AI exposure: Career/Technical Education Teachers, Middle School
Teach occupational, vocational, career, or technical subjects to students at the middle, intermediate, or junior high school level.
Reading this score
computed35.5% of this occupation's weighted task load is exposed, which puts Career/Technical Education Teachers, Middle School at the 62th percentile of 923 occupations. The capability is largely there. Its average task scores 2.2 out of 4 on what a current system can produce, and the frictions that hold other jobs in place are comparatively weak here.
What holds the line here is context. Across this occupation's 31 tasks it averages 1.98 out of 3, the highest of the five friction dimensions. In plain terms, the work depends on knowledge the model cannot hold. Much of this job runs on things that were never written down: what this particular organisation does, what happened last week, what the person across the table actually meant. That context is the barrier, and it erodes as systems are given more access.
The most exposed thing this job does is Establish clear objectives for all lessons, units, and projects, and communicate those..., at 86.7%. The least is Perform administrative duties, at 0.0%. A gap of 86.7% between two parts of the same job is the reason this index publishes at task level. An occupation-wide number would have hidden both.
Within educational instruction and library occupations, this one is less exposed than the median of 42.4% across the group's 62 roles, with 42 scoring higher. Being in an exposed family does not make a particular job exposed, and the reverse holds too.
What would move this score. Of 31 tasks, 16 are currently banded exposed, 4 assisted and 11 untouched. For that distribution to shift materially would take systems being given deeper access to the organisation's own records and history, which is already happening. The score is re-computed every quarter against a fresh capability reference, and the change is published rather than quietly applied.
Task by task
31 tasks, O*NET 31.0| Task | Exposed | Assisted | Untouched | Importance | Band |
|---|---|---|---|---|---|
| Establish clear objectives for all lessons, units, and projects, and communicate those objectives to students. | 86.7% | 13.3% | 0.0% | 4.18 | exposed |
| Prepare objectives and outlines for courses of study, following curriculum guidelines or requirements of states and schools. | 86.7% | 13.3% | 0.0% | 3.76 | exposed |
| Use computers, audio-visual aids, and other equipment and materials to supplement presentations. | 80.0% | 20.0% | 0.0% | 4.28 | exposed |
| Plan and conduct activities for a balanced program of instruction, demonstration, and work time that provides students with opportunities to observe, question, and investigate. | 80.0% | 20.0% | 0.0% | 4.03 | exposed |
| Prepare for assigned classes and show written evidence of preparation upon request of immediate supervisors. | 76.7% | 23.3% | 0.0% | 3.85 | exposed |
| Maintain accurate and complete student records as required by laws, district policies, and administrative regulations. | 66.7% | 33.3% | 0.0% | 4.08 | exposed |
| Establish and enforce rules for behavior and procedures for maintaining order among students. | 50.0% | 25.0% | 25.0% | 4.36 | exposed |
| Plan and supervise class projects, field trips, visits by guest speakers or other experiential activities, and guide students in learning from those activities. | 50.0% | 25.0% | 25.0% | 3.84 | exposed |
| Prepare reports on students and activities as required by administration. | 50.0% | 25.0% | 25.0% | 3.83 | exposed |
| Assign and grade class work and homework. | 45.0% | 30.0% | 25.0% | 4.13 | exposed |
| Collaborate with other teachers and administrators in the development, evaluation, and revision of middle school programs. | 45.0% | 30.0% | 25.0% | 3.66 | exposed |
| Confer with other staff members to plan and schedule lessons promoting learning, following approved curricula. | 45.0% | 30.0% | 25.0% | 3.63 | exposed |
| Guide and counsel students with adjustments, academic problems, or special academic interests. | 40.0% | 35.0% | 25.0% | 4.08 | exposed |
| Prepare, administer, and grade tests and assignments to evaluate students' progress. | 38.5% | 28.1% | 33.3% | 3.99 | exposed |
| Meet with other professionals to discuss individual students' needs and progress. | 30.0% | 20.0% | 50.0% | 3.89 | exposed |
| Select, store, order, issue, inventory, and maintain classroom equipment, materials, and supplies. | 28.7% | 13.0% | 58.3% | 3.67 | untouched |
| Instruct and monitor students in the use and care of equipment and materials to prevent injuries and damage. | 28.3% | 21.7% | 50.0% | 4.20 | exposed |
| Adapt teaching methods and instructional materials to meet students' varying needs and interests. | 25.0% | 50.0% | 25.0% | 4.28 | assisted |
| Sponsor extracurricular activities, such as clubs, student organizations, and academic contests. | 23.3% | 26.7% | 50.0% | 3.33 | assisted |
| Observe and evaluate students' performance, behavior, social development, and physical health. | 22.2% | 27.8% | 50.0% | 4.15 | assisted |
| Prepare and implement remedial programs for students requiring extra help. | 20.0% | 30.0% | 50.0% | 3.93 | assisted |
| Confer with parents or guardians, other teachers, counselors, and administrators to resolve students' behavioral and academic problems. | 18.8% | 18.8% | 62.5% | 3.97 | untouched |
| Instruct students individually and in groups, using various teaching methods, such as lectures, discussions, and demonstrations. | 11.7% | 13.3% | 75.0% | 4.58 | untouched |
| Prepare students for later educational experiences by encouraging them to explore learning opportunities and to persevere with challenging tasks. | 11.7% | 13.3% | 75.0% | 4.04 | untouched |
| Meet with parents and guardians to discuss their children's progress and to determine priorities for their children and their resource needs. | 10.0% | 15.0% | 75.0% | 4.03 | untouched |
| Provide students with disabilities with assistive devices, supportive technology, and assistance accessing facilities, such as restrooms. | 5.0% | 20.0% | 75.0% | 3.77 | untouched |
| Prepare materials and classrooms for class activities. | 0.0% | 0.0% | 100.0% | 4.43 | untouched |
| Enforce all administration policies and rules governing students. | 0.0% | 0.0% | 100.0% | 4.02 | untouched |
| Attend professional meetings, educational conferences, and teacher training workshops to maintain and improve professional competence. | 0.0% | 0.0% | 100.0% | 3.35 | untouched |
| Attend staff meetings and serve on committees, as required. | 0.0% | 0.0% | 100.0% | 3.35 | untouched |
| Perform administrative duties, such as school library assistance, hall and cafeteria monitoring, and bus loading and unloading. | 0.0% | 0.0% | 100.0% | 3.25 | untouched |
Task text and importance ratings sourced from O*NET 31.0. Shares computed. The occupation score is the importance-weighted mean.
Where the score comes from
judgedEvery task is scored through the standardised work activities it maps to. These are this occupation’s averages on the six rubric dimensions. Capability is what AI can do; the other five are what stands in the way.
| Dimension | Mean | Scale |
|---|---|---|
| Capability | 2.19 | 0-4 |
| Embodiment | 0.82 | 0-3 |
| Presence | 1.60 | 0-3 |
| Accountability | 0.94 | 0-3 |
| Context | 1.98 | 0-3 |
| Verification cost | 1.18 | 0-3 |
What this means in practice
Where most of a role's weighted task load is exposed, the work that survives is usually the part of the job nobody wrote into the job description: deciding what should be produced rather than producing it, and being answerable for the result. The tasks lowest on this page are a better guide to where to spend your time than any general advice about the future of work.
Occupations either side of this one
The four closest scores in the same occupational family, then the four closest anywhere in the index.
Read this carefully. Exposure is not displacement. A high score means current AI systems can produce this work, not that anyone will stop paying a person to do it. Adoption depends on economics, regulation and inertia that this index deliberately does not model. How the score is built.