Education demand has historically been derived from labor demand. When occupations expanded, wage premiums persisted, and career ladders lengthened, education and training providers experienced durable growth.

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Artificial intelligence introduces structural change by separating headcount growth from skill premium growth and by compressing portions of occupational ladders.

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This paper provides a structured system for interpreting how AI reshapes labor markets and where economic value migrates across the education–training–employment continuum...