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Careers that hold up

Careers where AI is used for the smallest share of the day-to-day work today, out of 1,840 scored. A low score is a measurement of now, not a promise about the future. Many careers share the same score, so these are grouped by score rather than ranked one by one. Within a score, order is alphabetical and means nothing.

Card colour is the moat, not the score: physical · regulatory · relational · none · not yet classified.

AI exposure 4showing 48 of 132 careers at this exact score

MOAT NOT YET CLASSIFIED

Agricultural and fishing trades

4

Agriculture

AI IMPACT
AI USED FOR4%moving to49%
THE DOOR, NOWB
THE DOOR, 20 YRSD
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →
PHYSICAL MOAT

Air-conditioning and refrigeration installers and repairers

4

Construction & Trades

AI IMPACT
AI USED FOR4%moving to49%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →
PHYSICAL MOAT

Aircraft maintenance and related trades

4

Engineering and Technology

AI IMPACT
AI USED FOR4%moving to49%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →
PHYSICAL MOAT

Asbestos removers

4

Construction & Trades

AI IMPACT
AI USED FOR4%moving to49%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →
PHYSICAL MOAT

Auto electricians

4

Transport & Logistics

AI IMPACT
AI USED FOR4%moving to49%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →
PHYSICAL MOAT

Bicycle mechanics

4

Transport & Logistics

AI IMPACT
AI USED FOR4%moving to49%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →
PHYSICAL MOAT

Bin cleaners

4

Cleaning & Facilities

AI IMPACT
AI USED FOR4%moving to49%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →
PHYSICAL MOAT

Blind fitters

4

Construction & Trades

AI IMPACT
AI USED FOR4%moving to49%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →
PHYSICAL MOAT

Bricklayers

4

Construction & Trades

AI IMPACT
AI USED FOR4%moving to49%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →
PHYSICAL MOAT

Builder's labourers

4

Construction & Trades

AI IMPACT
AI USED FOR4%moving to49%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →
PHYSICAL MOAT

Builders

4

Construction & Trades

AI IMPACT
AI USED FOR4%moving to49%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →
REGULATORY MOAT

Building control surveyors

4

Construction & Trades

AI IMPACT
AI USED FOR4%moving to44%
THE DOOR, NOWB
THE DOOR, 20 YRSC
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →
PHYSICAL MOAT

Building maintenance operatives

4

Construction & Trades

AI IMPACT
AI USED FOR4%moving to49%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →
REGULATORY MOAT

Building Surveyor

4

Construction & Trades

AI IMPACT
AI USED FOR4%moving to44%
THE DOOR, NOWB
THE DOOR, 20 YRSC
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →
PHYSICAL MOAT

Building/construction site supervisors

4

Construction & Trades

AI IMPACT
AI USED FOR4%moving to49%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →
MOAT NOT YET CLASSIFIED

Car Wash Worker

4

Cleaning & Facilities

AI IMPACT
AI USED FOR4%moving to49%
THE DOOR, NOWB
THE DOOR, 20 YRSD
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →
PHYSICAL MOAT

Caretakers

4

Cleaning & Facilities

AI IMPACT
AI USED FOR4%moving to49%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →
PHYSICAL MOAT

Carpenter and joiner assistants

4

Construction & Trades

AI IMPACT
AI USED FOR4%moving to49%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →
PHYSICAL MOAT

Carpenter and joinery supervisors

4

Construction & Trades

AI IMPACT
AI USED FOR4%moving to49%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →
PHYSICAL MOAT

Carpenters

4

Construction & Trades

AI IMPACT
AI USED FOR4%moving to49%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →
MOAT NOT YET CLASSIFIED

Carpenters and joiners

4

Construction & Trades

AI IMPACT
AI USED FOR4%moving to49%
THE DOOR, NOWB
THE DOOR, 20 YRSD
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →
PHYSICAL MOAT

Carpet and linoleum fitters

4

Construction & Trades

AI IMPACT
AI USED FOR4%moving to49%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →
PHYSICAL MOAT

Carpet cleaners

4

Cleaning & Facilities

AI IMPACT
AI USED FOR4%moving to49%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →
MOAT NOT YET CLASSIFIED

Carpet Fitter

4

Construction & Trades

AI IMPACT
AI USED FOR4%moving to49%
THE DOOR, NOWB
THE DOOR, 20 YRSD
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →
PHYSICAL MOAT

Ceiling fitters

4

Construction & Trades

AI IMPACT
AI USED FOR4%moving to49%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →
PHYSICAL MOAT

Chimney sweepers

4

Cleaning & Facilities

AI IMPACT
AI USED FOR4%moving to49%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →
MOAT NOT YET CLASSIFIED

Cleaners and domestics

4

Cleaning & Facilities

AI IMPACT
AI USED FOR4%moving to49%
THE DOOR, NOWB
THE DOOR, 20 YRSD
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →
PHYSICAL MOAT

Coal miners and quarry workers

4

Construction & Trades

AI IMPACT
AI USED FOR4%moving to49%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →
PHYSICAL MOAT

Commercial cleaners

4

Cleaning & Facilities

AI IMPACT
AI USED FOR4%moving to49%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →
PHYSICAL MOAT

Concrete operatives (concrete production)

4

Construction & Trades

AI IMPACT
AI USED FOR4%moving to49%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →
MOAT NOT YET CLASSIFIED

Construction and building trade supervisors

4

Construction & Trades

AI IMPACT
AI USED FOR4%moving to49%
THE DOOR, NOWB
THE DOOR, 20 YRSD
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →
MOAT NOT YET CLASSIFIED

Construction and building trades

4

Construction & Trades

AI IMPACT
AI USED FOR4%moving to49%
THE DOOR, NOWB
THE DOOR, 20 YRSD
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →
PHYSICAL MOAT

Construction electrician's assistants

4

Construction & Trades

AI IMPACT
AI USED FOR4%moving to49%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →
MOAT NOT YET CLASSIFIED

Construction operatives

4

Construction & Trades

AI IMPACT
AI USED FOR4%moving to49%
THE DOOR, NOWB
THE DOOR, 20 YRSD
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →
PHYSICAL MOAT

Demolition operatives

4

Construction & Trades

AI IMPACT
AI USED FOR4%moving to49%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →
PHYSICAL MOAT

Demolition supervisors

4

Construction & Trades

AI IMPACT
AI USED FOR4%moving to49%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →
MOAT NOT YET CLASSIFIED

Dishwasher

4

Cleaning & Facilities

AI IMPACT
AI USED FOR4%moving to49%
THE DOOR, NOWB
THE DOOR, 20 YRSD
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →
PHYSICAL MOAT

Door fitters and makers

4

Construction & Trades

AI IMPACT
AI USED FOR4%moving to49%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →
PHYSICAL MOAT

Drain cleaners

4

Cleaning & Facilities

AI IMPACT
AI USED FOR4%moving to49%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →
PHYSICAL MOAT

Drainage operatives

4

Construction & Trades

AI IMPACT
AI USED FOR4%moving to49%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →
PHYSICAL MOAT

Dry cleaners and laundry workers

4

Cleaning & Facilities

AI IMPACT
AI USED FOR4%moving to49%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →
PHYSICAL MOAT

Dry liners

4

Construction & Trades

AI IMPACT
AI USED FOR4%moving to49%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →
PHYSICAL MOAT

Dry stone wallers

4

Construction & Trades

AI IMPACT
AI USED FOR4%moving to49%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →
PHYSICAL MOAT

Electric vehicle charging point installers

4

Construction & Trades

AI IMPACT
AI USED FOR4%moving to49%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →
MOAT NOT YET CLASSIFIED

Electrical and electronic trades

4

Construction & Trades

AI IMPACT
AI USED FOR4%moving to49%
THE DOOR, NOWB
THE DOOR, 20 YRSD
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →
PHYSICAL MOAT

Electrical service and maintenance mechanics and repairers

4

Engineering and Technology

AI IMPACT
AI USED FOR4%moving to49%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →
MOAT NOT YET CLASSIFIED

Electricians and electrical fitters

4

Construction & Trades

AI IMPACT
AI USED FOR4%moving to49%
THE DOOR, NOWB
THE DOOR, 20 YRSD
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →
MOAT NOT YET CLASSIFIED

Elementary cleaning occupations

4

Cleaning & Facilities

AI IMPACT
AI USED FOR4%moving to49%
THE DOOR, NOWB
THE DOOR, 20 YRSD
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →