Construction & Trades

101 careers in Construction & Trades, ranked safest first: the career with the lowest AI exposure score, meaning the smallest share of its day-to-day work AI can already do, is at the top. For 24 of them the moat, what structurally protects the job, has not been classified yet; their cards say so rather than guessing.

Construction & Trades at a glance
MOAT CLASSIFIED77 of 101 total
NO MOAT1
HAS A MOAT76
MOAT NOT YET CLASSIFIED24
MEDIAN AI EXPOSURE4 /100

Construction & Extraction57

Building Surveyor

4

Construction & Trades

AI IMPACT
AI CAN DO4%moving to44%
THE DOOR, NOWB
THE DOOR, 20 YRSC
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →

Building/Construction Site Supervisor

4

Construction & Trades

AI IMPACT
AI CAN DO4%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 →

Building Surveyor

4

Construction & Trades

AI IMPACT
AI CAN DO4%moving to44%
THE DOOR, NOWB
THE DOOR, 20 YRSC
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →

Green Roof Installer

4

Construction & Trades

AI IMPACT
AI CAN DO4%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 →

Pipe Fitter

4

Construction & Trades

AI IMPACT
AI CAN DO4%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 →

Door Fitters and Makers

4

Construction & Trades

AI IMPACT
AI CAN DO4%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 →

Electric Vehicle Charging Point Installer

4

Construction & Trades

AI IMPACT
AI CAN DO4%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 →

Installation and Maintenance Electricians

4

Construction & Trades

AI IMPACT
AI CAN DO4%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 →

Solar Panel Installer

4

Construction & Trades

AI IMPACT
AI CAN DO4%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 →

Bricklayer

4

Construction & Trades

AI IMPACT
AI CAN DO4%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 →

Builder

4

Construction & Trades

AI IMPACT
AI CAN DO4%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 →

Carpenter

4

Construction & Trades

AI IMPACT
AI CAN DO4%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 →

Demolition Supervisor

4

Construction & Trades

AI IMPACT
AI CAN DO4%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 →

Dry Stone Waller

4

Construction & Trades

AI IMPACT
AI CAN DO4%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 →

Dry Liners

4

Construction & Trades

AI IMPACT
AI CAN DO4%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 →

Fence Erector

4

Construction & Trades

AI IMPACT
AI CAN DO4%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 →

Floor Layers

4

Construction & Trades

AI IMPACT
AI CAN DO4%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 →

Glass Cutters and Glaziers

4

Construction & Trades

AI IMPACT
AI CAN DO4%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 →

Joiner

4

Construction & Trades

AI IMPACT
AI CAN DO4%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 →

Monumental Mason

4

Construction & Trades

AI IMPACT
AI CAN DO4%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 →

Painters and Decorators

4

Construction & Trades

AI IMPACT
AI CAN DO4%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 →

Painting Supervisor

4

Construction & Trades

AI IMPACT
AI CAN DO4%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 →

Plasterers (Wall and Decorative)

4

Construction & Trades

AI IMPACT
AI CAN DO4%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 →

Plumbing Supervisor

4

Construction & Trades

AI IMPACT
AI CAN DO4%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 →

Plumber and Heating Installer

4

Construction & Trades

AI IMPACT
AI CAN DO4%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 →

Road Construction Supervisor

4

Construction & Trades

AI IMPACT
AI CAN DO4%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 →

Roofers

4

Construction & Trades

AI IMPACT
AI CAN DO4%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 →

Roofing Supervisor

4

Construction & Trades

AI IMPACT
AI CAN DO4%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 →

Scaffolding Supervisor

4

Construction & Trades

AI IMPACT
AI CAN DO4%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 →

Shop and Office Fitters

4

Construction & Trades

AI IMPACT
AI CAN DO4%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 →

Steel Erector

4

Construction & Trades

AI IMPACT
AI CAN DO4%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 →

Steel Fixers and Underpinners

4

Construction & Trades

AI IMPACT
AI CAN DO4%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 →

Stonemason

4

Construction & Trades

AI IMPACT
AI CAN DO4%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 →

Thatcher

4

Construction & Trades

AI IMPACT
AI CAN DO4%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 →

Tiler

4

Construction & Trades

AI IMPACT
AI CAN DO4%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 →

Tilers and Slaters

4

Construction & Trades

AI IMPACT
AI CAN DO4%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 →

Window and Door Fitters

4

Construction & Trades

AI IMPACT
AI CAN DO4%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 →

Carpet and Linoleum Fitters

4

Construction & Trades

AI IMPACT
AI CAN DO4%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 →

Carpenter and Joinery Supervisors

4

Construction & Trades

AI IMPACT
AI CAN DO4%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 →

Carpenter and Joiner Assistants

4

Construction & Trades

AI IMPACT
AI CAN DO4%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 →

Concrete Operatives (Concrete Production)

4

Construction & Trades

AI IMPACT
AI CAN DO4%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 →

Ceiling Fitters

4

Construction & Trades

AI IMPACT
AI CAN DO4%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 →

Asbestos Remover

4

Construction & Trades

AI IMPACT
AI CAN DO4%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 →

Blind Fitters

4

Construction & Trades

AI IMPACT
AI CAN DO4%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 →

Demolition Operatives

4

Construction & Trades

AI IMPACT
AI CAN DO4%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 →

Drainage Operative

4

Construction & Trades

AI IMPACT
AI CAN DO4%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 →

Pipe Layer

4

Construction & Trades

AI IMPACT
AI CAN DO4%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 →

Rail Construction and Maintenance Operatives

4

Construction & Trades

AI IMPACT
AI CAN DO4%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 →

Road Construction Operatives

4

Construction & Trades

AI IMPACT
AI CAN DO4%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 →

Scaffolders and Stagers

4

Construction & Trades

AI IMPACT
AI CAN DO4%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 →

Sign Fitter

4

Construction & Trades

AI IMPACT
AI CAN DO4%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 →

Builder's Labourer

4

Construction & Trades

AI IMPACT
AI CAN DO4%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 →

Construction Electrician's Assistant

4

Construction & Trades

AI IMPACT
AI CAN DO4%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 →

Groundworker

4

Construction & Trades

AI IMPACT
AI CAN DO4%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 →

Insulation Labourer

4

Construction & Trades

AI IMPACT
AI CAN DO4%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 →

Marquee Erector

4

Construction & Trades

AI IMPACT
AI CAN DO4%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 →

Plumber's Assistant

4

Construction & Trades

AI IMPACT
AI CAN DO4%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 →

Production5

Other Welding Trades

4

Construction & Trades

AI IMPACT
AI CAN DO4%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 →

Pipe Welder

4

Construction & Trades

AI IMPACT
AI CAN DO4%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 →

Welder Fabricator

4

Construction & Trades

AI IMPACT
AI CAN DO4%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 →

Window Fabricator

4

Construction & Trades

AI IMPACT
AI CAN DO4%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 →

Fitters and Alterations Assistants

4

Construction & Trades

AI IMPACT
AI CAN DO4%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 →

Installation, Maintenance & Repair5

Locksmith

4

Construction & Trades

AI IMPACT
AI CAN DO4%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 →

Industrial Climbers

4

Construction & Trades

AI IMPACT
AI CAN DO4%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 →

Air-conditioning and Refrigeration Installers and Repairers

4

Construction & Trades

AI IMPACT
AI CAN DO4%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 →

Building Maintenance Operatives

4

Construction & Trades

AI IMPACT
AI CAN DO4%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 →

Windscreen Fitters

4

Construction & Trades

AI IMPACT
AI CAN DO4%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 →

Management5

Convenience Store and Off-Licence Owners

4

Construction & Trades

AI IMPACT
AI CAN DO4%moving to49%
THE DOOR, NOWB
THE DOOR, 20 YRSD
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Construction Project Manager

30

Construction & Trades

AI IMPACT
AI CAN DO30%moving to72%
THE DOOR, NOWB
THE DOOR, 20 YRSD
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →

Production Manager and Director in Construction

30

Construction & Trades

AI IMPACT
AI CAN DO30%moving to72%
THE DOOR, NOWB
THE DOOR, 20 YRSD
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →

Construction Consultancy Director

30

Construction & Trades

AI IMPACT
AI CAN DO30%moving to72%
THE DOOR, NOWB
THE DOOR, 20 YRSD
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →

Construction Project Manager

30

Construction & Trades

AI IMPACT
AI CAN DO30%moving to72%
THE DOOR, NOWB
THE DOOR, 20 YRSD
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →

Architecture & Engineering2

Structural Engineer

28

Construction & Trades

AI IMPACT
AI CAN DO28%moving to70%
THE DOOR, NOWB
THE DOOR, 20 YRSD
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →

Insulation Engineer

28

Construction & Trades

AI IMPACT
AI CAN DO28%moving to70%
THE DOOR, NOWB
THE DOOR, 20 YRSD
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →

Arts, Design, Entertainment, Sports & Media1

Stenographer

4

Construction & Trades

AI IMPACT
AI CAN DO4%moving to44%
THE DOOR, NOWB
THE DOOR, 20 YRSC
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →

Community & Social Service1

Weight Loss Adviser

4

Construction & Trades

AI IMPACT
AI CAN DO4%moving to34%
THE DOOR, NOWA
THE DOOR, 20 YRSB
RELATIONAL MOATPeople want a real person for this. That preference is the protection.
See the full card →

Building & Grounds Cleaning & Maintenance1

Window Cleaner

4

Construction & Trades

AI IMPACT
AI CAN DO4%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 →

Uncategorised24

These careers have no record in our AI outlook register, so there is no O*NET occupation code to group them by. Listed here rather than guessed into a category.

Construction and Building Trade Supervisors

4

Construction & Trades

AI IMPACT
AI CAN DO4%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 →

Construction and Building Trades

4

Construction & Trades

AI IMPACT
AI CAN DO4%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 →

Floorers and Wall Tilers

4

Construction & Trades

AI IMPACT
AI CAN DO4%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 →

Glaziers, Window Fabricators and Fitters

4

Construction & Trades

AI IMPACT
AI CAN DO4%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 →

Roofers, Roof Tilers and Slaters

4

Construction & Trades

AI IMPACT
AI CAN DO4%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 →

Stonemasons and Related Trades

4

Construction & Trades

AI IMPACT
AI CAN DO4%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 →

Upholsterers

4

Construction & Trades

AI IMPACT
AI CAN DO4%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 →

Carpenters and Joiners

4

Construction & Trades

AI IMPACT
AI CAN DO4%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 →

Footwear and Leather Working Trades

4

Construction & Trades

AI IMPACT
AI CAN DO4%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 →

Other Skilled Trades

4

Construction & Trades

AI IMPACT
AI CAN DO4%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 →

Handyman

4

Construction & Trades

AI IMPACT
AI CAN DO4%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 →

Locksmith

4

Construction & Trades

AI IMPACT
AI CAN DO4%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 →

Scaffolder

4

Construction & Trades

AI IMPACT
AI CAN DO4%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 →

Roofer

4

Construction & Trades

AI IMPACT
AI CAN DO4%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 →

Plasterer

4

Construction & Trades

AI IMPACT
AI CAN DO4%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 →

Tiler

4

Construction & Trades

AI IMPACT
AI CAN DO4%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 →

Painter and Decorator

4

Construction & Trades

AI IMPACT
AI CAN DO4%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 →

Carpet Fitter

4

Construction & Trades

AI IMPACT
AI CAN DO4%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 →

Welder

4

Construction & Trades

AI IMPACT
AI CAN DO4%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 →

Electricians and Electrical Fitters

4

Construction & Trades

AI IMPACT
AI CAN DO4%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 →

Elementary Construction Occupations

4

Construction & Trades

AI IMPACT
AI CAN DO4%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 →

Mining and Quarry Workers and Related Operatives

4

Construction & Trades

AI IMPACT
AI CAN DO4%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 →

Scaffolders, Stagers and Riggers

4

Construction & Trades

AI IMPACT
AI CAN DO4%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 →

Construction Project Managers and Related Professionals

30

Construction & Trades

AI IMPACT
AI CAN DO30%moving to75%
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 →
Careermash

Careermash: navigate your career path with real data. Explore career profiles, salary benchmarks, AI impact forecasts, and the qualifications you need to get there.


AI EXPOSURE = the share of a job's day-to-day tasks AI can already do today, from the same exposure engine used across this site (Anthropic labour market research, 2026, observed real-world AI usage by occupation). Higher means more exposed. It is a measurement of now, not a prediction. THE DOOR = how hard the job is to get into, grade A (easy) to E (extremely hard), from each career's published forecast (OpenAI, "The AI Jobs Transition Framework", Richmond 2026, CC BY 4.0). A card marked MOAT NOT YET CLASSIFIED has a real exposure score but no entry yet in our moat register, so we make no claim about what structurally protects it. Scorecard grades and verdicts are Careermash editorial judgment: we show forecasts as forecasts and own our conclusions. Salary and pathway figures are each career's own published profile. Careermash is a service provided by What School Ltd.

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