AI exposure: Training and Development Specialists
Design or conduct work-related training and development programs to improve individual skills or organizational performance. May analyze organizational training needs or evaluate training effectiveness.
Reading this score
computed41.4% of this occupation's weighted task load is exposed, which puts Training and Development Specialists at the 74th percentile of 923 occupations. The capability is largely there. Its average task scores 2.7 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 20 tasks it averages 1.93 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 Monitor training costs and prepare budget reports to justify expenditures, at 66.7%. The least is Develop or implement training programs related to efficiency, recycling, or other issues with..., at 20.0%. A gap of 46.7% 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 business and financial operations occupations, this one is less exposed than the median of 47.5% across the group's 48 roles, with 31 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 20 tasks, 16 are currently banded exposed, 4 assisted and 0 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
20 tasks, O*NET 31.0| Task | Exposed | Assisted | Untouched | Importance | Band |
|---|---|---|---|---|---|
| Monitor training costs and prepare budget reports to justify expenditures. | 66.7% | 33.3% | 0.0% | 3.82 | exposed |
| Obtain, organize, or develop training procedure manuals, guides, or course materials, such as handouts or visual materials. | 58.3% | 29.2% | 12.5% | 4.62 | exposed |
| Design, plan, organize, or direct orientation and training programs for employees or customers. | 58.3% | 29.2% | 12.5% | 4.33 | exposed |
| Select and assign instructors to conduct training. | 58.3% | 29.2% | 12.5% | 3.50 | exposed |
| Evaluate modes of training delivery, such as in-person or virtual, to optimize training effectiveness, training costs, or environmental impacts. | 50.0% | 25.0% | 25.0% | 4.45 | exposed |
| Assess training needs through surveys, interviews with employees, focus groups, or consultation with managers, instructors, or customer representatives. | 50.0% | 25.0% | 25.0% | 4.43 | exposed |
| Develop alternative training methods if expected improvements are not seen. | 45.0% | 30.0% | 25.0% | 4.10 | exposed |
| Evaluate training materials prepared by instructors, such as outlines, text, or handouts. | 45.0% | 30.0% | 25.0% | 4.00 | exposed |
| Schedule classes based on availability of classrooms, equipment, or instructors. | 45.0% | 30.0% | 25.0% | 3.26 | exposed |
| Refer trainees to employer relations representatives, to locations offering job placement assistance, or to appropriate social services agencies, if warranted. | 40.0% | 35.0% | 25.0% | 2.86 | exposed |
| Monitor, evaluate, or record training activities or program effectiveness. | 37.5% | 37.5% | 25.0% | 4.40 | assisted |
| Keep up with developments in area of expertise by reading current journals, books, or magazine articles. | 36.7% | 13.3% | 50.0% | 3.73 | exposed |
| Attend meetings or seminars to obtain information for use in training programs or to inform management of training program status. | 36.7% | 13.3% | 50.0% | 3.68 | exposed |
| Coordinate recruitment and placement of training program participants. | 35.0% | 40.0% | 25.0% | 3.57 | assisted |
| Supervise, evaluate, or refer instructors to skill development classes. | 28.3% | 21.7% | 50.0% | 3.42 | exposed |
| Present information with a variety of instructional techniques or formats, such as role playing, simulations, team exercises, group discussions, videos, or lectures. | 26.7% | 23.3% | 50.0% | 4.65 | exposed |
| Offer specific training programs to help workers maintain or improve job skills. | 26.7% | 23.3% | 50.0% | 4.43 | exposed |
| Devise programs to develop executive potential among employees in lower-level positions. | 26.7% | 23.3% | 50.0% | 3.79 | exposed |
| Negotiate contracts with clients for desired training outcomes, fees, or expenses. | 23.3% | 26.7% | 50.0% | 3.47 | assisted |
| Develop or implement training programs related to efficiency, recycling, or other issues with environmental impacts. | 20.0% | 30.0% | 50.0% | 2.59 | assisted |
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 | 2.73 | 0-4 |
| Embodiment | 0.20 | 0-3 |
| Presence | 1.43 | 0-3 |
| Accountability | 1.25 | 0-3 |
| Context | 1.93 | 0-3 |
| Verification cost | 1.35 | 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.