Machine Learning Engineer
28AI CAN DO28%moving to90%
THE DOOR, NOWC
THE DOOR, 20 YRSD
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →Computer Science
50 careers in Computer Science, 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 4 of them the moat, what structurally protects the job, has not been classified yet; their cards say so rather than guessing.
Computer Science at a glance
MOAT CLASSIFIED46 of 50 total
NO MOAT43
HAS A MOAT3
MOAT NOT YET CLASSIFIED4
MEDIAN AI EXPOSURE65 /100
Computer & Mathematical43
Network Engineer
28AI CAN DO28%moving to73%
THE DOOR, NOWB
THE DOOR, 20 YRSD
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →Systems Engineer
28AI CAN DO28%moving to73%
THE DOOR, NOWB
THE DOOR, 20 YRSD
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →UX/UI Designer
35AI CAN DO35%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 →Game Designer
35AI 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 →Application Designer
35AI CAN DO35%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 →Web Designer
35AI CAN DO35%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 →Game Designer
35AI 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 →Network and Systems Administrators
45AI CAN DO45%moving to83%
THE DOOR, NOWC
THE DOOR, 20 YRSE
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →Forensic Computer Specialist
55AI CAN DO55%moving to93%
THE DOOR, NOWC
THE DOOR, 20 YRSD
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →Geographic Information Systems Analyst
60AI CAN DO60%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 →Systems Analyst
60AI CAN DO60%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 →Systems Analyst
60AI CAN DO60%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 Scientist
65AI 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
65AI 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
65AI 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 Analyst
65AI 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 →Geospatial Data Scientist
65AI 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 →Geospatial Data Scientist
65AI 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 Scientist
65AI 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
65AI 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 Engineer
65AI 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
65AI 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 Analyst
65AI 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 →AI Systems Architect
70AI 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
70AI 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 Specialist
70AI 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
70AI 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 Tester
70AI 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
70AI 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
70AI 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 →Blockchain Developer
72AI 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
72AI 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
72AI 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
72AI 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
72AI 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 →Computer Programmer
72AI 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
72AI 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
72AI 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
72AI 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
72AI 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 →App Developer
72AI 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
72AI 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 →Management2
Network Engineer
28AI CAN DO28%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 →Software Development Manager
35AI 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 →Life, Physical & Social Science1
User Experience Researcher
70AI 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 →Uncategorised4
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.
Database Administrators and Web Content Technicians
65AI 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 →Cloud Solutions Architect
70AI 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 →Web Design Professionals
70AI 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 →Programmers and Software Development Professionals
72AI 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 →