Emergency Management Directors
Protective ServiceAI 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
0.000
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 4 hidden tasksValues 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 |
|---|---|
Keep informed of activities or changes that could affect the likelihood of an emergency, response efforts, or plan implementation.O*NET Task ID 7253 | 0.5 |
Prepare plans that outline operating procedures to be used in response to disasters or emergencies, such as hurricanes, nuclear accidents, and terrorist attacks, and in recovery from these events.O*NET Task ID 7254 | 0.5 |
Propose alteration of emergency response procedures, based on regulatory changes, technological changes, or knowledge gained from outcomes of previous emergency situations.O*NET Task ID 7255 | 0.5 |
Maintain and update all resource materials associated with emergency preparedness plans.O*NET Task ID 7256 | 0.5 |
Coordinate disaster response or crisis management activities, such as ordering evacuations, opening public shelters, and implementing special needs plans and programs.O*NET Task ID 7257 | 0.5 |
Keep informed of federal, state, and local regulations affecting emergency plans, and ensure that plans adhere to those regulations.O*NET Task ID 7259 | 0.5 |
Prepare emergency situation status reports that describe response and recovery efforts, needs, and preliminary damage assessments.O*NET Task ID 7260 | 0.5 |
Design and administer emergency or disaster preparedness training courses that teach people how to effectively respond to major emergencies and disasters.O*NET Task ID 7261 | 0.5 |
Consult with officials of local and area governments, schools, hospitals, and other institutions to determine their needs and capabilities in the event of a natural disaster or other emergency.O*NET Task ID 7263 | 0.5 |
Develop and perform tests and evaluations of emergency management plans in accordance with state and federal regulations.O*NET Task ID 7264 | 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®, Eloundou et al. (2023): see full notices on the Credits page