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AI exposure by trade

On the AI Occupational Exposure index, construction laborers rank in the bottom 4% of all occupations for exposure to AI capabilities, massage therapists the bottom 7%, and welders, cutters, solderers, and brazers the bottom 12%. For comparison, accountants and auditors sit at the 99th percentile and financial managers at the 98th.

Exposure measures how much of an occupation's required abilities overlap with what current AI systems can do. It is not a prediction of job loss: some exposed work gets augmented, and hands-on work that AI cannot physically perform scores low even where paperwork around it gets automated. Read it alongside pay and openings, and as one input among several.

AI exposure percentile, lower is less exposed (trade groups vs. office reference jobs)
Construction trades Construction trades: 4th 4th Massage therapy Massage therapy: 7th 7th Welding Welding: 12th 12th CDL / truck driving CDL / truck driving: 14th 14th Plumbing Plumbing: 15th 15th Lineman Lineman: 16th 16th Diesel mechanic Diesel mechanic: 19th 19th Auto mechanic Auto mechanic: 21th 21th CNA CNA: 23th 23th Heavy equipment operator Heavy equipment operator: 24th 24th Accountants and Auditors Accountants and Auditors: 99th 99th Customer Service Representatives Customer Service Representatives: 73th 73th Software Developers, Applications Software Developers, Applications: 83th 83th Paralegals and Legal Assistants Paralegals and Legal Assistants: 87th 87th

All program groups

Program groupOccupation scoredAIOE scorePercentileEmployed (U.S.)Median pay
Construction trades programsConstruction Laborers-1.624th1,096,780$47,120
Massage therapy schoolsMassage Therapists-1.417th98,790$58,450
Welding schoolsWelders, Cutters, Solderers, and Brazers-1.212th416,210$53,750
CDL / truck driving schoolsTruck Drivers, Heavy and Tractor-Trailer-1.1514th2,062,040$58,640
Plumbing schoolsPlumbers, Pipefitters, and Steamfitters-1.1215th465,840$63,800
Lineman schoolsElectrical Power-Line Installers and Repairers-1.0816th131,070$95,320
Diesel mechanic schoolsBus and Truck Mechanics and Diesel Engine Specialists-1.0119th289,960$61,770
Auto mechanic schoolsAutomotive Service Technicians and Mechanics-0.9521th704,640$50,620
CNA classesNursing Assistants-0.923th1,448,910$42,260
Heavy equipment operator schoolsOperating Engineers and Other Construction Equipment Operators-0.8824th478,090$59,850
CNC & machining programsMachinists-0.8725th287,050$58,750
HVAC schoolsHeating, Air Conditioning, and Refrigeration Mechanics and Installers-0.8526th409,670$61,010
Electrician schoolsElectricians-0.7828th757,220$63,190
Barber schoolsBarbers-0.7330th15,000$38,210
EMT & paramedic trainingEmergency Medical Technicians and Paramedics-0.6932th180,510$44,470
Cosmetology schoolsHairdressers, Hairstylists, and Cosmetologists-0.6832th305,710$35,790
Aviation maintenance (A&P) schoolsAircraft Mechanics and Service Technicians-0.6633th138,090$79,870
Radiology & sonography programsRadiologic Technologists and Technicians-0.5636th230,490$80,110
Dental assistant schoolsDental Assistants-0.5337th387,790$48,070
LPN / LVN programsLicensed Practical and Licensed Vocational Nurses-0.5138th648,410$64,400
Surgical technologist programsSurgical Technologists-0.4839th117,460$64,650
Dental hygiene programsDental Hygienists-0.4241th222,740$98,100
Phlebotomy classesPhlebotomists-0.2844th143,540$45,230
Culinary & pastry schoolsChefs and Head Cooks-0.2744th200,040$62,470
Esthetician schoolsSkin Care Specialists-0.2645th72,890$45,330
Pharmacy technician programsPharmacy Technicians0.0151th471,680$45,750
Nail technician schoolsManicurists and Pedicurists0.0352th152,770$35,760
Medical assistant programsMedical Assistants0.1555th817,870$45,690
Medical billing & coding programsMedical Records and Health Information Technicians0.5763th194,720$51,140

Office jobs, for comparison

OccupationAIOE scorePercentile
Accountants and Auditors1.4899th
Customer Service Representatives0.9673th
Software Developers, Applications1.283th
Paralegals and Legal Assistants1.2987th
Financial Managers1.4598th
Technical Writers1.1882th
Insurance Sales Agents1.3491th
Data Entry Keyers0.3159th
Market Research Analysts and Marketing Specialists1.4397th

Method

AIOE links 10 AI application capabilities (language modeling, image recognition, translation, and so on) to the 52 O*NET abilities each occupation requires, and scores every occupation on how much of its ability profile those capabilities touch. Scores are standardized: 0 is the average occupation, positive is more exposed, negative less. Exposure measures overlap with what AI can do, not job loss — some exposed work is augmented rather than replaced. Percentile is the share of all scored occupations with lower exposure. Source: AI Occupational Exposure index (AIOE), Felten, Raj and Seamans; BLS Occupational Employment and Wage Statistics May 2025. Occupation codes are matched from the 2018 Standard Occupational Classification to the 2010 codes the index uses where they differ.

Cite this report

Free to quote and reuse with attribution and a link.

Career Training Path. (2026). AI Exposure by Trade. Own the Answer Inc. https://careertrainingpath.com/research/ai-exposure/ (U.S. Department of Education data: AI Occupational Exposure index (AIOE), Felten, Raj and Seamans; BLS Occupational Employment and Wage Statistics May 2025).

Charts and figures on this page may be reproduced with attribution and a link to this page. For a custom data cut (a specific state, chain, or measure), or the underlying dataset, contact us — we're glad to help reporters and researchers.

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