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Knowledge work distribution before and after AI
As AI handles complex technical work, uniquely human capabilities –empathy, collaboration, strategic thinking– become the most valuable economic assets.
Knowledge work distribution before and after AI
As AI handles complex technical work, uniquely human capabilities –empathy, collaboration, strategic thinking– become the most valuable economic assets.
Skills obsolescence
Organisations with embedded learning cultures, leadership engagement and accessible training resources showed greater employee resilience.
Skills obsolescence
Organisations with embedded learning cultures, leadership engagement and accessible training resources showed greater employee resilience.
Worker specialisation & occupational vulnerability
Low-specialisation "generalists" were highly mobile when routine occupations declined, high-specialisation workers largely remained in declining roles.
Worker specialisation & occupational vulnerability
Low-specialisation "generalists" were highly mobile when routine occupations declined, high-specialisation workers largely remained in declining roles.
