demographic predictors and repositioning trust from aspiration to measurable organizational variable. Third, the identification of multiple Nash equilibria across work groups provides a diagnostic framework explaining why identical interventions produce heterogeneous outcomes—and how mechanism design can shift payoff structures toward cooperative equilibria. Methodologically, the study operationalizes Standing’s (1997) “skill reproduction security” concept within just transition frameworks and addresses the integration gap that recent Mining 4.0 reviews have explicitly identified (Lund et al., 2024). By illuminating contextual factors that determine learning effectiveness—rather than searching only where it is convenient to look—the diagnostic-before-design approach offers an alternative to the “streetlamp effect” (MacMahon et al., 2024) that characterizes current mining workforce development practice. Next steps include longitudinal validation of projected transition probabilities through ARF implementation monitoring, cross-site replication of the productivity model in analogous mining contexts, and pilot deployment of the adaptive learning system with pre-post competency measurement. The adaptive system’s modular architecture—common core plus dual-track specialization—is designed for contextual calibration to other Mining 4.0 transitions where existing workforces must develop new competencies. The broader aspiration is to demonstrate that workforce renaissance, not replacement, constitutes the responsible path for mining organizations navigating technological transformation. ACKNOWLEDGEMENTS To the workers of the Fire Refining Area. For your courage to learn new skills even when afraid. For trusting me with your stories. For proving that decades of experience, combined with openness to change, creates not obsolescence but renaissance. This research exists because you dared to be vulnerable. Every finding honors your stories. REFERENCES Braun, V., & Clarke, V. (2006). Using thematic analysis in psychology. Qualitative Research in Psychology, 3(2), 77–101. Burke, W. W., & Litwin, G. H. (1992). A causal model of organizational performance and change. Journal of Management, 18(3), 523–545. Chirgwin, S. (2021). Skills development in autonomous mining operations. Resources Policy, 74, 102397. Codoceo-Contreras, L., Rybak, N., & Hassall, M. (2024). Exploring the impacts of automation in the mining industry: A systematic review using natural language processing. Mining Technology, 133(3), 191–213. De Ruyter, A., & Bentley, G. (2024). Just Transition: A global introduction. Geographical Journal, 190(1), 1–18. 227
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