IT Managers
ManagementAI 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
0.156
0.000Range of values carried here0.745Scale, basis and source
- Data source: ILOPublished: '25
0.44
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, 28% 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 % |
|---|---|
Consult with users, management, vendors, and technicians to assess computing needs and system requirements.11-3021 | 0.065145.2 |
Evaluate the organization's technology use and needs and recommend improvements, such as hardware and software upgrades.11-3021 | 0.029320.3 |
Develop and interpret organizational goals, policies, and procedures.11-3021 | 0.018212.6 |
Review project plans to plan and coordinate project activity.11-3021 | 0.018012.5 |
Prepare and review operational reports or project progress reports.11-3021 | 0.00775.3 |
Provide users with technical support for computer problems.11-3021 | 0.00302.1 |
Develop computer information resources, providing for data security and control, strategic computing, and disaster recovery.11-3021 | 0.00292.0 |
| Not observed on any surface — 10 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. | |
Manage backup, security and user help systems. | —0 |
Direct daily operations of department, analyzing workflow, establishing priorities, developing standards and setting deadlines. | —0 |
Assign and review the work of systems analysts, programmers, and other computer-related workers. | —0 |
Stay abreast of advances in technology. | —0 |
Review and approve all systems charts and programs prior to their implementation. | —0 |
Control operational budget and expenditures. | —0 |
Meet with department heads, managers, supervisors, vendors, and others, to solicit cooperation and resolve problems. | —0 |
Recruit, hire, train and supervise staff, or participate in staffing decisions. | —0 |
Evaluate data processing proposals to assess project feasibility and requirements. | —0 |
Purchase necessary equipment. | —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 |
|---|---|
Assign and review the work of systems analysts, programmers, and other computer-related workers.O*NET Task ID 969 | 1.0 |
Review and approve all systems charts and programs prior to their implementation.O*NET Task ID 972 | 1.0 |
Manage backup, security and user help systems.O*NET Task ID 966 | 0.5 |
Consult with users, management, vendors, and technicians to assess computing needs and system requirements.O*NET Task ID 967 | 0.5 |
Direct daily operations of department, analyzing workflow, establishing priorities, developing standards and setting deadlines.O*NET Task ID 968 | 0.5 |
Stay abreast of advances in technology.O*NET Task ID 970 | 0.5 |
Develop computer information resources, providing for data security and control, strategic computing, and disaster recovery.O*NET Task ID 971 | 0.5 |
Evaluate the organization's technology use and needs and recommend improvements, such as hardware and software upgrades.O*NET Task ID 973 | 0.5 |
Control operational budget and expenditures.O*NET Task ID 974 | 0.5 |
Develop and interpret organizational goals, policies, and procedures.O*NET Task ID 976 | 0.5 |
Meet with department heads, managers, supervisors, vendors, and others, to solicit cooperation and resolve problems.O*NET Task ID 975 | 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