Gini Loh System Tools

AI Automation Index

Will AI Replace Childcare Workers?

Task-level automation exposure for Childcare Workers: 24 O*NET tasks scored against their work activities, plus the simulator.

E-E-A-T Verified
Developed & audited by Gini Loh

Automation Exposure

29% weighted task index

24 of 24 tasks scored

Median Salary

$34,980 / year

BLS OEWS, May 2025 — this exact occupation

Employment Level

Very High

518,910 people hold this job — size, not growth

Projected 2025–35

-2.0% employment change

150,300 openings a year · BLS line item

Pay by state

BLS OEWS publishes 54 state estimates for this occupation. Each is its own survey estimate, not the national median adjusted for local prices.

$22,020 – $47,340

Highest medians

District of Columbia $47,340
Washington $41,680
Massachusetts $40,900
Colorado $40,750
California $40,020

Lowest medians

Guam $22,020
Mississippi $22,050
Puerto Rico $22,600
Alabama $22,720
Louisiana $22,900

State figures come from the 39-9011 row in the May 2025 state panel. States where the estimate was suppressed or too small to publish are absent.

What the score is made of

Each task is mapped to its work activities, scored for AI automation potential, and weighted by how important those activities are to the job. These are the components.

Automation potential 29%

Importance-weighted mean of the scored tasks. This is the headline index.

Physical work 28%

Share of weighted tasks in hands-on or machine-operating work activities.

Judgment & influence 54%

Share in analysis, decisions, teaching, directing, advising, or caring for others.

Routine administration 9%

Share in documenting, recording, and administrative activities.

Rewritten by O*NET 0%

Share of weighted tasks O*NET rewrote in a recent update. Reported, not folded into the score.

Consequence of error 5/100 Low

O*NET's own rating of how serious an uncorrectable mistake would be here — respondents, not us. Deliberately not in the index: the score measures what AI can do with the task content, and multiplying it by stakes would be our judgment dressed as data.

Constituent Task Mix

24 tasks for this occupation, weighted by work-activity importance. Shares below are of total task weight, not task count.

High exposure (≥ 60% of the task is automatable) 9%

2 tasks

Medium exposure (≥ 35%) 34%

8 tasks

Low exposure (below 35%) 57%

14 tasks

How would you survive?

Move your week away from the high-exposure tasks and toward the ones that need judgment. The simulator recalculates the index as you shift the mix.

Simulate Upskilling →

Constituent Tasks

#18756 · Core · 10% automatable

Maintain a safe play environment.

physical manipulation — Ensuring child physical safety requires presence

Arrange childcare or educational settings to ensure physical safety of children.
#2336 · Core · 38% automatable

Observe and monitor children's play activities.

situated mobility — Live monitoring of people in physical settings

Monitor activities of individuals to ensure safety or compliance with rules.
#18757 · Core · 45% automatable

Communicate with children's parents or guardians about daily activities, behaviors, and related issues.

interpersonal — Child development discussion needs live human presence

Discuss child development and behavior with parents or guardians.
#2331 · Core · 25% automatable

Support children's emotional and social development, encouraging understanding of others and positive self-concepts.

interpersonal — Comfort and encouragement need live emotional presence

Provide counsel, comfort, or encouragement to individuals or families.
#2332 · Core · 10% automatable

Care for children in institutional setting, such as group homes, nursery schools, private businesses, or schools for people with disabilities.

physical manipulation — Hands-on support for special-needs individuals

Assist individuals with special needs.
#2333 · Core · 10% automatable

Sanitize toys and play equipment.

physical manipulation — Tool cleaning is physical manipulation

Clean tools or equipment.
#2346 · Core · 5% automatable

Dress children and change diapers.

physical manipulation — Physical care of children in real world

Provide for basic needs of children.
#2337 · Core · 72% automatable

Keep records on individual children, including daily observations and information about activities, meals served, and medications administered.

text generation — Maintain client records; human owns sensitive judgment

Maintain client information or service records.
#2335 · Core · 37% automatable

Identify signs of emotional or developmental problems in children and bring them to parents' or guardians' attention.

interpersonal — Child development discussion needs live human presence

Monitor health or behavior of people or animals. Discuss child development and behavior with parents or guardians.
#2338 · Core · 40% automatable

Instruct children in health and personal habits, such as eating, resting, and toilet habits.

interpersonal — Hygiene teaching is interpersonal and situational

Teach health or hygiene practices.
#2342 · Core · 6% automatable

Organize and store toys and materials to ensure order in activity areas.

physical manipulation — Arranging items is physical placement

Arrange items for use or display.
#18761 · Core · 60% automatable

Perform general administrative tasks, such as taking attendance, editing internal paperwork, and making phone calls.

text generation — Broad clerical tasks partly automatable, human oversees exceptions

Perform administrative or clerical tasks.
#18759 · Core · 55% automatable

Create developmentally appropriate lesson plans.

text generation — Drafts training programs; needs analysis and delivery human

Develop educational or training programs.
#2348 · Core · 10% automatable

Perform housekeeping duties, such as laundry, cleaning, dish washing, and changing of linens.

physical manipulation — Housekeeping is physical labor in varied spaces

Perform housekeeping duties.
#2339 · Core · 25% automatable

Read to children and teach them simple painting, drawing, handicrafts, and songs.

interpersonal — Daily living skills taught in person with feedback

Teach daily living skills or behaviors.
#18758 · Core · 5% automatable

Assist in preparing food and serving meals and refreshments to children.

physical manipulation — Hands-on meal preparation

Prepare foods or meals.
#2334 · Core · 25% automatable

Discipline children and recommend or initiate other measures to control behavior, such as caring for own clothing and picking up toys and books.

interpersonal — Daily living skills taught in person with feedback

Teach daily living skills or behaviors.
#18760 · Core · 55% automatable

Regulate children's rest periods.

decision support — Drafting schedules; family context needs human tailoring

Develop daily schedules for children or families.
#18762 · Core · 40% automatable

Organize and participate in recreational activities and outings, such as games and field trips.

interpersonal — Event organizing aided; logistics and presence human

Organize recreational activities or events.
#2344 · Supplemental · 10% automatable

Sterilize bottles and prepare formulas.

physical manipulation — Tool cleaning is physical manipulation

Clean tools or equipment.
#2347 · Supplemental · 25% automatable

Help children with homework and school work.

interpersonal — Daily living skills taught in person with feedback

Teach daily living skills or behaviors.
#18763 · Supplemental · 15% automatable

Provide care for children with physical, developmental, or mental health disabilities.

interpersonal — Therapeutic mental health care is relational

Care for patients with mental illnesses.
#18764 · Supplemental · 50% automatable

Perform general personnel functions, such as supervision, training, and scheduling.

decision support — Assignments drafted; accountability and negotiation human

Assign duties or work schedules to employees. Train service staff. Perform human resources activities.
#2349 · Supplemental · 4% automatable

Accompany children to and from school, on outings, and to medical appointments.

situated mobility — Physically accompanying groups in real environments

Accompany individuals or groups to activities.
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Community Sentiment

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Method

How this was scored

  1. 1. Tasks. O*NET task statements for this occupation, from a release whose newest record is dated 08/2026.
  2. 2. Work activities. Each task maps to 1–5 Detailed Work Activities; each activity belongs to one of 41 Generalized Work Activities that O*NET rates for importance (1–5) in this occupation.
  3. 3. Automation potential. Every work activity carries one score for how far current AI can perform it end-to-end. Tasks inherit the mean of their activities.
  4. 4. Weighting. Task weight = 0.35 + 0.65 × (importance − 1)/4, scaled by how often the task is performed and by 0.7 for Supplemental tasks. Importance is the task's own O*NET rating where it exists (18,369 of 18,838 tasks); the rest inherit their work activities' importance. The index is the weighted mean.

Check: across the 910 occupations where O*NET also rates how far machine speed sets the pace, this index moves opposite to it (Spearman ρ = -0.49). The more a job is paced by equipment, the less of its task content AI can address — the relationship you would expect if the scoring is working.

Sources · O*NET 31.0 (task records to 08/2026) · BLS OEWS May 2025 · BLS projections 2025-2035 · rubric v2.1 · tasks for O*NET, not a forecast

See the full method →

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