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    "Special Education Preschool Teacher",
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        "note": "How much this job's abilities overlap with what AI systems can do, across many AI capabilities. A relative research score, not a forecast of job loss."
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        "note": "Share of this job's tasks where a large language model plus simple tools could cut the time to do them by at least half. γ is capped at 1.0 and many jobs reach that ceiling, so treat a top score as 'in the top group', not a precise rank."
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        "note": "How applicable today's AI assistants are to this job's activities, measured from real Microsoft Copilot conversations. Applicability is not the same as replacement."
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    "sources": [
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        "source": "bls_employment_projections",
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      {
        "source": "dingel_neiman",
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        "source": "felten_aioe",
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    "dataset": "gold.onet_role_starter_surface",
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    "generatedAt": "2026-06-02T21:00:32.945303+00:00",
    "contentHash": "a4dc689c9b50c9ec"
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