Finally, just in January GIO Center impacted 88 TPH grinding throughput, and after 41 days of operation, a direct impact on performance of 197 TPH has been quantified: equivalent to USD 8.7 million. Figure 16 – Benefit quantification ACKNOWLEDGEMENTS The authors would like to express their sincere appreciation and acknowledge for the support received throughout the development and implementation of this work. Special recognition is extended to Wang Xing Chief Executive Officer, Heguo Jiang Vice President of Operations, Javier Santa María Vice President of Human Resources, and Álvaro Barrenechea Corporate Communications and Image Manager. Their strategic vision, continuous support, and commitment to operational excellence were instrumental in enabling this initiative. REFERENCES Muñoz, A. (2020). Lean Pull Mine-to-Marketing Value Stream Management. Published on LinkedIn. Muñoz, A.; Albarracín, L.; Ampuero, P.; Portocarrero, J.; Quincho, J. (2022). Online Data Integration Mine to Plant (ODJIT). 6th APC Congress. Cobeñas, J.; Muñoz, A.; Ampuero, P. (2023). Operational Decisions Just-In-Time (ODJIT). 7th APC Congress. Muñoz, A.; Carrillo, P.; Condori, M. (2023). Mine-to-Marketing Lean Pull Value Stream Management. Keynote lecture, College of Engineers of Peru, Junín Regional Council. 98
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