Track 1: AI and Data-Driven Decision Making

months. Key contributions include the integration of validation mechanisms for process safety assurance and the demonstration of MDM's role in accelerating progression toward Mining 4.0 and an Integrated Mining Enterprise (IME). Beyond technical outcomes, the initiative fostered cultural shifts toward data-driven collaboration, positioning information as a strategic asset for sustainable performance. Future work should explore scaling MDM to additional Nexa sites, incorporating advanced analytics (e.g., predictive modeling) and evaluating long-term impacts on safety KPIs and resource recovery. This case reinforces that robust data governance is not merely a technological upgrade, but a foundational capability for achieving competitive advantage in complex underground mining environments. 7. ACKNOWLEDGEMENTS The authors would like to express their sincere appreciation to the Nexa Aripuanã team for their dedication and collaborative efforts in successfully implementing the Deswik MDM platform, which were instrumental to the project's outcomes. Special recognition is also extended to the technical support team from Deswik Brasil for their expertise, guidance, and ongoing assistance throughout the deployment process. 8. REFERENCES Brodny, J., and Tutak, M., 2022. Evaluation of data-driven decision-making implementation in the mining industry. Journal of the Southern African Institute of Mining and Metallurgy, Vol. 122, No. 3. https://doi.org/10.17159/2411-9717/1826/2022 Cacciuttolo, C., Atencio, E., Komarizadehasl, S., and Lozano-Galant, J.A., 2025. Development of an advanced multi-layer Digital Twin conceptual framework for underground mining. Sensors, Vol. 25, No. 21, p. 6650. https://doi.org/10.3390/s25216650 Cordeiro, V. R. N., & Hauschild, C. K. (2025). Integração de ferramentas de BI na mineração, um exemplo prático de sua aplicação no planejamento de mina. In Anais do 12º Congresso Brasileiro de Mina a Céu Aberto e Mina Subterrânea (CBMina 2025). Galoá Proceedings. https://proceedings.science/cbmina-2025/trabalhos/integracao-de-ferramentas-debi-na-mineracao-um-exemplo-pratico-de-sua-aplicacao. Deswik, 2020. Deswik MDM providing technical data management efficiency—OZ Minerals Prominent Hill case study. Deswik Technical White Paper. https://www.deswik.com/casestudies/deswik-mdm-providing-technical-data-managementefficiency Deswik, 2024. Boliden MDM implementation outcomes. Deswik Case Study Library. https://www.deswik.com/products/mdm Global Mining Guidelines Group (GMG), 2019. Guideline for Implementing Short Interval Control in Underground Mining Operations. GMG-ICG-119-v01-01. https://gmggroup.org/publication-guideline-implementing-short-interval-control-underground-

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