Medical and Health Services Managers
ManagementAI exposure
- Data source: BLSPublished: 2026-08
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: 2026-03
0.066
0.000Range of values carried here0.745Scale, basis and source
- Data source: ILOPublished: 2025
0.38
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, 48% 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
Show 12 hidden tasks| Task | Claude.aiRaw / share % | APIRaw / share % |
|---|---|---|
Develop instructional materials and conduct in-service and community-based educational programs.11-9111 | 0.083970.1 | 0.021152.6 |
Develop and maintain computerized record management systems to store and process data such as personnel activities and information, and to produce reports.11-9111 | 0.023519.7 | 0.012230.4 |
Develop and implement organizational policies and procedures for the facility or medical unit.11-9111 | 0.00514.2 | —0 |
Prepare activity reports to inform management of the status and implementation plans of programs, services, and quality initiatives.11-9111 | 0.00332.8 | 0.00399.8 |
Establish objectives and evaluative or operational criteria for units they manage.11-9111 | 0.00201.6 | —0 |
Plan, implement and administer programs and services in a health care or medical facility, including personnel administration, training, and coordination of medical, nursing and physical plant staff.11-9111 | 0.00191.6 | 0.00297.1 |
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 |
|---|---|
Direct, supervise and evaluate work activities of medical, nursing, technical, clerical, service, maintenance, and other personnel.O*NET Task ID 46 | 0.5 |
Establish objectives and evaluative or operational criteria for units managed.O*NET Task ID 47 | 0.5 |
Direct or conduct recruitment, hiring, and training of personnel.O*NET Task ID 48 | 0.5 |
Develop and maintain computerized record management systems to store and process data, such as personnel activities and information, and to produce reports.O*NET Task ID 49 | 0.5 |
Develop and implement organizational policies and procedures for the facility or medical unit.O*NET Task ID 50 | 0.5 |
Conduct and administer fiscal operations, including accounting, planning budgets, authorizing expenditures, establishing rates for services, and coordinating financial reporting.O*NET Task ID 51 | 0.5 |
Establish work schedules and assignments for staff, according to workload, space, and equipment availability.O*NET Task ID 52 | 0.5 |
Monitor the use of diagnostic services, inpatient beds, facilities, and staff to ensure effective use of resources and assess the need for additional staff, equipment, and services.O*NET Task ID 54 | 0.5 |
Maintain awareness of advances in medicine, computerized diagnostic and treatment equipment, data processing technology, government regulations, health insurance changes, and financing options.O*NET Task ID 55 | 0.5 |
Manage change in integrated health care delivery systems, such as work restructuring, technological innovations, and shifts in the focus of care.O*NET Task ID 56 | 0.5 |
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