Digital Technologies In Environmental Education: A Systematic Review Of Trends, Impacts, And Future Directions. Jurnal Varidika, 30–47. https://doi.org/10.23917/varidika.v37i1.9908
Iqbal, Q., & Ahmad, N. H. (2021). Sustainable Development: The Colors Of Sustainable Leadership In Learning Organization. Sustainable Development, 29(1), 108–119. https://doi.org/10.1002/sd.2135
Jimenez, C., Clark, L. S., Kennedy, H., Nisle, S., Engle, C., Matyasic, S., & Anyon, Y. (2021). The Art Of Youthful Restraint: Negotiating Youth-Adult Relations In Digital Media Literacy. Learning, Media And Technology, 46(2), 190–203. https://doi.org/10.1080/17439884.2021.1888118
Khafsoh, N. A., & Riani, N. (2024). Implementation Of Participatory Action Research (PAR) In Community Service Program. Jurnal Pengabdian Masyarakat, 5(1), 237–253. https://doi.org/10.32815/jpm.v5i1.2034
Khairuddin, D., Ali, N. H. N., Kamaruding, M., & Ismail, N. N. (2024). Students’ Perception And Exploring Technological Roles In Solid Waste Engineering And Management Education. International Journal Of Sustainable Construction Engineering And Technology, 15(1), 287–298. https://doi.org/10.30880/ijscet.2024.15.01.020
Lair, A., Mansuy, M., Romand, C., Oberti, O., Pradels, C., Barina, G., Denoun, T., Venturini, M., & Trommsdorff, C. (2024). Enhancing Landfill Efficiency To Drive Greenhouse Gas Reduction: A Comprehensive Study On Best Practices And Policy Recommendations. Waste Management & Research, 42(10), 889–900. https://doi.org/10.1177/0734242X241270951
Lakhouit, A. (2024). Mitigating Landfill Emissions Strategies For Effective Waste Management In Tabuk. Cleaner Waste Systems, 9, 100187. https://doi.org/10.1016/j.clwas.2024.100187
Li, J., Zhu, X., Li, Y., Tong, Y. W., Ok, Y. S., & Wang, X. (2021). Multi-Task Prediction And Optimization Of Hydrochar Properties From High-Moisture Municipal Solid Waste: Application Of Machine Learning On Waste-To-Resource. Journal Of Cleaner Production, 278, 123928. https://doi.org/10.1016/j.jclepro.2020.123928
Lo, N. P.-K. (2024). The Confluence Of Digital Literacy And Eco-Consciousness: Harmonizing Digital Skills With Sustainable Practices In Education. Platforms, 2(1), 15–32. https://doi.org/10.3390/platforms2010002
Marco-Lajara, B., Zaragoza-Sáez, P., Martínez-Falcó, J., & Ruiz-Fernández, L. (2022). The Effect Of Green Intellectual Capital On Green Performance In The Spanish Wine Industry: A Structural Equation Modeling Approach. Complexity, 2022, 6024077. https://doi.org/10.1155/2022/6024077
Mihale-Wilson, C., & Carl, K. V. (2024). Designing Incentive Systems For Participation In Digital Ecosystems-An Integrated Framework. Electronic Markets, 34(1), 16. https://doi.org/10.1007/s12525-024-00703-5
Mohanaprasadh, S. V., Singh, P., & Bahukhandi, K. D. (2022). Disposal Of Non-Biodegradable Waste Using Eco-Friendly Methods. In Environmental Pollution And Natural Resource Management (pp. 345–363). Springer. https://doi.org/10.1007/978-3-031-05335-1_20
Mukhopadhyay, C. (2022). Climate Change Adaptation And Built Environment Resilience: East Kolkata Wetland Strategies. Built Environment, 48(4), 594–612. https://doi.org/10.2148/benv.48.4.594
Nag, S., Vagh, S. B., Dulay, K. M., Snowling, M., Donolato, E., & Melby-Lervåg, M. (2024). Home Learning Environments And Children’s Language And Literacy Skills: A Meta-Analytic Review Of Studies Conducted In Low-And Middle-Income Countries. Psychological Bulletin, 150(2), 132. https://doi.org/10.1037/bul0000417
Nile, B. K., Al-Saadi, R. J. M., Abdulameer, L., Al Maimuri, N. M. L., & Al-Dujaili, A. N. (2025). Climate Change Impacts On River Hydraulics: A Global Synthesis Of Hydrological Shifts, Ecological Consequences, And Adaptive Strategies. Water Conservation Science And Engineering, 10(2), 48. https://doi.org/10.1007/s41101-025-00375-y
Orhorhoro, E. K. (2025). A Review Of Plastic Waste Management For A Sustainable Environment: Composition And Approaches. European Journal Of Sustainable Development Research, 9(3). https://doi.org/10.29333/ejosdr/16359
Raza, A., Ali, J. K., & Rozaimie, A. (2025). Impact Of Ecological Innovation, Entrepreneurial Mindset, And Green Entrepreneurial Orientation On Entrepreneurial Self-Efficacy And Digital Entrepreneurial Intention In The Context Of Saudi Arabia. Journal Of Advanced Research In Business And Management Studies, 41(1), 108–123.
Sahoo, S., Kumar, A., & Upadhyay, A. (2023). How Do Green Knowledge Management And Green Technology Innovation Impact Corporate Environmental Performance? Understanding The Role Of Green Knowledge Acquisition. Business Strategy And The Environment, 32(1), 551–569. https://doi.org/10.1002/bse.3160
Salmona, M., & Kaczynski, D. (2024). Qualitative Data Analysis Strategies. In How To Conduct Qualitative Research In Finance (pp. 80–96). Edward Elgar Publishing. https://doi.org/10.4337/9781803927008.00012
Shafiee Rad, H. (2025). Reinforcing L2 Reading Comprehension Through Artificial Intelligence Intervention: Refining Engagement To Foster Self-Regulated Learning. Smart Learning Environments, 12(1), 23. https://doi.org/10.1186/s40561-025-00377-2
Shakina, E., Parshakov, P., & Alsufiev, A. (2021). Rethinking The Corporate Digital Divide: The Complementarity Of Technologies And The Demand For Digital Skills. Technological Forecasting And Social Change, 162, 120405. https://doi.org/10.1016/j.techfore.2020.120405
Sharma, B. K., Jha, A., Bhalani, D., Pillai, S. A., Pal, S., Patil, K., & Nagaraj, K. (2025). Advancements In Bio-Resource-Based Polymers And Composites: Sustainable Alternatives To Non-Biodegradable Plastics For A Greener Future: A Review. Current Green Chemistry. https://doi.org/10.2174/0122133461372269250503082219
Silverman, R. M., & Patterson, K. (2021). Qualitative Research Methods For Community Development. Routledge. https://doi.org/10.4324/9781003172925
Tian, N., & Wang, W. (2024). Innovative Pathways For Collaborative Governance In Technology-Driven Smart Communities. Sustainability, 17(1), 98. https://doi.org/10.3390/su17010098
Tulsi, A., Momin, A., & Ayres, V. (2025). Moisture Prediction In Chicken Litter Using Hyperspectral Data And Machine Learning. Smart Agricultural Technology, 11, 101058. https://doi.org/10.1016/j.atech.2025.101058
Wang, J., Liu, C., & Cai, Z. (2022). Digital Literacy And Subjective Happiness Of Low-Income Groups: Evidence From Rural China. Frontiers In Psychology, 13, 1045187. https://doi.org/10.3389/fpsyg.2022.1045187
Wohl, E., Castro, J., Cluer, B., Merritts, D., Powers, P., Staab, B., & Thorne, C. (2021). Rediscovering, Reevaluating, And Restoring Lost River-Wetland Corridors. Frontiers In Earth Science, 9, 653623. https://doi.org/10.3389/feart.2021.653623
Downloads
Published
How to Cite
Issue
Section
License
Copyright (c) 2026 Monry Fraick Nicky Gillian Ratumbuysang, Dwi Atmono, Ananda Setiawan, Syaripudin Bahar, Sharfina Puteri Amima, Muhammad Zainadi, Hafid Febriansyah

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









