Skip to main content
Careermash
ALL CAREERS

Careers most exposed

Careers with the highest AI exposure today on our index, out of 1,840 scored. High exposure does not mean the job disappears: it means more of its everyday tasks are exposed to AI, 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.

Most exposedHolds up best

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

AI exposure 7216 careers at this exact score

NO MOAT

App Developer

72

Computer Science

AI IMPACT
AI EXPOSURE TODAY72
20-YEAR SCENARIO
NOT A FORECAST95%
THE DOOR · ENTRY DIFFICULTY TODAYC
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →
NO MOAT

Blockchain Developer

72

Computer Science

AI IMPACT
AI EXPOSURE TODAY72
20-YEAR SCENARIO
NOT A FORECAST95%
THE DOOR · ENTRY DIFFICULTY TODAYC
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →
NO MOAT

Computer programmers

72

Computer Science

AI IMPACT
AI EXPOSURE TODAY72
20-YEAR SCENARIO
NOT A FORECAST95%
THE DOOR · ENTRY DIFFICULTY TODAYC
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →
NO MOAT

Cyber Operational Defence Specialist

72

Digital & Technology

AI IMPACT
AI EXPOSURE TODAY72
20-YEAR SCENARIO
NOT A FORECAST95%
THE DOOR · ENTRY DIFFICULTY TODAYC
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →
NO MOAT

Cyber Security Professional

72

Computer Science

AI IMPACT
AI EXPOSURE TODAY72
20-YEAR SCENARIO
NOT A FORECAST95%
THE DOOR · ENTRY DIFFICULTY TODAYC
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →
NO MOAT

Cybersecurity Analyst

72

Computer Science

AI IMPACT
AI EXPOSURE TODAY72
20-YEAR SCENARIO
NOT A FORECAST95%
THE DOOR · ENTRY DIFFICULTY TODAYC
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →
NO MOAT

Frontend Developer

72

Computer Science

AI IMPACT
AI EXPOSURE TODAY72
20-YEAR SCENARIO
NOT A FORECAST95%
THE DOOR · ENTRY DIFFICULTY TODAYC
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →
NO MOAT

Game Developer

72

Computer Science

AI IMPACT
AI EXPOSURE TODAY72
20-YEAR SCENARIO
NOT A FORECAST95%
THE DOOR · ENTRY DIFFICULTY TODAYC
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →
NO MOAT

IT analysts and analyst-programmers

72

Computer Science

AI IMPACT
AI EXPOSURE TODAY72
20-YEAR SCENARIO
NOT A FORECAST95%
THE DOOR · ENTRY DIFFICULTY TODAYC
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →
NO MOAT

Language Technology Developer

72

Computer Science

AI IMPACT
AI EXPOSURE TODAY72
20-YEAR SCENARIO
NOT A FORECAST95%
THE DOOR · ENTRY DIFFICULTY TODAYC
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →
NO MOAT

Machine Learning Engineer

72

Computer Science

AI IMPACT
AI EXPOSURE TODAY72
20-YEAR SCENARIO
NOT A FORECAST90%
THE DOOR · ENTRY DIFFICULTY TODAYC
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →
NO MOAT

Mobile App Developer

72

Computer Science

AI IMPACT
AI EXPOSURE TODAY72
20-YEAR SCENARIO
NOT A FORECAST95%
THE DOOR · ENTRY DIFFICULTY TODAYC
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →
MOAT NOT YET CLASSIFIED

Programmers and software development professionals

72

Computer Science

AI IMPACT
AI EXPOSURE TODAY72
20-YEAR SCENARIO
NOT A FORECAST95%
THE DOOR · ENTRY DIFFICULTY TODAYC
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →
NO MOAT

Software developers

72

Computer Science

AI IMPACT
AI EXPOSURE TODAY72
20-YEAR SCENARIO
NOT A FORECAST95%
THE DOOR · ENTRY DIFFICULTY TODAYC
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →
NO MOAT

Software Engineer

72

Computer Science

AI IMPACT
AI EXPOSURE TODAY72
20-YEAR SCENARIO
NOT A FORECAST95%
THE DOOR · ENTRY DIFFICULTY TODAYD
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →
NO MOAT

Software technicians

72

Digital & Technology

AI IMPACT
AI EXPOSURE TODAY72
20-YEAR SCENARIO
NOT A FORECAST95%
THE DOOR · ENTRY DIFFICULTY TODAYC
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

AI exposure 7012 careers at this exact score

NO MOAT

AI Systems Architect

70

Computer Science

AI IMPACT
AI EXPOSURE TODAY70
20-YEAR SCENARIO
NOT A FORECAST95%
THE DOOR · ENTRY DIFFICULTY TODAYC
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →
NO MOAT

Cloud Solutions Architect

70

Computer Science

AI IMPACT
AI EXPOSURE TODAY70
20-YEAR SCENARIO
NOT A FORECAST95%
THE DOOR · ENTRY DIFFICULTY TODAYC
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →
NO MOAT

Cryptographer

70

Computer Science

AI IMPACT
AI EXPOSURE TODAY70
20-YEAR SCENARIO
NOT A FORECAST95%
THE DOOR · ENTRY DIFFICULTY TODAYC
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →
NO MOAT

DevOps Engineer

70

Computer Science

AI IMPACT
AI EXPOSURE TODAY70
20-YEAR SCENARIO
NOT A FORECAST95%
THE DOOR · ENTRY DIFFICULTY TODAYC
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →
NO MOAT

DevOps Engineer

70

Computer Science

AI IMPACT
AI EXPOSURE TODAY70
20-YEAR SCENARIO
NOT A FORECAST95%
THE DOOR · ENTRY DIFFICULTY TODAYC
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →
NO MOAT

Ethical Hacker and Penetration Tester

70

Computer Science

AI IMPACT
AI EXPOSURE TODAY70
20-YEAR SCENARIO
NOT A FORECAST95%
THE DOOR · ENTRY DIFFICULTY TODAYC
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →
NO MOAT

Games testers

70

Computer Science

AI IMPACT
AI EXPOSURE TODAY70
20-YEAR SCENARIO
NOT A FORECAST95%
THE DOOR · ENTRY DIFFICULTY TODAYC
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →
NO MOAT

IT solutions architects and designers

70

Digital & Technology

AI IMPACT
AI EXPOSURE TODAY70
20-YEAR SCENARIO
NOT A FORECAST95%
THE DOOR · ENTRY DIFFICULTY TODAYC
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →
NO MOAT

IT systems architects

70

Digital & Technology

AI IMPACT
AI EXPOSURE TODAY70
20-YEAR SCENARIO
NOT A FORECAST95%
THE DOOR · ENTRY DIFFICULTY TODAYC
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →
NO MOAT

Secure system development specialists

70

Computer Science

AI IMPACT
AI EXPOSURE TODAY70
20-YEAR SCENARIO
NOT A FORECAST95%
THE DOOR · ENTRY DIFFICULTY TODAYC
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →
NO MOAT

User Experience Researcher

70

Computer Science

AI IMPACT
AI EXPOSURE TODAY70
20-YEAR SCENARIO
NOT A FORECAST95%
THE DOOR · ENTRY DIFFICULTY TODAYC
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →
MOAT NOT YET CLASSIFIED

Web design professionals

70

Computer Science

AI IMPACT
AI EXPOSURE TODAY70
20-YEAR SCENARIO
NOT A FORECAST95%
THE DOOR · ENTRY DIFFICULTY TODAYC
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →

AI exposure 683 careers at this exact score

NO MOAT

Customer service supervisors

68

Business and Management

AI IMPACT
AI EXPOSURE TODAY68
20-YEAR SCENARIO
NOT A FORECAST95%
THE DOOR · ENTRY DIFFICULTY TODAYC
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →
NO MOAT

Local government customer service officers

68

Public Services & Government

AI IMPACT
AI EXPOSURE TODAY68
20-YEAR SCENARIO
NOT A FORECAST95%
THE DOOR · ENTRY DIFFICULTY TODAYC
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →
MOAT NOT YET CLASSIFIED

Other customer service occupations

68

Business and Management

AI IMPACT
AI EXPOSURE TODAY68
20-YEAR SCENARIO
NOT A FORECAST95%
THE DOOR · ENTRY DIFFICULTY TODAYC
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →

AI exposure 65showing 17 of 29 careers at this exact score

NO MOAT

Call and contact centre occupations

65

Digital & Technology

AI IMPACT
AI EXPOSURE TODAY65
20-YEAR SCENARIO
NOT A FORECAST95%
THE DOOR · ENTRY DIFFICULTY TODAYC
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →
MOAT NOT YET CLASSIFIED

Communication operators

65

Digital & Technology

AI IMPACT
AI EXPOSURE TODAY65
20-YEAR SCENARIO
NOT A FORECAST95%
THE DOOR · ENTRY DIFFICULTY TODAYC
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →
NO MOAT

Copywriters

65

Communications and Media

AI IMPACT
AI EXPOSURE TODAY65
20-YEAR SCENARIO
NOT A FORECAST95%
THE DOOR · ENTRY DIFFICULTY TODAYD
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →
NO MOAT

Data Analyst

65

Computer Science

AI IMPACT
AI EXPOSURE TODAY65
20-YEAR SCENARIO
NOT A FORECAST95%
THE DOOR · ENTRY DIFFICULTY TODAYC
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →
NO MOAT

Data analysts

65

Computer Science

AI IMPACT
AI EXPOSURE TODAY65
20-YEAR SCENARIO
NOT A FORECAST95%
THE DOOR · ENTRY DIFFICULTY TODAYC
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →
NO MOAT

Data architects

65

Computer Science

AI IMPACT
AI EXPOSURE TODAY65
20-YEAR SCENARIO
NOT A FORECAST90%
THE DOOR · ENTRY DIFFICULTY TODAYC
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →
NO MOAT

Data Economist

65

Economics

AI IMPACT
AI EXPOSURE TODAY65
20-YEAR SCENARIO
NOT A FORECAST95%
THE DOOR · ENTRY DIFFICULTY TODAYC
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →
NO MOAT

Data Engineer

65

Computer Science

AI IMPACT
AI EXPOSURE TODAY65
20-YEAR SCENARIO
NOT A FORECAST95%
THE DOOR · ENTRY DIFFICULTY TODAYC
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →
NO MOAT

Data engineers

65

Computer Science

AI IMPACT
AI EXPOSURE TODAY65
20-YEAR SCENARIO
NOT A FORECAST95%
THE DOOR · ENTRY DIFFICULTY TODAYC
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →
NO MOAT

Data entry administrators

65

Digital & Technology

AI IMPACT
AI EXPOSURE TODAY65
20-YEAR SCENARIO
NOT A FORECAST95%
THE DOOR · ENTRY DIFFICULTY TODAYD
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →
MOAT NOT YET CLASSIFIED

Data Entry Clerk

65

Business and Management

AI IMPACT
AI EXPOSURE TODAY65
20-YEAR SCENARIO
NOT A FORECAST95%
THE DOOR · ENTRY DIFFICULTY TODAYC
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →
NO MOAT

Data Scientist

65

Computer Science

AI IMPACT
AI EXPOSURE TODAY65
20-YEAR SCENARIO
NOT A FORECAST95%
THE DOOR · ENTRY DIFFICULTY TODAYC
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →
NO MOAT

Database Administrator

65

Computer Science

AI IMPACT
AI EXPOSURE TODAY65
20-YEAR SCENARIO
NOT A FORECAST95%
THE DOOR · ENTRY DIFFICULTY TODAYC
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →
NO MOAT

Database administrators

65

Computer Science

AI IMPACT
AI EXPOSURE TODAY65
20-YEAR SCENARIO
NOT A FORECAST95%
THE DOOR · ENTRY DIFFICULTY TODAYC
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →
MOAT NOT YET CLASSIFIED

Database administrators and web content technicians

65

Computer Science

AI IMPACT
AI EXPOSURE TODAY65
20-YEAR SCENARIO
NOT A FORECAST95%
THE DOOR · ENTRY DIFFICULTY TODAYC
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →
NO MOAT

Geospatial Data Scientist

65

Computer Science

AI IMPACT
AI EXPOSURE TODAY65
20-YEAR SCENARIO
NOT A FORECAST95%
THE DOOR · ENTRY DIFFICULTY TODAYC
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →
MOAT NOT YET CLASSIFIED

Information technology professionals

65

Digital & Technology

AI IMPACT
AI EXPOSURE TODAY65
20-YEAR SCENARIO
NOT A FORECAST95%
THE DOOR · ENTRY DIFFICULTY TODAYC
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →
Browse by subjectSearch careers