Management: AI Replaceability Across 37 Occupations

Compare AI task exposure across occupations, alongside pay and projected growth. 37 occupations in this view. The score is a relative index of task exposure from 0 to 100. It is not a percentage chance of losing a job or a forecast of layoffs. Individual tasks, employer choices, adoption, and regulation all matter.

Occupation data. Exposure is an index out of 100, not a probability.
Occupation	Exposure /100	Median annual wage	Stored growth projection	Employment
Construction Managers	3	$106,980	+8.7%	523,100
Chief Executives	4	$213,550	+3%	210,340
Legislators	4	$41,000	+1%	45,400
Medical and Health Services Managers	6	$110,680	+28.4%	563,700
Education Administrators, Kindergarten through Secondary	6	$103,460	+1%	301,200
Emergency Management Directors	6	$83,960	+3%	11,200
Education and Childcare Administrators, Preschool and Daycare	8	$52,930	+5%	77,170
Architectural and Engineering Managers	8	$165,370	+3%	201,700
Education Administrators, Postsecondary	8	$102,610	+4%	196,600
Social and Community Service Managers	8	$77,030	+9%	207,100
Funeral Home Managers	8	$79,400	+3%	10,100
Natural Sciences Managers	10	$157,740	+4%	82,300
Computer and Information Systems Managers	12	$169,510	+15.4%	582,300
Human Resources Managers	14	$136,350	+6%	198,600
Training and Development Managers	14	$125,040	+6%	42,800
General and Operations Managers	16	$101,280	+5%	3,281,100
Sales Managers	18	$135,160	+4%	469,800
Farmers, Ranchers, and Other Agricultural Managers	18	$80,320	-1%	291,010
Facilities Managers	18	$104,900	+5%	161,800
Food Service Managers	18	$63,060	+6%	406,200
Public Relations Managers	18	$130,480	+6%	96,100
Industrial Production Managers	22	$115,480	+1%	210,910
Personal Service Managers	22	$45,600	+8%	301,800
Lodging Managers	22	$62,020	+8%	48,300
Transportation, Storage, and Distribution Managers	22	$105,580	+8%	164,500
Marketing Managers	24	$161,030	+6.6%	384,980
Financial Managers	28	$156,100	+16.8%	781,600
Gambling Managers	28	$88,120	+3%	5,100
Administrative Services and Facilities Managers	28	$104,900	+5%	161,800
Property, Real Estate, and Community Association Managers	28	$62,850	+5%	439,500
Advertising and Promotions Managers	32	$131,870	+3%	22,200
Farm Labor Contractors	32	$36,500	+2%	6,200
Compensation and Benefits Managers	38	$136,380	+2%	18,300
Purchasing Managers	42	$136,380	+4%	82,600
Postmasters and Mail Superintendents	42	$80,800	-5%	17,300
Administrative Services Managers	46	$107,560	+5%	359,300
Compensation, Benefits, and Job Analysis Specialists	52	$68,930	+4%	94,200

Sources and methodology

The score is a relative index of task exposure from 0 to 100. It is not a percentage chance of losing a job or a forecast of layoffs. Individual tasks, employer choices, adoption, and regulation all matter.

The Index uses stored BLS-based occupation data. O*NET, OECD capability indicators, and task-exposure research are contextual references. The derivation of the stored occupation scores is not reproducibly documented in the published dataset.

The source snapshot does not record the wage-survey year or employment-projection window. Check the original BLS release before treating these figures as current. Editorial changes and export dates do not establish data freshness.

Read the methodology and limitations