Creative Arts and Design

91 careers in Creative Arts and Design, 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 15 of them the moat, what structurally protects the job, has not been classified yet; their cards say so rather than guessing.

Creative Arts and Design at a glance
MOAT CLASSIFIED76 of 91 total
NO MOAT23
HAS A MOAT53
MOAT NOT YET CLASSIFIED15
MEDIAN AI EXPOSURE30 /100

Arts, Design, Entertainment, Sports & Media48

Illustrator

19

Creative Arts and Design

AI IMPACT
AI CAN DO19%moving to85%
THE DOOR, NOWB
THE DOOR, 20 YRSD
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →

Comedian

19

Creative Arts and Design

AI IMPACT
AI CAN DO19%moving to64%
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 →

Dancer

19

Creative Arts and Design

AI IMPACT
AI CAN DO19%moving to64%
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 →

Drawing and Painting Artists

19

Creative Arts and Design

AI IMPACT
AI CAN DO19%moving to85%
THE DOOR, NOWB
THE DOOR, 20 YRSD
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →

Illustrator

19

Creative Arts and Design

AI IMPACT
AI CAN DO19%moving to85%
THE DOOR, NOWB
THE DOOR, 20 YRSD
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →

Sculptor

19

Creative Arts and Design

AI IMPACT
AI CAN DO19%moving to85%
THE DOOR, NOWB
THE DOOR, 20 YRSD
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →

Tattoo and Henna Artists

19

Creative Arts and Design

AI IMPACT
AI CAN DO19%moving to85%
THE DOOR, NOWB
THE DOOR, 20 YRSD
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →

Jewellery Designer

19

Creative Arts and Design

AI IMPACT
AI CAN DO19%moving to64%
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 →

Photographer

19

Creative Arts and Design

AI IMPACT
AI CAN DO19%moving to85%
THE DOOR, NOWB
THE DOOR, 20 YRSD
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →

Sound Designer

19

Creative Arts and Design

AI IMPACT
AI CAN DO19%moving to64%
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 →

Sound Engineer

19

Creative Arts and Design

AI IMPACT
AI CAN DO19%moving to64%
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 →

Basket Maker

19

Creative Arts and Design

AI IMPACT
AI CAN DO19%moving to64%
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 →

Florist

19

Creative Arts and Design

AI IMPACT
AI CAN DO19%moving to64%
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 →

Picture Framer

19

Creative Arts and Design

AI IMPACT
AI CAN DO19%moving to64%
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 →

Film and Television Runners

19

Creative Arts and Design

AI IMPACT
AI CAN DO19%moving to64%
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 →

Photographer

19

Creative Arts and Design

AI IMPACT
AI CAN DO19%moving to85%
THE DOOR, NOWB
THE DOOR, 20 YRSD
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →

Stunt Performer

19

Creative Arts and Design

AI IMPACT
AI CAN DO19%moving to64%
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 →

3D Animator

30

Creative Arts and Design

AI IMPACT
AI CAN DO30%moving to95%
THE DOOR, NOWC
THE DOOR, 20 YRSE
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Choreographer

30

Creative Arts and Design

AI IMPACT
AI CAN DO30%moving to60%
THE DOOR, NOWB
THE DOOR, 20 YRSC
RELATIONAL MOATPeople want a real person for this. That preference is the protection.
See the full card →

Composers and Musical Arrangers

30

Creative Arts and Design

AI IMPACT
AI CAN DO30%moving to60%
THE DOOR, NOWB
THE DOOR, 20 YRSC
RELATIONAL MOATPeople want a real person for this. That preference is the protection.
See the full card →

Hand Drawn Animator

30

Creative Arts and Design

AI IMPACT
AI CAN DO30%moving to95%
THE DOOR, NOWC
THE DOOR, 20 YRSE
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Medical and Scientific Illustrator

30

Creative Arts and Design

AI IMPACT
AI CAN DO30%moving to95%
THE DOOR, NOWC
THE DOOR, 20 YRSE
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Music Conductors

30

Creative Arts and Design

AI IMPACT
AI CAN DO30%moving to60%
THE DOOR, NOWB
THE DOOR, 20 YRSC
RELATIONAL MOATPeople want a real person for this. That preference is the protection.
See the full card →

Studio and Stage Managers

30

Creative Arts and Design

AI IMPACT
AI CAN DO30%moving to60%
THE DOOR, NOWB
THE DOOR, 20 YRSC
RELATIONAL MOATPeople want a real person for this. That preference is the protection.
See the full card →

Clothing and Fashion Consultants

30

Creative Arts and Design

AI IMPACT
AI CAN DO30%moving to65%
THE DOOR, NOWB
THE DOOR, 20 YRSC
RELATIONAL MOATPeople want a real person for this. That preference is the protection.
See the full card →

Fashion Stylist

30

Creative Arts and Design

AI IMPACT
AI CAN DO30%moving to95%
THE DOOR, NOWC
THE DOOR, 20 YRSE
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Film and Television Production Managers

30

Creative Arts and Design

AI IMPACT
AI CAN DO30%moving to60%
THE DOOR, NOWB
THE DOOR, 20 YRSC
RELATIONAL MOATPeople want a real person for this. That preference is the protection.
See the full card →

3D Animator

30

Creative Arts and Design

AI IMPACT
AI CAN DO30%moving to95%
THE DOOR, NOWC
THE DOOR, 20 YRSE
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Music Producer

30

Creative Arts and Design

AI IMPACT
AI CAN DO30%moving to60%
THE DOOR, NOWB
THE DOOR, 20 YRSC
RELATIONAL MOATPeople want a real person for this. That preference is the protection.
See the full card →

Interior Designer

35

Creative Arts and Design

AI IMPACT
AI CAN DO35%moving to95%
THE DOOR, NOWC
THE DOOR, 20 YRSE
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Art Director

35

Creative Arts and Design

AI IMPACT
AI CAN DO35%moving to60%
THE DOOR, NOWB
THE DOOR, 20 YRSC
RELATIONAL MOATPeople want a real person for this. That preference is the protection.
See the full card →

Digital Artist

35

Creative Arts and Design

AI IMPACT
AI CAN DO35%moving to95%
THE DOOR, NOWC
THE DOOR, 20 YRSE
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Fashion Designer

35

Creative Arts and Design

AI IMPACT
AI CAN DO35%moving to95%
THE DOOR, NOWC
THE DOOR, 20 YRSE
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Graphic Designer

35

Creative Arts and Design

AI IMPACT
AI CAN DO35%moving to95%
THE DOOR, NOWD
THE DOOR, 20 YRSE
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Motion Graphics Artist

35

Creative Arts and Design

AI IMPACT
AI CAN DO35%moving to95%
THE DOOR, NOWC
THE DOOR, 20 YRSE
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Set Designer

35

Creative Arts and Design

AI IMPACT
AI CAN DO35%moving to95%
THE DOOR, NOWC
THE DOOR, 20 YRSE
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Textile Designer

35

Creative Arts and Design

AI IMPACT
AI CAN DO35%moving to95%
THE DOOR, NOWC
THE DOOR, 20 YRSE
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Graphic Designer

35

Creative Arts and Design

AI IMPACT
AI CAN DO35%moving to80%
THE DOOR, NOWB
THE DOOR, 20 YRSD
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Art Director

35

Creative Arts and Design

AI IMPACT
AI CAN DO35%moving to60%
THE DOOR, NOWB
THE DOOR, 20 YRSC
RELATIONAL MOATPeople want a real person for this. That preference is the protection.
See the full card →

Footwear Designer

35

Creative Arts and Design

AI IMPACT
AI CAN DO35%moving to95%
THE DOOR, NOWC
THE DOOR, 20 YRSE
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Product Designer

35

Creative Arts and Design

AI IMPACT
AI CAN DO35%moving to95%
THE DOOR, NOWC
THE DOOR, 20 YRSE
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Interior Designer

35

Creative Arts and Design

AI IMPACT
AI CAN DO35%moving to95%
THE DOOR, NOWC
THE DOOR, 20 YRSE
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Lighting Designer

35

Creative Arts and Design

AI IMPACT
AI CAN DO35%moving to95%
THE DOOR, NOWC
THE DOOR, 20 YRSE
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Set Designer

35

Creative Arts and Design

AI IMPACT
AI CAN DO35%moving to95%
THE DOOR, NOWC
THE DOOR, 20 YRSE
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Textile Designer

35

Creative Arts and Design

AI IMPACT
AI CAN DO35%moving to95%
THE DOOR, NOWC
THE DOOR, 20 YRSE
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Fashion Designer

35

Creative Arts and Design

AI IMPACT
AI CAN DO35%moving to95%
THE DOOR, NOWC
THE DOOR, 20 YRSE
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Content Writer

50

Creative Arts and Design

AI IMPACT
AI CAN DO50%moving to95%
THE DOOR, NOWC
THE DOOR, 20 YRSE
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Script Writer

50

Creative Arts and Design

AI IMPACT
AI CAN DO50%moving to95%
THE DOOR, NOWC
THE DOOR, 20 YRSE
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Production15

Ceramic Workers

19

Creative Arts and Design

AI IMPACT
AI CAN DO19%moving to64%
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 →

Curtain Maker

19

Creative Arts and Design

AI IMPACT
AI CAN DO19%moving to64%
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 →

Cake Decorators and Designers

19

Creative Arts and Design

AI IMPACT
AI CAN DO19%moving to64%
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 →

Candle Maker

19

Creative Arts and Design

AI IMPACT
AI CAN DO19%moving to64%
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 →

Ceramic Potters

19

Creative Arts and Design

AI IMPACT
AI CAN DO19%moving to64%
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 →

Ceramic Makers, Decorators and Finishers

19

Creative Arts and Design

AI IMPACT
AI CAN DO19%moving to64%
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 →

Costume Maker

19

Creative Arts and Design

AI IMPACT
AI CAN DO19%moving to64%
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 →

Craft Model Makers

19

Creative Arts and Design

AI IMPACT
AI CAN DO19%moving to64%
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 →

Dressmaker

19

Creative Arts and Design

AI IMPACT
AI CAN DO19%moving to64%
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 →

Embroiderers and Sewers

19

Creative Arts and Design

AI IMPACT
AI CAN DO19%moving to64%
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 Blower

19

Creative Arts and Design

AI IMPACT
AI CAN DO19%moving to64%
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 →

Goldsmiths, Silversmiths, Jewellers and Precious Stone Workers

19

Creative Arts and Design

AI IMPACT
AI CAN DO19%moving to64%
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 →

Kilt Maker

19

Creative Arts and Design

AI IMPACT
AI CAN DO19%moving to64%
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 →

Knitters

19

Creative Arts and Design

AI IMPACT
AI CAN DO19%moving to64%
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 →

Milliner

19

Creative Arts and Design

AI IMPACT
AI CAN DO19%moving to64%
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 →

Personal Care & Service3

Body Piercer

19

Creative Arts and Design

AI IMPACT
AI CAN DO19%moving to64%
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 →

Make-up Artist

19

Creative Arts and Design

AI IMPACT
AI CAN DO19%moving to64%
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 →

Makeup Artist

19

Creative Arts and Design

AI IMPACT
AI CAN DO19%moving to64%
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 →

Education, Training & Library2

Art Technician

19

Creative Arts and Design

AI IMPACT
AI CAN DO19%moving to64%
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 →

Art Gallery Managers and Directors

35

Creative Arts and Design

AI IMPACT
AI CAN DO35%moving to60%
THE DOOR, NOWB
THE DOOR, 20 YRSC
RELATIONAL MOATPeople want a real person for this. That preference is the protection.
See the full card →

Sales & Related2

Model

19

Creative Arts and Design

AI IMPACT
AI CAN DO19%moving to64%
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 →

Fashion Model

19

Creative Arts and Design

AI IMPACT
AI CAN DO19%moving to64%
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 & Repair2

Horologists, Watch Makers and Repairers

19

Creative Arts and Design

AI IMPACT
AI CAN DO19%moving to64%
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 →

Musical Instrument Repairers, Makers and Tuners

19

Creative Arts and Design

AI IMPACT
AI CAN DO19%moving to64%
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 →

Business & Financial Operations2

Sport and Talent Agents

30

Creative Arts and Design

AI IMPACT
AI CAN DO30%moving to60%
THE DOOR, NOWB
THE DOOR, 20 YRSC
RELATIONAL MOATPeople want a real person for this. That preference is the protection.
See the full card →

Art Consultant

35

Creative Arts and Design

AI IMPACT
AI CAN DO35%moving to60%
THE DOOR, NOWB
THE DOOR, 20 YRSC
RELATIONAL MOATPeople want a real person for this. That preference is the protection.
See the full card →

Management1

Design Consultancy Director

30

Creative Arts and Design

AI IMPACT
AI CAN DO30%moving to75%
THE DOOR, NOWB
THE DOOR, 20 YRSD
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Community & Social Service1

Celebrants

30

Creative Arts and Design

AI IMPACT
AI CAN DO30%moving to60%
THE DOOR, NOWB
THE DOOR, 20 YRSC
RELATIONAL MOATPeople want a real person for this. That preference is the protection.
See the full card →

Uncategorised15

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.

Nonprofit Program Manager

30

Creative Arts and Design

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 →

Musicians

30

Creative Arts and Design

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 →

Design Occupations

30

Creative Arts and Design

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 →

Freelance Photographer

30

Creative Arts and Design

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 →

Rapper

30

Creative Arts and Design

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 →

Wedding Photographer

30

Creative Arts and Design

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 →

Florist

30

Creative Arts and Design

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 →

Stagehands

30

Creative Arts and Design

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 →

Digital Artist

35

Creative Arts and Design

AI IMPACT
AI CAN DO35%moving to80%
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 →

Artists

35

Creative Arts and Design

AI IMPACT
AI CAN DO35%moving to80%
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 →

Arts Officers, Producers and Directors

35

Creative Arts and Design

AI IMPACT
AI CAN DO35%moving to80%
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 →

Clothing, Fashion and Accessories Designers

35

Creative Arts and Design

AI IMPACT
AI CAN DO35%moving to80%
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 →

Freelance Graphic Designer

35

Creative Arts and Design

AI IMPACT
AI CAN DO35%moving to80%
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 →

Authors, Writers and Translators

50

Creative Arts and Design

AI IMPACT
AI CAN DO50%moving to88%
THE DOOR, NOWC
THE DOOR, 20 YRSE
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →

Freelance Writer

50

Creative Arts and Design

AI IMPACT
AI CAN DO50%moving to88%
THE DOOR, NOWC
THE DOOR, 20 YRSE
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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