Integrating AI to Assess Community Roles in Environmental Safeguarding During Mining: Implications for ESIA in SSA
DOI:
https://doi.org/10.62486/latia2025321Keywords:
Artificial intelligence, Community participation, Environmental safeguarding, Environmental Social Impact Assessment, Mining operations, Sub-Saharan AfricaAbstract
This study investigates the role of local communities in environmental safeguarding during mining operations in Sub-Saharan Africa (SSA) and its implications for Environmental and Social Impact Assessments (ESIAs). While mining drives economic development, it often imposes environmental and social costs on local populations. The study critiques existing ESIA frameworks for privileging top-down, technocratic models that marginalize community voices. Using a systematic scoping review of 62 peer-reviewed empirical studies published since 2010, the research analyzes community participation and safeguarding practices through thematic coding and AI-powered tools like natural language processing. The findings underscore that local communities possess unique monitoring capacities, contextual knowledge, and culturally grounded environmental ethics that can enhance ESIA efficacy. These communities often respond more effectively than regulatory authorities to environmental infractions. The study also identifies structural barriers such as tokenistic participation, poverty, and policy exclusion that undermine meaningful engagement. It recommends embedding community-driven perspectives within ESIA processes by strengthening collaborative frameworks, recognizing indigenous knowledge systems, and leveraging AI to ensure inclusive and transparent evaluations. Furthermore, it argues for a shift toward participatory governance models that empower communities as co-regulators of environmental standards. By reframing ESIA as a dynamic socio-environmental negotiation, the study offers practical insights for policy reform, corporate responsibility, and sustainable development in SSA’s mining sectors.
References
Béland, D., Campbell, B., Coderre, M., & Haang’andu, P. (2022). Policy change and paradigm shifts in Sub-Saharan Africa: implementing the Africa Mining Vision. Canadian Journal of African Studies/Revue canadienne des études africaines, 56(1), 79-97. https://doi.org/10.1080/00083968.2021.1886955 DOI: https://doi.org/10.1080/00083968.2021.1886955
Johansson, E. L. (2021). Participatory futures thinking in the African context of sustainability challenges and socio-environmental change. Ecology & Society. https://doi.org/10.5751/ES-12617-260403 DOI: https://doi.org/10.5751/ES-12617-260403
Kayusi, F., Kasulla, S., Malik, S. J., & Chavula, P. (2025). Climate Information Services (CIS): A Vital Tool for Africa’s Climate Resilience. SSRN Electronic Journal. https://doi.org/10.2139/ssrn.5015321 DOI: https://doi.org/10.2139/ssrn.5015321
Bell, K. & Reed, M. (2022). The tree of participation: a new model for inclusive decision-making. Community Development Journal. https://doi.org/10.1093/cdj/bsab018 DOI: https://doi.org/10.1093/cdj/bsab018
Chavula, P., Kayusi, F., Lungu, G., & Uwimbabazi, A. (2025). The Current Landscape of Early Warning Systems and Traditional Approaches to Disaster Detection. LatIA, 3, 77. https://doi.org/10.62486/latia202577
Di Maddaloni, F. & Sabini, L. (2022). Very important, yet very neglected: Where do local communities stand when examining social sustainability in major construction projects? International journal of project management. https://doi.org/10.1016/j.ijproman.2022.08.007 DOI: https://doi.org/10.1016/j.ijproman.2022.08.007
Chavula, P., Kayusi, F., Lungu, G., & Uwimbabazi, A. (2025). The Current Landscape of Early Warning Systems and Traditional Approaches to Disaster Detection. LatIA, 3, 77. https://doi.org/10.62486/latia202577 DOI: https://doi.org/10.62486/latia202577
Pons, A., Vintrò, C., Rius, J., & Vilaplana, J. (2021). Impact of Corporate Social Responsibility in mining industries. Resources Policy. https://doi.org/10.1016/j.resourpol.2021.102117 DOI: https://doi.org/10.1016/j.resourpol.2021.102117
Mohsin, M., Zhu, Q., Naseem, S., Sarfraz, M., & Ivascu, L. (2021). Mining industry impact on environmental sustainability, economic growth, social interaction, and public health: an application of semi-quantitative mathematical …. Processes. https://doi.org/10.3390/pr9060972 DOI: https://doi.org/10.3390/pr9060972
Sengupta, M. (2021). Environmental impacts of mining: monitoring, restoration, and control. https://doi.org/10.3390/pr9060972 DOI: https://doi.org/10.1201/9781003164012
Kayusi, F., Chavula, P., Juma, L., & Mishra, R. (2025). AI-Powered Satellite Imagery Processing for Global Air Traffic Surveillance. LatIA, 3, 80. https://doi.org/10.62486/latia202580 DOI: https://doi.org/10.62486/latia202580
Ansu-Mensah, P., Marfo, E. O., Awuah, L. S., & Amoako, K. O. (2021). Corporate social responsibility and stakeholder engagement in Ghana’s mining sector: a case study of Newmont Ahafo mines. International Journal of Corporate Social Responsibility, 6, 1-22. https://doi.org/10.1186/s40991-020-00054-2 DOI: https://doi.org/10.1186/s40991-020-00054-2
Mesagan, E. P. (2022). Environmental sustainability in Sub-Saharan Africa: the case of production and consumption activities. Journal of the Knowledge Economy. https://doi.org/10.1007/s13132-021-00842-6 DOI: https://doi.org/10.1007/s13132-021-00842-6
Dauda, S. (2022). Earning a social licence to operate (SLO): A conflicted praxis in sub-Saharan Africa's mining landscape? The Extractive Industries and Society. https://doi.org/10.1016/j.exis.2022.101141 DOI: https://doi.org/10.1016/j.exis.2022.101141
Chapman, C. A., Abernathy, K., Chapman, L. J., Downs, C., Effiom, E. O., Gogarten, J. F., ... & Sarkar, D. (2022). The future of sub-Saharan Africa’s biodiversity in the face of climate and societal change. Frontiers in Ecology and Evolution, 10, 790552. https://doi.org/10.3389/fevo.2022.790552 DOI: https://doi.org/10.3389/fevo.2022.790552
Obiri-Yeboah, A., Nyantakyi, E. K., Mohammed, A. R., Yeboah, S. I. I. K., Domfeh, M. K., & Abokyi, E. (2021). Assessing potential health effect of lead and mercury and the impact of illegal mining activities in the Bonsa river, Tarkwa Nsuaem, Ghana. Scientific African, 13, e00876. https://doi.org/10.1016/j.sciaf.2021.e00876 DOI: https://doi.org/10.1016/j.sciaf.2021.e00876
Kemp, D., Owen, J. R., & Lèbre, É. (2021). Tailings facility failures in the global mining industry: Will a ‘transparency turn ’ drive change? Business Strategy and the Environment, 30(1), 122-134. https://doi.org/10.1002/bse.2613 DOI: https://doi.org/10.1002/bse.2613
Su, C. W., Umar, M., & Gao, R. (2022). Save the environment, get financing! How China is protecting the environment with green credit policies? Journal of Environmental Management. https://doi.org/10.1016/j.jenvman.2022.116178 DOI: https://doi.org/10.1016/j.jenvman.2022.116178
Adu-Baffour, F., Daum, T., & Birner, R. (2021). Governance challenges of small-scale gold mining in Ghana: Insights from a process net-map study. Land Use Policy. https://doi.org/10.1016/j.landusepol.2020.105271 DOI: https://doi.org/10.1016/j.landusepol.2020.105271
Espin, J. & Perz, S. (2021). Environmental crimes in extractive activities: Explanations for low enforcement effectiveness in the case of illegal gold mining in Madre de Dios, Peru. The Extractive Industries and Society. https://doi.org/10.1016/j.exis.2020.12.009 DOI: https://doi.org/10.1016/j.exis.2020.12.009
Obodai, J., Mohan, G., & Bhagwat, S. (2023). Beyond legislation: Unpacking land access capability in small-scale mining and its intersections with the agriculture sector in sub-Saharan Africa. The Extractive Industries and Society. https://doi.org/10.1016/j.exis.2023.101357 DOI: https://doi.org/10.1016/j.exis.2023.101357
Leuenberger, A., Cambaco, O., Zabré, H. R., Lyatuu, I., Utzinger, J., Munguambe, K., ... & Winkler, M. S. (2021). “It is like we are living in a different world”: health inequity in communities surrounding industrial mining sites in Burkina Faso, Mozambique, and Tanzania. International Journal of Environmental Research and Public Health, 18(21), 11015. https://doi.org/10.3390/ijerph182111015 DOI: https://doi.org/10.3390/ijerph182111015
Prieto, A. V., García-Estévez, J., & Ariza, J. F. (2022). On the relationship between mining and rural poverty: Evidence for Colombia. Resources Policy. https://doi.org/10.1016/j.resourpol.2021.102443 DOI: https://doi.org/10.1016/j.resourpol.2021.102443
Shiquan, D., Amuakwa-Mensah, F., Deyi, X., Yue, C., & Yue, C. (2022). The impact of mineral resource extraction on communities: how the vulnerable are harmed. The Extractive Industries and Society, 10, 101090. https://doi.org/10.1016/j.exis.2022.101090 DOI: https://doi.org/10.1016/j.exis.2022.101090
ONDJA'A, A. A. B. E. & Eunice②, E. K. (2023). Trade between China and 45 African countries: does the Gravity Model matter? Journal of Sino-African Studies. https:/sino-africanstudies.com/wp-content/uploads/2024/01/Trade
Mamidipudi, P. (2023). Belt and Road Investment in Africa: Mining, Transport, and Telecom. Transport. https://ssrn.com/abstract=4862390 DOI: https://doi.org/10.2139/ssrn.4862390
Dey, S., Tripathy, B., Kumar, M. S., & Das, A. P. (2023). Ecotoxicological consequences of manganese mining pollutants and their biological remediation. Environmental chemistry and ecotoxicology, 5, 55-61. https://doi.org/10.1016/j.resourpol.2023.104228 DOI: https://doi.org/10.1016/j.enceco.2023.01.001
Rentier, E. S. & Cammeraat, L. H. (2022). The environmental impacts of river sand mining. Science of the Total environment. https://doi.org/10.1016/j.scitotenv.2022.155877 DOI: https://doi.org/10.1016/j.scitotenv.2022.155877
Wu, B., Luo, H., Wang, X., Liu, H., Peng, H., Sheng, M., ... & Xu, H. (2022). Effects of environmental factors on soil bacterial community structure and diversity in different contaminated districts of Southwest China mine tailings. Science of the Total Environment, 802, 149899. https://doi.org/10.1016/j.scitotenv.2021.149899 DOI: https://doi.org/10.1016/j.scitotenv.2021.149899
Silva, L. F., Oliveira, M. L., Crissien, T. J., Santosh, M., Bolivar, J., Shao, L., ... & Schindler, M. (2022). A review of the environmental impact of phosphogypsum and potential health impacts through the release of nanoparticles. Chemosphere, 286, 131513. https://doi.org/10.1016/j.chemosphere.2021.131513 DOI: https://doi.org/10.1016/j.chemosphere.2021.131513
Izydorczyk, G., Mikula, K., Skrzypczak, D., Moustakas, K., Witek-Krowiak, A., & Chojnacka, K. (2021). Potential environmental pollution from copper metallurgy and methods of management. Environmental Research, 197, 111050. https://doi.org/10.1016/j.envres.2021.111050 DOI: https://doi.org/10.1016/j.envres.2021.111050
Wolkersdorfer, C. & Mugova, E. (2022). Effects of mining on surface water. Encyclopedia of Inland Waters. https://doi.org/10.1016/B978-0-12-819166-8.00036-0 DOI: https://doi.org/10.1016/B978-0-12-819166-8.00036-0
Monaghan, A. A., Starcher, V., Barron, H. F., Shorter, K., Walker-Verkuil, K., Elsome, J., ... & Callaghan, E. (2022). Drilling into mines for heat: geological synthesis of the UK Geoenergy Observatory in Glasgow and implications for mine water heat resources. Quarterly Journal of Engineering Geology and Hydrogeology, 55(1), qjegh2021-033. https://doi.org/10.1144/qjegh2021-033?ref=pdf&rel=cite-as&jav=VoR DOI: https://doi.org/10.1144/qjegh2021-033
Zhao, P., Zhuo, R., Li, S., Lin, H., Shu, C. M., Shuang, H., & Wei, Z. (2023). Greenhouse gas protection and control based upon the evolution of overburden fractures under coal mining: A review of methods, influencing factors, and techniques. Energy. https://doi.org/10.1016/j.energy.2023.129158 DOI: https://doi.org/10.1016/j.energy.2023.129158
Keenan, J. & Holcombe, S. (2021). Mining as a temporary land use: A global stocktake of post-mining transitions and repurposing. The Extractive Industries and Society. https://doi.org/10.1016/j.exis.2021.100924 DOI: https://doi.org/10.1016/j.exis.2021.100924
Rangel-Buitrago, N., Neal, W., Pilkey, O., & Longo, N. (2023). The global impact of sand mining on beaches and dunes. Ocean & Coastal Management, 235, 106492. https://doi.org/10.1016/j.ocecoaman.2023.106492 DOI: https://doi.org/10.1016/j.ocecoaman.2023.106492
Sadiq, M., Ngo, T. Q., Pantamee, A. A., Khudoykulov, K., Ngan, T. T., & Tan, L. P. (2023). The role of environmental social and governance in achieving sustainable development goals: evidence from ASEAN countries. Economic research-Ekonomska istraživanja, 36(1), 170-190. https://doi.org/10.1080/1331677X.2022.2072357 DOI: https://doi.org/10.1080/1331677X.2022.2072357
Kart, A. & Kart, M. (2021). Academic and social effects of inclusion on students without disabilities: A review of the literature. Education Sciences. https://doi.org/10.3390/educsci11010016 DOI: https://doi.org/10.3390/educsci11010016
Ahmad, M., Ahmed, Z., Majeed, A., & Huang, B. (2021). An environmental impact assessment of economic complexity and energy consumption: does institutional quality make a difference? Environmental Impact Assessment Review, 89, 106603. https://doi.org/10.1016/j.eiar.2021.106603 DOI: https://doi.org/10.1016/j.eiar.2021.106603
Pfajfar, G., Shoham, A., Małecka, A., & Zalaznik, M. (2022). Value of corporate social responsibility for multiple stakeholders and social impact–Relationship marketing perspective. Journal of business research. https://doi.org/10.1016/j.jbusres.2022.01.051 DOI: https://doi.org/10.1016/j.jbusres.2022.01.051
Baloch, Q. B., Shah, S. N., Iqbal, N., Sheeraz, M., Asadullah, M., Mahar, S., & Khan, A. U. (2023). Impact of tourism development upon environmental sustainability: a suggested framework for sustainable ecotourism. Environmental Science and Pollution Research, 30(3), 5917-5930. https://doi.org/10.1007/s11356-022-22496-w DOI: https://doi.org/10.1007/s11356-022-22496-w
Zallio, M. & Clarkson, P. J. (2022). Designing the metaverse: A study on inclusion, diversity, equity, accessibility and safety for digital immersive environments. Telematics and Informatics. https://doi.org/10.1016/j.tele.2022.101909 DOI: https://doi.org/10.1016/j.tele.2022.101909
Baba, S., Mohammad, S., & Young, C. (2021). Managing project sustainability in the extractive industries: Towards a reciprocity framework for community engagement. International Journal of Project Management, 39(8), 887-901. https://doi.org/10.1007/s11356-022-22496-w DOI: https://doi.org/10.1016/j.ijproman.2021.09.002
O’Brien, R. M., Phelan, T. J., Smith, N. M., & Smits, K. M. (2021). Remediation in developing countries: A review of previously implemented projects and analysis of stakeholder participation efforts. Critical Reviews in Environmental Science and Technology, 51(12), 1259-1280. https://doi.org/10.1080/10643389.2020.1755203 DOI: https://doi.org/10.1080/10643389.2020.1755203
Prno, J., Pickard, M., & Kaiyogana, J. (2021). Effective community engagement during the environmental assessment of a mining project in the Canadian Arctic. Environmental management. https://doi.org/10.1007/s00267-021-01426-5 DOI: https://doi.org/10.1007/s00267-021-01426-5
Chipangamate, N. S., Nwaila, G. T., Bourdeau, J. E., & Zhang, S. E. (2023). Integration of stakeholder engagement practices in pursuit of social licence to operate in modernising mining industry. Resources Policy, 85, 103851. https://doi.org/10.1016/j.ijproman.2021.09.002. DOI: https://doi.org/10.1016/j.resourpol.2023.103851
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