Beyond Skills: Rethinking Human Capital in AI-Driven Organizations in Emerging Economies

Artificial intelligence is transforming workforce development by expanding the concept of human capital beyond conventional reskilling and upskilling approaches. Evidence from Indonesian organizations across education, finance, and digital services highlights the growing importance of continuous adaptation, human–AI collaboration, hybrid competencies, and informal learning ecosystems. The concept of Adaptive Human Capital emphasizes that human capabilities are dynamic, relational, and shaped by specific contexts. This perspective provides organizations with practical guidance to develop more flexible and future-ready workforce strategies in AI-driven environments.

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Edge AI: Why It Could Be the Next Strategic Frontier for Thai Enterprises