Abstract: The contemporary workforce faces unprecedented transformation driven by technological disruption, demographic shifts, global migration patterns, and environmental crises. While organizational training programs have traditionally centered on employer needs, emerging workplace realities demand a fundamental reorientation toward worker-centered continuous learning. This article examines how industrial-organizational (I-O) psychology must expand beyond organization-centric training models to embrace person-centered lifelong learning approaches that equip individuals—whether organizationally affiliated or not—with capabilities to navigate rapid occupational transitions. We analyze converging forces reshaping work accessibility, explore organizational and individual consequences of inadequate skill development, present evidence-based interventions for fostering adaptive learning cultures, and propose frameworks for building long-term workforce resilience. The future of work requires that I-O practitioners champion equitable learning access, particularly for vulnerable populations including gig workers, informal economy participants, aging employees, and displaced workers. By integrating insights from job crafting, career development, and adult learning sciences, we outline practical pathways for organizations, policymakers, and individuals to cultivate the continuous learning ecosystems essential for thriving amid workplace volatility.
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