App Developer
72AI USED FOR72%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 →Card colour is the MOAT, not the score: physical · regulatory · relational · none · not yet classified.
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
Blockchain Developer
72AI USED FOR72%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
72AI USED FOR72%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
72AI USED FOR72%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
72AI USED FOR72%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
72AI USED FOR72%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
72AI USED FOR72%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
72AI USED FOR72%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
72AI USED FOR72%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
72AI USED FOR72%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
72AI USED FOR72%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
72AI USED FOR72%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
72AI USED FOR72%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
72AI USED FOR72%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
72AI USED FOR72%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
72AI USED FOR72%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
72AI USED FOR72%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
72AI USED FOR72%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
70AI USED FOR70%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
70AI USED FOR70%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
70AI USED FOR70%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
70AI USED FOR70%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
70AI USED FOR70%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
70AI USED FOR70%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
70AI USED FOR70%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
70AI USED FOR70%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
70AI USED FOR70%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
70AI USED FOR70%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
68AI USED FOR68%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
68AI USED FOR68%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
68AI USED FOR68%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
68AI USED FOR68%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
68AI USED FOR68%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
68AI USED FOR68%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
65AI USED FOR65%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
65AI USED FOR65%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
65AI USED FOR65%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
65AI USED FOR65%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
65AI USED FOR65%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
65AI USED FOR65%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
65AI USED FOR65%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
65AI USED FOR65%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
65AI USED FOR65%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
65AI USED FOR65%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
65AI USED FOR65%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
65AI USED FOR65%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
65AI USED FOR65%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
65AI USED FOR65%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 →