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Careers that hold up

Careers with the lowest AI exposure today on our index, out of 1,840 scored. A low score is an estimate for today, 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.

Most exposed Holds up best

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 EXPOSURE TODAY4

20-YEAR SCENARIO
NOT A FORECAST49%

THE DOOR · ENTRY DIFFICULTY TODAYB

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 EXPOSURE TODAY4

20-YEAR SCENARIO
NOT A FORECAST49%

THE DOOR · ENTRY DIFFICULTY TODAYB

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 EXPOSURE TODAY4

20-YEAR SCENARIO
NOT A FORECAST49%

THE DOOR · ENTRY DIFFICULTY TODAYB

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 EXPOSURE TODAY4

20-YEAR SCENARIO
NOT A FORECAST49%

THE DOOR · ENTRY DIFFICULTY TODAYB

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 EXPOSURE TODAY4

20-YEAR SCENARIO
NOT A FORECAST49%

THE DOOR · ENTRY DIFFICULTY TODAYB

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 EXPOSURE TODAY4

20-YEAR SCENARIO
NOT A FORECAST49%

THE DOOR · ENTRY DIFFICULTY TODAYB

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 EXPOSURE TODAY4

20-YEAR SCENARIO
NOT A FORECAST49%

THE DOOR · ENTRY DIFFICULTY TODAYB

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 EXPOSURE TODAY4

20-YEAR SCENARIO
NOT A FORECAST49%

THE DOOR · ENTRY DIFFICULTY TODAYB

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 EXPOSURE TODAY4

20-YEAR SCENARIO
NOT A FORECAST49%

THE DOOR · ENTRY DIFFICULTY TODAYB

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 EXPOSURE TODAY4

20-YEAR SCENARIO
NOT A FORECAST49%

THE DOOR · ENTRY DIFFICULTY TODAYB

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 EXPOSURE TODAY4

20-YEAR SCENARIO
NOT A FORECAST49%

THE DOOR · ENTRY DIFFICULTY TODAYB

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 EXPOSURE TODAY4

20-YEAR SCENARIO
NOT A FORECAST44%

THE DOOR · ENTRY DIFFICULTY TODAYB

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 EXPOSURE TODAY4

20-YEAR SCENARIO
NOT A FORECAST49%

THE DOOR · ENTRY DIFFICULTY TODAYB

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 EXPOSURE TODAY4

20-YEAR SCENARIO
NOT A FORECAST44%

THE DOOR · ENTRY DIFFICULTY TODAYB

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 EXPOSURE TODAY4

20-YEAR SCENARIO
NOT A FORECAST49%

THE DOOR · ENTRY DIFFICULTY TODAYB

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 EXPOSURE TODAY4

20-YEAR SCENARIO
NOT A FORECAST49%

THE DOOR · ENTRY DIFFICULTY TODAYB

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 EXPOSURE TODAY4

20-YEAR SCENARIO
NOT A FORECAST49%

THE DOOR · ENTRY DIFFICULTY TODAYB

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 EXPOSURE TODAY4

20-YEAR SCENARIO
NOT A FORECAST49%

THE DOOR · ENTRY DIFFICULTY TODAYB

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 EXPOSURE TODAY4

20-YEAR SCENARIO
NOT A FORECAST49%

THE DOOR · ENTRY DIFFICULTY TODAYB

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 EXPOSURE TODAY4

20-YEAR SCENARIO
NOT A FORECAST49%

THE DOOR · ENTRY DIFFICULTY TODAYB

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 EXPOSURE TODAY4

20-YEAR SCENARIO
NOT A FORECAST49%

THE DOOR · ENTRY DIFFICULTY TODAYB

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 EXPOSURE TODAY4

20-YEAR SCENARIO
NOT A FORECAST49%

THE DOOR · ENTRY DIFFICULTY TODAYB

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 EXPOSURE TODAY4

20-YEAR SCENARIO
NOT A FORECAST49%

THE DOOR · ENTRY DIFFICULTY TODAYB

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 EXPOSURE TODAY4

20-YEAR SCENARIO
NOT A FORECAST49%

THE DOOR · ENTRY DIFFICULTY TODAYB

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 EXPOSURE TODAY4

20-YEAR SCENARIO
NOT A FORECAST49%

THE DOOR · ENTRY DIFFICULTY TODAYB

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 EXPOSURE TODAY4

20-YEAR SCENARIO
NOT A FORECAST49%

THE DOOR · ENTRY DIFFICULTY TODAYB

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 EXPOSURE TODAY4

20-YEAR SCENARIO
NOT A FORECAST49%

THE DOOR · ENTRY DIFFICULTY TODAYB

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 EXPOSURE TODAY4

20-YEAR SCENARIO
NOT A FORECAST49%

THE DOOR · ENTRY DIFFICULTY TODAYB

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 EXPOSURE TODAY4

20-YEAR SCENARIO
NOT A FORECAST49%

THE DOOR · ENTRY DIFFICULTY TODAYB

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 EXPOSURE TODAY4

20-YEAR SCENARIO
NOT A FORECAST49%

THE DOOR · ENTRY DIFFICULTY TODAYB

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 EXPOSURE TODAY4

20-YEAR SCENARIO
NOT A FORECAST49%

THE DOOR · ENTRY DIFFICULTY TODAYB

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 EXPOSURE TODAY4

20-YEAR SCENARIO
NOT A FORECAST49%

THE DOOR · ENTRY DIFFICULTY TODAYB

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 EXPOSURE TODAY4

20-YEAR SCENARIO
NOT A FORECAST49%

THE DOOR · ENTRY DIFFICULTY TODAYB

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 EXPOSURE TODAY4

20-YEAR SCENARIO
NOT A FORECAST49%

THE DOOR · ENTRY DIFFICULTY TODAYB

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 EXPOSURE TODAY4

20-YEAR SCENARIO
NOT A FORECAST49%

THE DOOR · ENTRY DIFFICULTY TODAYB

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 EXPOSURE TODAY4

20-YEAR SCENARIO
NOT A FORECAST49%

THE DOOR · ENTRY DIFFICULTY TODAYB

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 EXPOSURE TODAY4

20-YEAR SCENARIO
NOT A FORECAST49%

THE DOOR · ENTRY DIFFICULTY TODAYB

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 EXPOSURE TODAY4

20-YEAR SCENARIO
NOT A FORECAST49%

THE DOOR · ENTRY DIFFICULTY TODAYB

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 EXPOSURE TODAY4

20-YEAR SCENARIO
NOT A FORECAST49%

THE DOOR · ENTRY DIFFICULTY TODAYB

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 EXPOSURE TODAY4

20-YEAR SCENARIO
NOT A FORECAST49%

THE DOOR · ENTRY DIFFICULTY TODAYB

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 EXPOSURE TODAY4

20-YEAR SCENARIO
NOT A FORECAST49%

THE DOOR · ENTRY DIFFICULTY TODAYB

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 EXPOSURE TODAY4

20-YEAR SCENARIO
NOT A FORECAST49%

THE DOOR · ENTRY DIFFICULTY TODAYB

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 EXPOSURE TODAY4

20-YEAR SCENARIO
NOT A FORECAST49%

THE DOOR · ENTRY DIFFICULTY TODAYB

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 EXPOSURE TODAY4

20-YEAR SCENARIO
NOT A FORECAST49%

THE DOOR · ENTRY DIFFICULTY TODAYB

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 EXPOSURE TODAY4

20-YEAR SCENARIO
NOT A FORECAST49%

THE DOOR · ENTRY DIFFICULTY TODAYB

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 EXPOSURE TODAY4

20-YEAR SCENARIO
NOT A FORECAST49%

THE DOOR · ENTRY DIFFICULTY TODAYB

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 EXPOSURE TODAY4

20-YEAR SCENARIO
NOT A FORECAST49%

THE DOOR · ENTRY DIFFICULTY TODAYB

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 EXPOSURE TODAY4

20-YEAR SCENARIO
NOT A FORECAST49%

THE DOOR · ENTRY DIFFICULTY TODAYB

MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.

See the full card →

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