Careers most exposed

Careers where AI can already do the largest share of the day-to-day work, out of 1,840 scored. High exposure does not mean the job disappears: it means more of it is automatable today, so aim for the part that still needs a person. 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.

AI exposure 7218 careers at this exact score

App Developer

72

Computer Science

AI IMPACT
AI CAN DO72%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 →

Blockchain Developer

72

Computer Science

AI IMPACT
AI CAN DO72%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 →

Computer programmers

72

Computer Science

AI IMPACT
AI CAN DO72%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 →

Curriculum Developer

72

Education and Teaching

AI IMPACT
AI CAN DO72%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 →

Cyber operational defence specialists

72

Digital & Technology

AI IMPACT
AI CAN DO72%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 →

Cybersecurity Analyst

72

Computer Science

AI IMPACT
AI CAN DO72%moving to95%
THE DOOR, NOWC
THE DOOR, 20 YRSD
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Frontend Developer

72

Computer Science

AI IMPACT
AI CAN DO72%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 →

Game Developer

72

Computer Science

AI IMPACT
AI CAN DO72%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 →

IT analysts and analyst-programmers

72

Computer Science

AI IMPACT
AI CAN DO72%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 →

Language Technology Developer

72

Computer Science

AI IMPACT
AI CAN DO72%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 →

Mobile App Developer

72

Computer Science

AI IMPACT
AI CAN DO72%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 →

Other cyber security professionals

72

Computer Science

AI IMPACT
AI CAN DO72%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 →

Programmers and software development professionals

72

Computer Science

AI IMPACT
AI CAN DO72%moving to95%
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 →

Property Developer

72

Property & Housing

AI IMPACT
AI CAN DO72%moving to95%
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 →

Property investors and developers

72

Property & Housing

AI IMPACT
AI CAN DO72%moving to77%
THE DOOR, NOWB
THE DOOR, 20 YRSD
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Software developers

72

Computer Science

AI IMPACT
AI CAN DO72%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 →

Software Engineer

72

Computer Science

AI IMPACT
AI CAN DO72%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 →

Software technicians

72

Digital & Technology

AI IMPACT
AI CAN DO72%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 →

AI exposure 7010 careers at this exact score

AI Systems Architect

70

Computer Science

AI IMPACT
AI CAN DO70%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 →

Cloud Solutions Architect

70

Computer Science

AI IMPACT
AI CAN DO70%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 →

Cryptographer

70

Computer Science

AI IMPACT
AI CAN DO70%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 →

Ethical Hacker and Penetration Tester

70

Computer Science

AI IMPACT
AI CAN DO70%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 →

Games testers

70

Computer Science

AI IMPACT
AI CAN DO70%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 →

IT solutions architects and designers

70

Digital & Technology

AI IMPACT
AI CAN DO70%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 →

IT systems architects

70

Digital & Technology

AI IMPACT
AI CAN DO70%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 →

Secure system development specialists

70

Computer Science

AI IMPACT
AI CAN DO70%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 →

User Experience Researcher

70

Computer Science

AI IMPACT
AI CAN DO70%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 →

Web design professionals

70

Computer Science

AI IMPACT
AI CAN DO70%moving to95%
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 →

AI exposure 686 careers at this exact score

Complaints and customer service directors

68

Business and Management

AI IMPACT
AI CAN DO68%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 →

Customer Service Manager

68

Business and Management

AI IMPACT
AI CAN DO68%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 →

Customer service supervisors

68

Business and Management

AI IMPACT
AI CAN DO68%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 →

Local government customer service officers

68

Public Services & Government

AI IMPACT
AI CAN DO68%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 →

Other customer service managers

68

Business and Management

AI IMPACT
AI CAN DO68%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 →

Other customer service occupations

68

Business and Management

AI IMPACT
AI CAN DO68%moving to95%
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 →

AI exposure 65showing 14 of 28 careers at this exact score

Call and contact centre occupations

65

Digital & Technology

AI IMPACT
AI CAN DO65%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 →

Communication operators

65

Digital & Technology

AI IMPACT
AI CAN DO65%moving to95%
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 →

Copywriters

65

Communications and Media

AI IMPACT
AI CAN DO65%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 →

Data Analyst

65

Computer Science

AI IMPACT
AI CAN DO65%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 →

Data analysts

65

Computer Science

AI IMPACT
AI CAN DO65%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 →

Data architects

65

Computer Science

AI IMPACT
AI CAN DO65%moving to90%
THE DOOR, NOWC
THE DOOR, 20 YRSE
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Data Economist

65

Economics

AI IMPACT
AI CAN DO65%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 →

Data Engineer

65

Computer Science

AI IMPACT
AI CAN DO65%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 →

Data engineers

65

Computer Science

AI IMPACT
AI CAN DO65%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 →

Data entry administrators

65

Digital & Technology

AI IMPACT
AI CAN DO65%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 →

Data Entry Clerk

65

Business and Management

AI IMPACT
AI CAN DO65%moving to95%
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 →

Data Scientist

65

Computer Science

AI IMPACT
AI CAN DO65%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 →

Database Administrator

65

Computer Science

AI IMPACT
AI CAN DO65%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 →

Database administrators

65

Computer Science

AI IMPACT
AI CAN DO65%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 →
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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