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Balam Labs
ISCO-08 2424

Training and staff development professionals

100.0%
ADI · 1st of 433 · 95% interval 100.0–100.0

An AI agent can at least partly carry out 100.0% of the task time of training and staff development professionals, and finish 0.0% alone. The barrier that holds most of the rest back is access to the systems the work runs on.

ADI · partial or full100.0%

1st of 433 · interval 100.0–100.0

ADI3 · full delegation0.0%

201st of 433 · interval 0.0–0.0

ADIs · share of time61.5%

48th of 433 · interval 57.3–65.1

Evidence20

task statements rated by two models and weighted by importance and frequency. World employment: 1.2 million.

Task weight by level

How the tasks rate

100%
L0No meaningful role · 0.0%L1Augmentation · 0.0%L2Partial delegation · 100.0%L3Full delegation · 0.0%
Barriers

What stops the agent

Physical presence6%
Accountability2%
Trust and care41%
Access to systems69%

Share of task weight flagged by each barrier; a task can carry several.

20 task statements, heaviest first
Task statement (O*NET occupation)WeightLevelSonnet · HaikuShareHuman timeBarriers
Present information with a variety of instructional techniques or formats, such as role playing, simulations, team exercises, group discussions, videos, or lectures.Training and Development Specialists7.7%L2L2L245%2.5 hPhysical presence, Trust and care
Obtain, organize, or develop training procedure manuals, guides, or course materials, such as handouts or visual materials.Training and Development Specialists7.0%L2L2L272%6.0 hAccess to systems
Offer specific training programs to help workers maintain or improve job skills.Training and Development Specialists6.8%L2L2L260%5.0 hTrust and care, Access to systems
Monitor, evaluate, or record training activities or program effectiveness.Training and Development Specialists6.4%L2L2L265%3.0 hAccess to systems
Design, plan, organize, or direct orientation and training programs for employees or customers.Training and Development Specialists6.0%L2L2L262%8.0 hTrust and care, Access to systems
Evaluate modes of training delivery, such as in-person or virtual, to optimize training effectiveness, training costs, or environmental impacts.Training and Development Specialists6.0%L2L2L265%6.0 hAccess to systems
Assess training needs through surveys, interviews with employees, focus groups, or consultation with managers, instructors, or customer representatives.Training and Development Specialists5.7%L2L2L252%6.0 hTrust and care, Access to systems
Keep up with developments in area of expertise by reading current journals, books, or magazine articles.Training and Development Specialists5.5%L2L2L268%2.5 hAccess to systems
Develop alternative training methods if expected improvements are not seen.Training and Development Specialists5.0%L2L2L262%6.0 hTrust and care, Access to systems
Evaluate training materials prepared by instructors, such as outlines, text, or handouts.Training and Development Specialists4.8%L2L2L270%1.5 h–
Coordinate recruitment and placement of training program participants.Training and Development Specialists4.7%L2L2L262%5.0 hTrust and care, Access to systems
Monitor training costs and prepare budget reports to justify expenditures.Training and Development Specialists4.5%L2L2L268%3.3 hAccess to systems
Attend meetings or seminars to obtain information for use in training programs or to inform management of training program status.Training and Development Specialists4.5%L2L2L258%2.0 hAccess to systems
Schedule classes based on availability of classrooms, equipment, or instructors.Training and Development Specialists4.3%L2L2L375%1.0 hAccess to systems
Select and assign instructors to conduct training.Training and Development Specialists4.3%L2L2L262%1.8 hAccess to systems
Show the other 5 tasks
Task statement (O*NET occupation)WeightLevelSonnet · HaikuShareHuman timeBarriers
Devise programs to develop executive potential among employees in lower-level positions.Training and Development Specialists4.0%L2L2L268%8.0 hTrust and care, Access to systems
Negotiate contracts with clients for desired training outcomes, fees, or expenses.Training and Development Specialists4.0%L2L2L242%3.0 hAccountability, Trust and care
Supervise, evaluate, or refer instructors to skill development classes.Training and Development Specialists3.5%L2L2L250%3.0 hPhysical presence, Trust and care
Refer trainees to employer relations representatives, to locations offering job placement assistance, or to appropriate social services agencies, if warranted.Training and Development Specialists · supplemental task3.4%L2L2L258%25 minTrust and care, Access to systems
Develop or implement training programs related to efficiency, recycling, or other issues with environmental impacts.Training and Development Specialists · supplemental task2.0%L2L2L265%6.5 hTrust and care, Access to systems

Level: consensus of the two models (the lower level when they disagree). Share: part of the task’s working time an agent could take over. Human time: minutes a competent person needs for one instance, as estimated by the models.

Against other measures

Exposure is not delegation

MeasureValuePercentile
ADI (this index)100.0%100
Eloundou et al. (2024), GPT exposure β0.55986
Felten et al. (2021), AI occupational exposure1.19887
Webb (2020), AI patent exposure4434
Eisfeldt et al. (2026), generative AI exposure0.47586
Anthropic Economic Index, observed use0.27990

Earlier indices measure whether AI can touch a task; ADI measures how much of it an agent can carry out from a goal. – : the source does not cover this occupation.

Same sub-major group (24)

Neighbouring occupations

Dashed line: training and staff development professionals (100.0%).

Cite this record
Text

Espinal Maya, Cristian, and Santiago Jiménez Londoño. 2026. ADI v2026.1: Agent Delegability Index data, code and MCP server. Zenodo. https://doi.org/10.5281/zenodo.23552918. Record: Training and staff development professionals (ISCO-08 2424), https://balamlabs.org/adi/occupations/2424

BibTeX
@misc{espinal2026adidata,
  title     = {{ADI} v2026.1: Agent Delegability Index data, code and {MCP} server},
  author    = {Espinal Maya, Cristian and Jim{\'e}nez Londo{\~n}o, Santiago},
  year      = {2026},
  publisher = {Zenodo},
  version   = {v2026.1},
  doi       = {10.5281/zenodo.23552918},
  url       = {https://doi.org/10.5281/zenodo.23552918},
  note      = {Record: Training and staff development professionals (ISCO-08 2424)}
}
Machine-readable

The same record as static JSON, with its citation: /adi/v2026.1/isco/2424.json.