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https://arxiv.org/abs/2606.23633

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A set of exposure scores calculated in 2023 has become a central empirical input to the future of work debate.

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The first is structural, between what static exposure scores measure and what policy questions actually require.

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The policy-relevant work which ask who is harmed, who benefits, how, and when, continues to reference the static GPTs are GPTs scores without engagement with the methodological updates that would let these questions be answered more reliably.

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policymakers must widen their evidence base, engage workers as epistemic partners, and shift from prediction to preparedness

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Better measurement matters, but it will not close the second gap alone.

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  1. Aug 11, 2026Entered the graphEntered the graph; copy stored