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Comparison · dataset August 2026

Childcare Worker vs School Counselor: which is more exposed to AI?

School Counselor carries 8 points more AI exposure than Childcare Worker.

School Counselor sits at 22% time-weighted AI exposure against 14% for Childcare Worker, an 8-point gap driven by the 15% of school counselor 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 Education — so any move between them is a career change, not a lateral step.

8PP GAP

Seven dimensions, side by side.

METRICCHILDCARE WORKERSCHOOL COUNSELORDELTA
AI exposure14%22%8pp gap
Resilience score86/10082/1004pt gap
Substitutable work time11%15%Fully automatable today
Human-critical work time71%66%Models score poorly here
Median salary$30k$62k$32k apart
10-year growth-2%4%School Counselor
US workforce900k330kBLS OEWS
Task level

What actually creates the gap.

Both roles hand a similar slice of the week to substitutable work — 11% for Childcare Workers, 15% for School Counselors — but it is different work. Childcare Worker exposure concentrates in "write daily parent updates"; School Counselor exposure concentrates in "build class schedules". Two roles can share a score and face completely different disruption timelines.

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
School Counselor
MOST EXPOSED TASKS
  • Build class schedules80% · 6% time
  • Maintain student records76% · 4% time
  • Draft recommendation letters74% · 5% time
HUMAN-CRITICAL CORE
  • Respond to student crises5% · 14% time
  • Counsel students one-on-one8% · 26% time
  • Mediate conflicts and bullying cases10% · 10% 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 6 for School Counselors, a 62-point spread. That is the gap you would actually have to close.

DIMENSIONCHILDCARE WORKERSCHOOL COUNSELOR
Manual686
Cognitive3054
Judgement6082
Switching between them
HighDIFFICULTY

School Counselor appears in our dataset as a mapped adjacent career for Childcare Workers: the move raises exposure by 8 points, landing at 22%. Switch difficulty reads high — capability profiles are 30 points apart on average.

Score your own exposure in 8 questions →

Common questions.

Is Childcare Worker or School Counselor more at risk from AI?

School Counselor. It scores 22% time-weighted AI exposure against 14% for Childcare Worker — an 8-point gap. 15% of school counselor work time is already fully substitutable by current models, versus 11% for Childcare Workers.

Which pays more, Childcare Worker or School Counselor?

School Counselor, by roughly $32k at the median ($62k 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 school counselor?

School Counselor appears in our dataset as a mapped adjacent career for Childcare Workers: the move raises exposure by 8 points, landing at 22%. Switch difficulty reads high — capability profiles are 30 points apart on average.

Which role is growing faster, Childcare Worker or School Counselor?

School Counselor, at 4% projected ten-year growth versus -2% — a 6-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.