Educational Consultant
25AI EXPOSURE TODAY25
20-YEAR SCENARIO
NOT A FORECAST57%
NOT A FORECAST57%
THE DOOR · ENTRY DIFFICULTY TODAYB
RELATIONAL MOATPeople want a real person for this. That preference is the protection.
See the full card →Skip to main content
General Studies
15 careers in General Studies, 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 5 of them the moat, what structurally protects the job, has not been classified yet; their cards say so rather than guessing.
General Studies at a glance
MOAT CLASSIFIED10 of 15 total
NO MOAT5
HAS A MOAT5
MOAT NOT YET CLASSIFIED5
MEDIAN AI EXPOSURE25 /100
Business & Financial Operations3 careers
Event Planner
25AI EXPOSURE TODAY25
20-YEAR SCENARIO
NOT A FORECAST57%
NOT A FORECAST57%
THE DOOR · ENTRY DIFFICULTY TODAYB
RELATIONAL MOATPeople want a real person for this. That preference is the protection.
See the full card →Human Resources Generalist
25AI EXPOSURE TODAY25
20-YEAR SCENARIO
NOT A FORECAST67%
NOT A FORECAST67%
THE DOOR · ENTRY DIFFICULTY TODAYB
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →Life, Physical & Social Science2 careers
Other Researchers, Unspecified Discipline
25AI EXPOSURE TODAY25
20-YEAR SCENARIO
NOT A FORECAST70%
NOT A FORECAST70%
THE DOOR · ENTRY DIFFICULTY TODAYB
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →Research Assistant
25AI EXPOSURE TODAY25
20-YEAR SCENARIO
NOT A FORECAST70%
NOT A FORECAST70%
THE DOOR · ENTRY DIFFICULTY TODAYB
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →Office & Administrative Support2 careers
Reprographics Assistant
25AI EXPOSURE TODAY25
20-YEAR SCENARIO
NOT A FORECAST93%
NOT A FORECAST93%
THE DOOR · ENTRY DIFFICULTY TODAYC
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →Typist
25AI EXPOSURE TODAY25
20-YEAR SCENARIO
NOT A FORECAST70%
NOT A FORECAST70%
THE DOOR · ENTRY DIFFICULTY TODAYB
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →Production1 career
Routine Inspectors and Testers
19AI EXPOSURE TODAY19
20-YEAR SCENARIO
NOT A FORECAST64%
NOT A FORECAST64%
THE DOOR · ENTRY DIFFICULTY TODAYB
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →Personal Care & Service1 career
Arcade Attendant
25AI EXPOSURE TODAY25
20-YEAR SCENARIO
NOT A FORECAST70%
NOT A FORECAST70%
THE DOOR · ENTRY DIFFICULTY TODAYB
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →Management1 career
Research Coordinator
25AI EXPOSURE TODAY25
20-YEAR SCENARIO
NOT A FORECAST67%
NOT A FORECAST67%
THE DOOR · ENTRY DIFFICULTY TODAYB
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →Uncategorised5 careers
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.
Clairvoyants, Mediums and Astrologers
25AI EXPOSURE TODAY25
20-YEAR SCENARIO
NOT A FORECAST70%
NOT A FORECAST70%
THE DOOR · ENTRY DIFFICULTY TODAYB
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →Other Elementary Service Occupations
25AI EXPOSURE TODAY25
20-YEAR SCENARIO
NOT A FORECAST70%
NOT A FORECAST70%
THE DOOR · ENTRY DIFFICULTY TODAYB
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →Typists and Related Keyboard Occupations
25AI EXPOSURE TODAY25
20-YEAR SCENARIO
NOT A FORECAST70%
NOT A FORECAST70%
THE DOOR · ENTRY DIFFICULTY TODAYB
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →Philosophical Analyst
35AI EXPOSURE TODAY35
20-YEAR SCENARIO
NOT A FORECAST80%
NOT A FORECAST80%
THE DOOR · ENTRY DIFFICULTY TODAYB
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →Admin Assistant
45AI EXPOSURE TODAY45
20-YEAR SCENARIO
NOT A FORECAST83%
NOT A FORECAST83%
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 →