Training and development specialists: AI and the work ahead
Drafting lessons, slides and exercises is increasingly assistable. Diagnosing a performance problem, helping people practice and evaluating whether learning changes the work still call for direct attention and judgment.
Compliance training, product education and leadership development differ in both content and delivery. Producing attractive material does not establish that instruction addresses the cause of a performance gap.
Compare the duties below with a normal week in your own role. Time
spent, responsibility, employer tools and access to reliable data can
change the picture substantially. Use the personal task audit to
identify those differences.
Task-by-task exposure
We selected 8 of 18 O*NET core
tasks by importance. Importance is an O*NET rating on a 1–5 scale; it
is not the percentage of time spent. The category and explanation are
our interpretation, not an O*NET assessment of AI.
0 routine automation 5 ai-assisted 3 human-led
Reading uncertainty: changing one task by one
category step would put this index at approximately 25–38/100. This is a
sensitivity example, not a statistical confidence interval. Small
score differences are not a sound reason to change careers.
Selected core tasks and our interpretation
Task and source detail
Assessment and reason
Present information with a variety of instructional techniques or formats, such as role playing, simulations, team exercises, group discussions, videos, or lectures.
O*NET task 94 · Importance 4.65/5
Task source: 08/2022 · Rating: 08/2022
Human-led
Live facilitation requires observing participation and adapting to people. Prepared slides or simulated practice can support delivery without replacing the group interaction.
Obtain, organize, or develop training procedure manuals, guides, or course materials, such as handouts or visual materials.
O*NET task 20475 · Importance 4.62/5
Task source: 08/2022 · Rating: 08/2022
AI-assisted
Draft learning materials can be assembled quickly. Correct objectives, accessible examples and practice that tests the intended skill require instructional review.
Evaluate modes of training delivery, such as in-person or virtual, to optimize training effectiveness, training costs, or environmental impacts.
O*NET task 19559 · Importance 4.45/5
Task source: 08/2022 · Rating: 08/2022
AI-assisted
Comparisons of cost and outcome data can assist delivery decisions. The trainer must determine whether the measures are comparable and whether learners can access the proposed format.
Offer specific training programs to help workers maintain or improve job skills.
O*NET task 97 · Importance 4.43/5
Task source: 08/2022 · Rating: 08/2022
Human-led
Delivering a program involves coaching, feedback and responding to learners. Digital content can cover portions, but the full duty includes responsibility for effective learning.
Assess training needs through surveys, interviews with employees, focus groups, or consultation with managers, instructors, or customer representatives.
O*NET task 103 · Importance 4.43/5
Task source: 08/2022 · Rating: 08/2022
AI-assisted
Survey themes can help locate possible learning gaps. Interviews and observation are still needed to distinguish a training problem from unclear processes or missing resources.
Monitor, evaluate, or record training activities or program effectiveness.
O*NET task 98 · Importance 4.40/5
Task source: 08/2022 · Rating: 08/2022
AI-assisted
Records and summaries can be produced from learning data. Completion statistics do not by themselves establish improved performance or explain a failed intervention.
Design, plan, organize, or direct orientation and training programs for employees or customers.
O*NET task 20474 · Importance 4.33/5
Task source: 08/2022 · Rating: 08/2022
AI-assisted
Draft program structures can be assisted. Sequencing, practical relevance and the constraints of a particular workplace still require deliberate instructional design.
Develop alternative training methods if expected improvements are not seen.
O*NET task 102 · Importance 4.10/5
Task source: 08/2022 · Rating: 08/2022
Human-led
Changing an unsuccessful intervention requires diagnosing why learners are struggling. Generating another activity is not the same as establishing that it addresses the cause.
Routine automation includes conventional configured software; it does
not imply autonomous AI or adoption by every employer. Human-led
allows supporting tools. Vendor links document a capability, not a
validated rating of this complete task. Older task dates are shown
even though the database release is August 2026.
Task wording and importance: O*NET occupation 13-1151.00,
O*NET 31.0 Database
, U.S. Department of Labor, Employment and Training Administration, CC BY 4.0.
Selected and adapted by Career Risk Score; USDOL/ETA has not approved,
endorsed or tested these changes.
What assistance looks like in practice
Hypothetical workflow to illustrate the boundary; not a reported case
study.
A support team repeatedly misroutes difficult cases. An assistant drafts a short lesson and branching exercises from approved procedures. The specialist first checks whether the problem is knowledge, an unclear rule or a routing system that makes the correct action difficult.
What must be checked
Observe the workflow, ask staff to explain their decisions and test the exercises with a small group. Evaluate realistic task performance after instruction rather than relying only on participant satisfaction.
Practical skills to strengthen
Create a short lesson with an observable performance objective and assessment.
Practice facilitation that adapts to misunderstandings during the session.
Document when a process change would solve the problem better than additional training.
Changes worth watching
Watch whether content production becomes a smaller share of project budgets.
Track demand for facilitation, learning evaluation and subject knowledge in a particular industry.
There is no supported date when this occupation becomes “safe” or
disappears. Revisit these observations as your tasks and tools change.
Tools behind these capability examples
These are relevant documented capabilities, not endorsements,
adoption statistics or hands-on product reviews. Features depend on
the product, plan and employer configuration. References checked
September 2026.
Copilot in PowerPointPresentation drafting; instructional and factual quality still need evaluation.
Copilot in ExcelSpreadsheet assistance. A plausible formula is not evidence that its assumptions fit the decision.
Qualtrics Insights ExplorerOpen-text feedback analysis, subject to permissions and product access. Outputs require review.
Pay, demand and entry context
BLS reports median annual pay of $69,280
in 2025, with 46,000 projected
openings per year on average during 2025–35. Openings include
replacement needs as well as growth; they are not a count of currently
advertised vacancies.
The projected employment change is + 10.8%
over ten years. Employment growth can coexist with automation of particular tasks. It does not make every worker or location equally likely to benefit.
Typical entry education
Bachelor's degree
Related work experience
Less than 5 years
Typical on-the-job training
None
Teaching a workplace audience and teaching children involve different settings and requirements. Instructional writing is a closer content bridge, while HR work introduces policies and sensitive employee matters.
BLS categories describe typical entry, not a complete qualification
checklist. “None” does not mean no learning is needed. National
medians are not starting salaries; location, sector, experience, hours
and benefits matter. Wage data exclude self-employed earnings. Consult
local job descriptions and relevant credential authorities before
paying for training.
These links identify transferable work and a concrete gap to explore.
They are not guaranteed pathways, “AI-proof” jobs or recommendations
based on a small score difference.
Convert a lesson into a tested self-service procedure and evaluate whether a reader can complete the task unaided.
BLS typical entry: Bachelor's degree; related experience: Less than 5 years.
10 shared skills among each role's top
12
Speaking, Active Listening, Social Perceptiveness, Reading Comprehension, Writing, Critical Thinking, Active Learning, Monitoring, Judgment and Decision Making, Coordination.
These broad O*NET skills are selected by importance, with
ties broken by skill ID. Overlap does not measure
proficiency or hiring readiness.
Gain experience with the policy and confidentiality requirements behind onboarding or employee development.
BLS typical entry: Bachelor's degree; related experience: None.
10 shared skills among each role's top
12
Speaking, Instructing, Learning Strategies, Active Listening, Social Perceptiveness, Reading Comprehension, Writing, Critical Thinking, Active Learning, Judgment and Decision Making.
These broad O*NET skills are selected by importance, with
ties broken by skill ID. Overlap does not measure
proficiency or hiring readiness.
Use your own plausible pay figures to explore a move. Both pay fields start
at this occupation's national median so the calculator does not imply a
salary increase. A destination median describes existing workers, not your
likely starting offer.
A fixed-pay illustration in nominal dollars. Unpaid months occur at the
start of preparation; costs are charged at the start. Transition must fit
within the comparison period. Excludes taxes, benefits, raises, inflation,
investment returns and the chance of getting a job. A negative result is
possible. No inputs are saved or sent by this calculator.
Calculation and a worked example
Stay = current pay × years. Move = preparation pay × (preparation years −
unpaid months ÷ 12) + new pay × (years − preparation years) − one-time
cost.
For $60,000 current pay, $70,000 new pay, $50,000 preparation pay, two
years preparing, three unpaid months, $8,000 costs and a ten-year
comparison: stay = $600,000; move = $639,500. The $39,500 difference is a
scenario result, not a forecast. Break-even checks cumulative totals each
month under these same assumptions.
Check the evidence and limits
The index weights these sampled tasks equally. It does not measure
time, adoption, cost savings, unemployment or individual ability. The
examples and transition exercises are editorial inferences. Product
documentation supports the narrower capability described, not the
claim that a whole job can be replaced.
