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Comparison · dataset August 2026

Childcare Worker vs Social Worker: which is more exposed to AI?

Social Worker carries 12 points more AI exposure than Childcare Worker.

Social Worker sits at 26% time-weighted AI exposure against 14% for Childcare Worker, a 12-point gap driven by the 0% of social worker work time that current models can already substitute outright. Childcare Worker holds a larger human-critical core — 71% of the role's time sits in work like "comfort and emotionally support kids" that models score poorly on. The two sit in different families — Personal Care & Service and Social Services — so any move between them is a career change, not a lateral step.

12PP GAP

Seven dimensions, side by side.

METRICCHILDCARE WORKERSOCIAL WORKERDELTA
AI exposure14%26%12pp gap
Resilience score86/10089/1003pt gap
Substitutable work time11%0%Fully automatable today
Human-critical work time71%74%Models score poorly here
Median salary$30k$58k$28k apart
10-year growth-2%7%Social Worker
US workforce900k714kBLS OEWS
Task level

What actually creates the gap.

Childcare Workers spend 11% of their time-weighted week on tasks a current model can produce end-to-end, against 0% for Social Workers. The single largest contributor is "write daily parent updates", graded at 76% and worth 4% of the role's time. That one task accounts for more of the gap than any difference in seniority, tooling, or industry.

Childcare Worker
MOST EXPOSED TASKS
  • Write daily parent updates76% · 4% time
  • Track attendance and records72% · 3% time
  • Plan activities and curricula68% · 4% time
HUMAN-CRITICAL CORE
  • Comfort and emotionally support kids3% · 16% time
  • Supervise children's safety4% · 26% time
  • Manage behavior with patience5% · 10% time
Social Worker
MOST EXPOSED TASKS
    HUMAN-CRITICAL CORE
    • Crisis intervention6% · 18% time
    • Client advocacy and support8% · 14% time
    • Therapeutic counselling11% · 8% time
    What transfers

    Both roles lean on social, judgement — that is the part of your experience that travels intact. The real divide is manual: Childcare Workers score 68 there against 24 for Social Workers, a 44-point spread. That is the gap you would actually have to close.

    DIMENSIONCHILDCARE WORKERSOCIAL WORKER
    Manual6824
    Cognitive3068
    Judgement6092
    Switching between them
    HighDIFFICULTY

    Social Worker appears in our dataset as a mapped adjacent career for Childcare Workers: the move raises exposure by 12 points, landing at 26%. Switch difficulty reads high — capability profiles are 29 points apart on average.

    Score your own exposure in 8 questions →

    Common questions.

    Is Childcare Worker or Social Worker more at risk from AI?

    Social Worker. It scores 26% time-weighted AI exposure against 14% for Childcare Worker — a 12-point gap. 0% of social worker work time is already fully substitutable by current models, versus 11% for Childcare Workers.

    Which pays more, Childcare Worker or Social Worker?

    Social Worker, by roughly $28k at the median ($58k versus $30k). Note that the higher-paying role here is also the more AI-exposed one, which matters if you are weighing pay against durability.

    Can a childcare worker switch to being a social worker?

    Social Worker appears in our dataset as a mapped adjacent career for Childcare Workers: the move raises exposure by 12 points, landing at 26%. Switch difficulty reads high — capability profiles are 29 points apart on average.

    Which role is growing faster, Childcare Worker or Social Worker?

    Social Worker, at 7% projected ten-year growth versus -2% — a 9-point difference. Growth and AI exposure are separate signals: a role can grow in headcount while the content of the work is substantially rewritten.

    Methodology
    Scores are time-weighted across each role's canonical O*NET tasks, graded against current frontier-model capability. How we score.