Instructional Coordinators
Education & TrainingAI exposure
- Data source: BLSPublished: '26.08
Very high· relative
LowFour relative bandsVery highGroup-level value
Scale, basis and source
Four relative bands (Low / Moderate / High / Very high)
831 detailed occupations in the BLS Employment Projections table. Assigned per National Employment Matrix (NEM) code, so occupations sharing a NEM code carry the same band
- Data source: AnthropicPublished: '26.03
0.304
0.000Range of values carried here0.745Scale, basis and source
- Data source: ILOPublished: '25
0.39
0.09Range of values carried here0.70Group-level value
Scale, basis and source
Generative AI exposure index, 0–1 as published
ISCO-08 unit group — every occupation sharing the code gets this value
Computed by this site, not published by the ILO: of the 1,012 occupations this site links to the ILO dataset, 44% score at or above this value.
What kind of figure this source publishes
The BLS category is a relative rank, not an absolute level, and it is not a first-hand measurement: it groups an occupation's percentile ranks across several published studies into four bands. It is not an employment or wage forecast, not a probability of adoption, and it does not separate automation from augmentation.
Task-level exposure
Exposed tasks only| Task | Claude.aiRaw / share % | APIRaw / share % |
|---|---|---|
Develop instructional materials to be used by educators and instructors.25-9031 | 1.003642.5 | 0.237539.9 |
Develop instructional materials, such as lesson plans, handouts, or examinations.25-9031 | 0.788633.4 | 0.185931.2 |
Edit instructional materials, such as books, simulation exercises, lesson plans, instructor guides, and tests.25-9031 | 0.15506.6 | 0.03756.3 |
Provide technical advice on the use of current instructional technologies, including computer-based training, desktop videoconferencing, multimedia, and distance learning technologies.25-9031 | 0.08643.7 | 0.01021.7 |
Advise and teach students.25-9031 | 0.06652.8 | 0.00270.4 |
Adapt instructional content or delivery methods for different levels or types of learners.25-9031 | 0.05192.2 | 0.01572.6 |
Provide technical support to clients in the implementation of designed instruction or in task analyses and instructional systems design.25-9031 | 0.02821.2 | 0.01432.4 |
Develop instructional materials and products for technology-based redesign of courses.25-9031 | 0.02651.1 | 0.01522.6 |
Teach instructors to use instructional technology or to integrate technology with teaching.25-9031 | 0.02261.0 | 0.00200.3 |
Develop measurement tools to evaluate the effectiveness of instruction or training interventions.25-9031 | 0.01460.6 | —0 |
| Not observed on any surface — 15 task(s) — These tasks have no row in the source for this release. The 0 in the share row is a display-stage composition ratio; absence is what the — in the raw row states. | ||
Conduct or participate in workshops, committees, and conferences designed to promote the intellectual, social, and physical welfare of students. | —0 | —0 |
Advise teaching and administrative staff in curriculum development, use of materials and equipment, and implementation of state and federal programs and procedures. | —0 | —0 |
Recommend, order, or authorize purchase of instructional materials, supplies, equipment, and visual aids designed to meet student educational needs and district standards. | —0 | —0 |
Interpret and enforce provisions of state education codes and rules and regulations of state education boards. | —0 | —0 |
Confer with members of educational committees and advisory groups to obtain knowledge of subject areas and to relate curriculum materials to specific subjects, individual student needs, and occupational areas. | —0 | —0 |
Observe work of teaching staff to evaluate performance and to recommend changes that could strengthen teaching skills. | —0 | —0 |
Update the content of educational programs to ensure that students are being trained with equipment and processes that are technologically current. | —0 | —0 |
Address public audiences to explain program objectives and to elicit support. | —0 | —0 |
Prepare or approve manuals, guidelines, and reports on state educational policies and practices for distribution to school districts. | —0 | —0 |
Develop classroom-based and distance learning training courses, using needs assessments and skill level analyses. | —0 | —0 |
Inspect instructional equipment to determine if repairs are needed and authorize necessary repairs. | —0 | —0 |
Coordinate activities of workers engaged in cataloging, distributing, and maintaining educational materials and equipment in curriculum libraries and laboratories. | —0 | —0 |
Provide analytical support for the design and development of training curricula, learning strategies, educational policies, or courseware standards. | —0 | —0 |
Interview subject matter experts or conduct other research to develop instructional content. | —0 | —0 |
Conduct needs assessments and strategic learning assessments to develop the basis for curriculum development or to update curricula. | —0 | —0 |
Values in this tab are predicted labels, not observations. Eloundou et al. (2023) published two rating regimes — human raters and GPT-4 — and the β shown here is derived from the GPT-4 rater basis alone; the same task can take a different value under the other regime. The unit and the meaning differ from the observed shares (%) in the other tabs, so do not place them on the same axis.
| Task | βE1 + 0.5 × E2 |
|---|---|
Interpret and enforce provisions of state education codes and rules and regulations of state education boards.O*NET Task ID 6867 | 1.0 |
Prepare or approve manuals, guidelines, and reports on state educational policies and practices for distribution to school districts.O*NET Task ID 6878 | 1.0 |
Define instructional, learning, or performance objectives.O*NET Task ID 22441 | 1.0 |
Develop instructional materials, such as lesson plans, handouts, or examinations.O*NET Task ID 22444 | 1.0 |
Develop master course documentation or manuals according to applicable accreditation, certification, or other requirements.O*NET Task ID 22445 | 1.0 |
Edit instructional materials, such as books, simulation exercises, lesson plans, instructor guides, and tests.O*NET Task ID 22447 | 1.0 |
Advise teaching and administrative staff in curriculum development, use of materials and equipment, and implementation of state and federal programs and procedures.O*NET Task ID 6865 | 0.5 |
Recommend, order, or authorize purchase of instructional materials, supplies, equipment, and visual aids designed to meet student educational needs and district standards.O*NET Task ID 6866 | 0.5 |
Research, evaluate, and prepare recommendations on curricula, instructional methods, and materials for school systems.O*NET Task ID 6870 | 0.5 |
Prepare grant proposals, budgets, and program policies and goals or assist in their preparation.O*NET Task ID 6873 | 0.5 |
Conduct or participate in workshops, committees, and conferences designed to promote the intellectual, social, and physical welfare of students.O*NET Task ID 6863 | 0.0 |
Plan and conduct teacher training programs and conferences dealing with new classroom procedures, instructional materials and equipment, and teaching aids.O*NET Task ID 6864 | 0.0 |
Observe work of teaching staff to evaluate performance and to recommend changes that could strengthen teaching skills.O*NET Task ID 6871 | 0.0 |
Address public audiences to explain program objectives and to elicit support.O*NET Task ID 6876 | 0.0 |
β = E1 + 0.5 × E2 · E1 = tasks where direct LLM access alone cuts time by at least 50%, E2 = tasks where software built on top of an LLM cuts time by at least 50%. Values take only 0 / 0.5 / 1.0.
Data sources & licenses — O*NET®, Anthropic Economic Index, Eloundou et al. (2023): see full notices on the Credits page