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AI Automation Index
Task-level automation exposure for Career/Technical Education Teachers, Postsecondary: 20 O*NET tasks scored against their work activities, plus the simulator.
Automation Exposure
20 of 20 tasks scored
Median Salary
BLS OEWS, May 2025 — this exact occupation
Employment Level
114,110 people hold this job — size, not growth
Projected 2025–35
8,000 openings a year · BLS line item
BLS OEWS publishes 52 state estimates for this occupation. Each is its own survey estimate, not the national median adjusted for local prices.
$42,470 – $82,620
Highest medians
Lowest medians
State figures come from the 25-1194 row in the May 2025 state panel. States where the estimate was suppressed or too small to publish are absent.
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.
Importance-weighted mean of the scored tasks. This is the headline index.
Share of weighted tasks in hands-on or machine-operating work activities.
Share in analysis, decisions, teaching, directing, advising, or caring for others.
Share in documenting, recording, and administrative activities.
Share of weighted tasks O*NET rewrote in a recent update. Reported, not folded into the score.
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.
20 tasks for this occupation, weighted by work-activity importance. Shares below are of total task weight, not task count.
12 tasks
6 tasks
2 tasks
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 →Observe and evaluate students' work to determine progress, provide feedback, and make suggestions for improvement.
decision support — Grading aided; rubric judgment and accountability human
Present lectures and conduct discussions to increase students' knowledge and competence using visual aids, such as graphs, charts, videotapes, and slides.
interpersonal — Selecting and applying methods to real learners is human
Supervise and monitor students' use of tools and equipment.
data analysis — AI grades and tracks metrics; human interprets holistically
Administer oral, written, or performance tests to measure progress and to evaluate training effectiveness.
interpersonal — Test administration requires proctoring and live interaction
Provide individualized instruction and tutorial or remedial instruction.
interpersonal — AI can tutor content; diagnosing learner needs is human
Prepare reports and maintain records, such as student grades, attendance rolls, and training activity details.
text generation — Draft student activity/performance reports from records
Develop curricula and plan course content and methods of instruction.
text generation — Drafts activity plans; educator adapts to learners
Determine training needs of students or workers.
decision support — Needs student interaction and professional judgment
Supervise independent or group projects, field placements, laboratory work, or other training.
interpersonal — Mentoring students requires relationship and judgment
Integrate academic and vocational curricula so that students can obtain a variety of skills.
interpersonal — Vocational instruction blends demo, supervision, hands-on
Select and assemble books, materials, supplies, and equipment for training, courses, or projects.
data analysis — Materials inventory records and forecasting automatable
Conduct on-the-job training classes or training sessions to teach and demonstrate principles, techniques, procedures, or methods of designated subjects.
interpersonal — Vocational instruction blends demo, supervision, hands-on
Acquire, maintain, and repair laboratory equipment and tools.
data analysis — Materials inventory records and forecasting automatable
Prepare outlines of instructional programs and training schedules and establish course goals.
text generation — Drafts instructional objectives; educator refines and validates
Advise students on course selection, career decisions, and other academic and vocational concerns.
interpersonal — Career guidance drafted; mentor relationship human
Participate in conferences, seminars, and training sessions to keep abreast of developments in the field, and integrate relevant information into training programs.
interpersonal — Attending meetings requires physical human presence
Develop teaching aids, such as instructional software, multimedia visual aids, or study materials.
text generation — Generate learning content; human owns pedagogy
Serve on faculty and school committees concerned with budgeting, curriculum revision, and course and diploma requirements.
interpersonal — Committee service requires presence, negotiation, accountability
Arrange for lectures by experts in designated fields.
data analysis — AI builds instructional schedules; human adjusts
Review enrollment applications and correspond with applicants to obtain additional information.
data analysis — Registration data entry automatable; verification and exceptions human
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<script src="https://giniloh.com/embed.js" async></script> Community Sentiment
Do you agree with the AI automation risk score calculated for this occupation?
Method
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 →Related Article
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