Public Services & Government

170 careers in Public Services & Government, 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 37 of them the moat, what structurally protects the job, has not been classified yet; their cards say so rather than guessing.

Public Services & Government at a glance
MOAT CLASSIFIED133 of 170 total
NO MOAT23
HAS A MOAT110
MOAT NOT YET CLASSIFIED37
MEDIAN AI EXPOSURE20 /100

Protective Service29

Chief Inspector

19

Public Services & Government

AI IMPACT
AI CAN DO19%moving to64%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →

Senior Officer in Prison Services

19

Public Services & Government

AI IMPACT
AI CAN DO19%moving to64%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →

Fire Service Crew Manager

19

Public Services & Government

AI IMPACT
AI CAN DO19%moving to64%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →

Other Police Officers (Sergeant and Below)

19

Public Services & Government

AI IMPACT
AI CAN DO19%moving to64%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →

Police Constable

19

Public Services & Government

AI IMPACT
AI CAN DO19%moving to64%
THE DOOR, NOWC
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →

Immigration Officer

19

Public Services & Government

AI IMPACT
AI CAN DO19%moving to64%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →

Prison Officer

19

Public Services & Government

AI IMPACT
AI CAN DO19%moving to64%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →

Court Officer

19

Public Services & Government

AI IMPACT
AI CAN DO19%moving to64%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →

Civil Enforcement Officer

19

Public Services & Government

AI IMPACT
AI CAN DO19%moving to64%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →

Neighbourhood Warden

19

Public Services & Government

AI IMPACT
AI CAN DO19%moving to64%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →

Police Community Support Officers

19

Public Services & Government

AI IMPACT
AI CAN DO19%moving to64%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →

Firefighter

19

Public Services & Government

AI IMPACT
AI CAN DO19%moving to54%
THE DOOR, NOWC
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →

Court Usher

19

Public Services & Government

AI IMPACT
AI CAN DO19%moving to64%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →

Detention Officer

19

Public Services & Government

AI IMPACT
AI CAN DO19%moving to64%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →

School Midday and Crossing Patrol Occupations

19

Public Services & Government

AI IMPACT
AI CAN DO19%moving to64%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →

Chief, Deputy Chief and Assistant Chief Constables

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to78%
THE DOOR, NOWB
THE DOOR, 20 YRSD
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →

Chief Superintendent

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to62%
THE DOOR, NOWB
THE DOOR, 20 YRSD
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →

Senior Officer in Fire Services

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to62%
THE DOOR, NOWB
THE DOOR, 20 YRSD
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →

Senior Officer in Immigration Services

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to62%
THE DOOR, NOWB
THE DOOR, 20 YRSD
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →

Police Sergeant

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to62%
THE DOOR, NOWB
THE DOOR, 20 YRSD
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →

Crime Scene Investigator

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to62%
THE DOOR, NOWB
THE DOOR, 20 YRSD
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →

Customs and Border Control Officers

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to62%
THE DOOR, NOWB
THE DOOR, 20 YRSD
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →

Fraud and Financial Crime Investigator

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to62%
THE DOOR, NOWB
THE DOOR, 20 YRSD
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →

Private Investigator

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to62%
THE DOOR, NOWB
THE DOOR, 20 YRSD
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →

Bailiff

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to62%
THE DOOR, NOWB
THE DOOR, 20 YRSD
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →

Detective and Criminal Investigator

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to62%
THE DOOR, NOWB
THE DOOR, 20 YRSD
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →

MI5 and MI6 Intelligence Officer

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to62%
THE DOOR, NOWB
THE DOOR, 20 YRSD
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →

Scene of Crime Officer

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to62%
THE DOOR, NOWB
THE DOOR, 20 YRSD
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →

Fire Safety Manager and Officer

30

Public Services & Government

AI IMPACT
AI CAN DO30%moving to72%
THE DOOR, NOWB
THE DOOR, 20 YRSD
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →

Management27

Facilities Manager

19

Public Services & Government

AI IMPACT
AI CAN DO19%moving to64%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →

Councillor

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to52%
THE DOOR, NOWB
THE DOOR, 20 YRSC
RELATIONAL MOATPeople want a real person for this. That preference is the protection.
See the full card →

Senior Public Service Official

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to65%
THE DOOR, NOWB
THE DOOR, 20 YRSD
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Royal Marines Officer

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to65%
THE DOOR, NOWB
THE DOOR, 20 YRSD
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Housing Officer

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to62%
THE DOOR, NOWB
THE DOOR, 20 YRSD
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →

Facilities Coordinator

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to62%
THE DOOR, NOWB
THE DOOR, 20 YRSD
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →

Nonprofit Program Manager

30

Public Services & Government

AI IMPACT
AI CAN DO30%moving to72%
THE DOOR, NOWB
THE DOOR, 20 YRSD
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →

Nonprofit Program Director

30

Public Services & Government

AI IMPACT
AI CAN DO30%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 →

Information Security Director

30

Public Services & Government

AI IMPACT
AI CAN DO30%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 →

Cinema Managers and Proprietors

30

Public Services & Government

AI IMPACT
AI CAN DO30%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 →

Clinical Governance and Information Manager

30

Public Services & Government

AI IMPACT
AI CAN DO30%moving to72%
THE DOOR, NOWB
THE DOOR, 20 YRSD
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →

Health Care Service Manager

30

Public Services & Government

AI IMPACT
AI CAN DO30%moving to72%
THE DOOR, NOWB
THE DOOR, 20 YRSD
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →

Marina Manager

30

Public Services & Government

AI IMPACT
AI CAN DO30%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 →

Medical and Health Care Practice Managers

30

Public Services & Government

AI IMPACT
AI CAN DO30%moving to72%
THE DOOR, NOWB
THE DOOR, 20 YRSD
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →

Social Services Manager

30

Public Services & Government

AI IMPACT
AI CAN DO30%moving to72%
THE DOOR, NOWB
THE DOOR, 20 YRSD
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →

Theatre Manager

30

Public Services & Government

AI IMPACT
AI CAN DO30%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 →

Casino Manager

30

Public Services & Government

AI IMPACT
AI CAN DO30%moving to72%
THE DOOR, NOWB
THE DOOR, 20 YRSD
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →

Bingo Hall Manager

30

Public Services & Government

AI IMPACT
AI CAN DO30%moving to72%
THE DOOR, NOWB
THE DOOR, 20 YRSD
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →

Residential, Day and Domiciliary Care Managers and Proprietors

30

Public Services & Government

AI IMPACT
AI CAN DO30%moving to72%
THE DOOR, NOWB
THE DOOR, 20 YRSD
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →

Residential Care Managers and Proprietors

30

Public Services & Government

AI IMPACT
AI CAN DO30%moving to72%
THE DOOR, NOWB
THE DOOR, 20 YRSD
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →

Sewage Works and Water Treatment Managers

30

Public Services & Government

AI IMPACT
AI CAN DO30%moving to72%
THE DOOR, NOWB
THE DOOR, 20 YRSD
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →

Funeral Services and Crematorium Managers and Proprietors

30

Public Services & Government

AI IMPACT
AI CAN DO30%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 →

Watch Manager

30

Public Services & Government

AI IMPACT
AI CAN DO30%moving to75%
THE DOOR, NOWB
THE DOOR, 20 YRSD
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Office Manager

30

Public Services & Government

AI IMPACT
AI CAN DO30%moving to75%
THE DOOR, NOWB
THE DOOR, 20 YRSD
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Charitable Organisation Manager and Director

30

Public Services & Government

AI IMPACT
AI CAN DO30%moving to72%
THE DOOR, NOWB
THE DOOR, 20 YRSD
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →

Healthcare Administrator

45

Public Services & Government

AI IMPACT
AI 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 →

Charity Administrator

45

Public Services & Government

AI IMPACT
AI 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 →

Office & Administrative Support17

Postal Delivery Workers

19

Public Services & Government

AI IMPACT
AI CAN DO19%moving to64%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →

Municipal Clerk

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to62%
THE DOOR, NOWB
THE DOOR, 20 YRSD
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →

Operational Support Grades

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to93%
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 Benefits Officer

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to65%
THE DOOR, NOWB
THE DOOR, 20 YRSD
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Local Government Business Support Assistants

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to65%
THE DOOR, NOWB
THE DOOR, 20 YRSD
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Local Government Housing Assistants

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to65%
THE DOOR, NOWB
THE DOOR, 20 YRSD
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

National Government Benefits Officer

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to62%
THE DOOR, NOWB
THE DOOR, 20 YRSD
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →

Clerks to Governors

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to65%
THE DOOR, NOWB
THE DOOR, 20 YRSD
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Office Supervisor

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to65%
THE DOOR, NOWB
THE DOOR, 20 YRSD
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Post Office Clerk

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to65%
THE DOOR, NOWB
THE DOOR, 20 YRSD
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Medical Secretary

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to65%
THE DOOR, NOWB
THE DOOR, 20 YRSD
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Emergency Services Call Handlers

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to62%
THE DOOR, NOWB
THE DOOR, 20 YRSD
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →

Meter Reader

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to65%
THE DOOR, NOWB
THE DOOR, 20 YRSD
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Registrar of Births, Deaths, Marriages and Civil Partnerships

35

Public Services & Government

AI IMPACT
AI CAN DO35%moving to77%
THE DOOR, NOWB
THE DOOR, 20 YRSD
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →

Medical Administrators and Appointment Clerks

45

Public Services & Government

AI IMPACT
AI 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 →

Election Analyst

55

Public Services & Government

AI IMPACT
AI 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 →

Local Government Customer Service Officer

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 →

Community & Social Service14

Health Educator

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to52%
THE DOOR, NOWB
THE DOOR, 20 YRSC
RELATIONAL MOATPeople want a real person for this. That preference is the protection.
See the full card →

Public Health Officer

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to52%
THE DOOR, NOWB
THE DOOR, 20 YRSC
RELATIONAL MOATPeople want a real person for this. That preference is the protection.
See the full card →

Community Development Officer

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to52%
THE DOOR, NOWB
THE DOOR, 20 YRSC
RELATIONAL MOATPeople want a real person for this. That preference is the protection.
See the full card →

Health Promotion Officer

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to52%
THE DOOR, NOWB
THE DOOR, 20 YRSC
RELATIONAL MOATPeople want a real person for this. That preference is the protection.
See the full card →

Clergy

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to52%
THE DOOR, NOWB
THE DOOR, 20 YRSC
RELATIONAL MOATPeople want a real person for this. That preference is the protection.
See the full card →

Probation Officer

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to62%
THE DOOR, NOWB
THE DOOR, 20 YRSD
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →

Charity Worker

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to52%
THE DOOR, NOWB
THE DOOR, 20 YRSC
RELATIONAL MOATPeople want a real person for this. That preference is the protection.
See the full card →

Health Trainer

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to52%
THE DOOR, NOWB
THE DOOR, 20 YRSC
RELATIONAL MOATPeople want a real person for this. That preference is the protection.
See the full card →

Homelessness Officers and Support Workers

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to52%
THE DOOR, NOWB
THE DOOR, 20 YRSC
RELATIONAL MOATPeople want a real person for this. That preference is the protection.
See the full card →

Independent Living Advisers and Officers

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to52%
THE DOOR, NOWB
THE DOOR, 20 YRSC
RELATIONAL MOATPeople want a real person for this. That preference is the protection.
See the full card →

Probation Service Worker

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to52%
THE DOOR, NOWB
THE DOOR, 20 YRSC
RELATIONAL MOATPeople want a real person for this. That preference is the protection.
See the full card →

Work Placement Officer

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to52%
THE DOOR, NOWB
THE DOOR, 20 YRSC
RELATIONAL MOATPeople want a real person for this. That preference is the protection.
See the full card →

Work Coach

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to52%
THE DOOR, NOWB
THE DOOR, 20 YRSC
RELATIONAL MOATPeople want a real person for this. That preference is the protection.
See the full card →

Welfare and Attendance Officers

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to52%
THE DOOR, NOWB
THE DOOR, 20 YRSC
RELATIONAL MOATPeople want a real person for this. That preference is the protection.
See the full card →

Business & Financial Operations14

Food Safety Inspector

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to62%
THE DOOR, NOWB
THE DOOR, 20 YRSD
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →

Policy Advisor

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to52%
THE DOOR, NOWB
THE DOOR, 20 YRSC
RELATIONAL MOATPeople want a real person for this. That preference is the protection.
See the full card →

Senior Officer in Revenue and Customs

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to62%
THE DOOR, NOWB
THE DOOR, 20 YRSD
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →

School Inspector

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to62%
THE DOOR, NOWB
THE DOOR, 20 YRSD
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →

Political Communications Specialist

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to52%
THE DOOR, NOWB
THE DOOR, 20 YRSC
RELATIONAL MOATPeople want a real person for this. That preference is the protection.
See the full card →

Housing and Planning Inspectors

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to62%
THE DOOR, NOWB
THE DOOR, 20 YRSD
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →

Licensing Officer

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to62%
THE DOOR, NOWB
THE DOOR, 20 YRSD
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →

Local Government Revenue Officer

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to62%
THE DOOR, NOWB
THE DOOR, 20 YRSD
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →

National Government Revenue Officers

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to62%
THE DOOR, NOWB
THE DOOR, 20 YRSD
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →

Trading Standards Officer

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to62%
THE DOOR, NOWB
THE DOOR, 20 YRSD
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →

Waste Management Officer

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to65%
THE DOOR, NOWB
THE DOOR, 20 YRSD
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Grants Officer

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to52%
THE DOOR, NOWB
THE DOOR, 20 YRSC
RELATIONAL MOATPeople want a real person for this. That preference is the protection.
See the full card →

Union Officials

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to52%
THE DOOR, NOWB
THE DOOR, 20 YRSC
RELATIONAL MOATPeople want a real person for this. That preference is the protection.
See the full card →

Policy Analyst

35

Public Services & Government

AI IMPACT
AI 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 →

Personal Care & Service8

Foster Carer

6

Public Services & Government

AI IMPACT
AI CAN DO6%moving to51%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →

Event Stewards

19

Public Services & Government

AI IMPACT
AI CAN DO19%moving to64%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →

Cinema and Theatre Attendants

19

Public Services & Government

AI IMPACT
AI CAN DO19%moving to64%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →

Gallery and Museum Attendants

19

Public Services & Government

AI IMPACT
AI CAN DO19%moving to64%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →

Residential Housing Warden

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to52%
THE DOOR, NOWB
THE DOOR, 20 YRSC
RELATIONAL MOATPeople want a real person for this. That preference is the protection.
See the full card →

Crematorium and Funeral Assistants

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to52%
THE DOOR, NOWB
THE DOOR, 20 YRSC
RELATIONAL MOATPeople want a real person for this. That preference is the protection.
See the full card →

Bingo Callers and Assistants

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to52%
THE DOOR, NOWB
THE DOOR, 20 YRSC
RELATIONAL MOATPeople want a real person for this. That preference is the protection.
See the full card →

Funeral Directors and Undertakers

30

Public Services & Government

AI IMPACT
AI CAN DO30%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 →

Arts, Design, Entertainment, Sports & Media5

Theatre Technicians

19

Public Services & Government

AI IMPACT
AI CAN DO19%moving to64%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →

Political Communications Specialist

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to52%
THE DOOR, NOWB
THE DOOR, 20 YRSC
RELATIONAL MOATPeople want a real person for this. That preference is the protection.
See the full card →

Public Affairs Consultant

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to52%
THE DOOR, NOWB
THE DOOR, 20 YRSC
RELATIONAL MOATPeople want a real person for this. That preference is the protection.
See the full card →

Referees, Umpires and Other Sports Officials

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to62%
THE DOOR, NOWB
THE DOOR, 20 YRSD
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →

Theatre Production Manager

30

Public Services & Government

AI IMPACT
AI CAN DO30%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 →

Healthcare Practitioners & Technical3

Doctor

6

Public Services & Government

AI IMPACT
AI CAN DO6%moving to54%
THE DOOR, NOWB
THE DOOR, 20 YRSC
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →

Senior Officer in Ambulance Services

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to62%
THE DOOR, NOWB
THE DOOR, 20 YRSD
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →

Opticians Managers

30

Public Services & Government

AI IMPACT
AI CAN DO30%moving to72%
THE DOOR, NOWB
THE DOOR, 20 YRSD
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →

Transportation & Material Moving3

Coastguard

19

Public Services & Government

AI IMPACT
AI CAN DO19%moving to64%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →

Hospital Porter

19

Public Services & Government

AI IMPACT
AI CAN DO19%moving to64%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →

Traffic and Vehicle Examiners and Inspectors

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to62%
THE DOOR, NOWB
THE DOOR, 20 YRSD
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →

Life, Physical & Social Science3

Asbestos Safety Officer

19

Public Services & Government

AI IMPACT
AI CAN DO19%moving to64%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →

Health and Safety Inspector

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to62%
THE DOOR, NOWB
THE DOOR, 20 YRSD
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →

Political Analyst

60

Public Services & Government

AI IMPACT
AI 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 →

Healthcare Support2

Independent Living Carers

6

Public Services & Government

AI IMPACT
AI CAN DO6%moving to51%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →

Transcription Specialist

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to65%
THE DOOR, NOWB
THE DOOR, 20 YRSD
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Education, Training & Library2

Museum and Heritage Assistants

19

Public Services & Government

AI IMPACT
AI CAN DO19%moving to64%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →

Indexer

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to65%
THE DOOR, NOWB
THE DOOR, 20 YRSD
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Sales & Related2

Holiday Representatives

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to65%
THE DOOR, NOWB
THE DOOR, 20 YRSD
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Political Canvasser

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to65%
THE DOOR, NOWB
THE DOOR, 20 YRSD
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Production1

Furniture Makers and Fitters

19

Public Services & Government

AI IMPACT
AI CAN DO19%moving to64%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →

Building & Grounds Cleaning & Maintenance1

Grave Digger

19

Public Services & Government

AI IMPACT
AI CAN DO19%moving to64%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →

Construction & Extraction1

Building Control Officer

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to62%
THE DOOR, NOWB
THE DOOR, 20 YRSD
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →

Architecture & Engineering1

Nuclear Safety Inspector

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to62%
THE DOOR, NOWB
THE DOOR, 20 YRSD
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →

Uncategorised37

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.

Electrical and Electronic Trades

4

Public Services & Government

AI IMPACT
AI CAN DO4%moving to49%
THE DOOR, NOWB
THE DOOR, 20 YRSD
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →

Diplomat

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to65%
THE DOOR, NOWB
THE DOOR, 20 YRSD
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →

Diplomat and Foreign Office Official

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to65%
THE DOOR, NOWB
THE DOOR, 20 YRSD
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →

Legislative Assistant

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to65%
THE DOOR, NOWB
THE DOOR, 20 YRSD
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →

Army Officer

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to65%
THE DOOR, NOWB
THE DOOR, 20 YRSD
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →

Royal Air Force Officer

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to65%
THE DOOR, NOWB
THE DOOR, 20 YRSD
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →

Royal Navy Officer

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to65%
THE DOOR, NOWB
THE DOOR, 20 YRSD
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →

Officers in Armed Forces

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to65%
THE DOOR, NOWB
THE DOOR, 20 YRSD
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →

Senior Police Officer

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to65%
THE DOOR, NOWB
THE DOOR, 20 YRSD
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →

Welfare Professionals

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to65%
THE DOOR, NOWB
THE DOOR, 20 YRSD
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →

Non-Commissioned Army Officers and Other Ranks

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to65%
THE DOOR, NOWB
THE DOOR, 20 YRSD
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →

Non-commissioned Royal Air Force Officers and Other Ranks

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to65%
THE DOOR, NOWB
THE DOOR, 20 YRSD
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →

Non-Commissioned Officers and Other Ranks

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to65%
THE DOOR, NOWB
THE DOOR, 20 YRSD
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →

Non-commissioned Royal Navy Officers and Other Ranks

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to65%
THE DOOR, NOWB
THE DOOR, 20 YRSD
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →

Royal Marines Commandos

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to65%
THE DOOR, NOWB
THE DOOR, 20 YRSD
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →

Prison Service Officer

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to65%
THE DOOR, NOWB
THE DOOR, 20 YRSD
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →

Protective Service Associate Professionals

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to65%
THE DOOR, NOWB
THE DOOR, 20 YRSD
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →

Inspectors of Standards and Regulations

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to65%
THE DOOR, NOWB
THE DOOR, 20 YRSD
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →

Public Services Associate Professionals

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to65%
THE DOOR, NOWB
THE DOOR, 20 YRSD
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →

Officers of Non-Governmental Organisations

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to65%
THE DOOR, NOWB
THE DOOR, 20 YRSD
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →

Houseparents and Residential Wardens

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to65%
THE DOOR, NOWB
THE DOOR, 20 YRSD
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →

Undertakers, Mortuary and Crematorium Assistants

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to65%
THE DOOR, NOWB
THE DOOR, 20 YRSD
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →

Event Steward

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to65%
THE DOOR, NOWB
THE DOOR, 20 YRSD
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →

Filing Clerk

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to65%
THE DOOR, NOWB
THE DOOR, 20 YRSD
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →

Welfare and Housing Associate Professionals

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to65%
THE DOOR, NOWB
THE DOOR, 20 YRSD
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →

Postal Workers, Mail Sorters and Messengers

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to65%
THE DOOR, NOWB
THE DOOR, 20 YRSD
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →

Assembly Members and Members of Parliament

20

Public Services & Government

AI IMPACT
AI CAN DO20%moving to65%
THE DOOR, NOWB
THE DOOR, 20 YRSD
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →

Information Technology Director

30

Public Services & Government

AI IMPACT
AI CAN DO30%moving to75%
THE DOOR, NOWB
THE DOOR, 20 YRSD
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →

Health Care Practice Manager

30

Public Services & Government

AI IMPACT
AI CAN DO30%moving to75%
THE DOOR, NOWB
THE DOOR, 20 YRSD
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →

Health Services and Public Health Managers and Directors

30

Public Services & Government

AI IMPACT
AI CAN DO30%moving to75%
THE DOOR, NOWB
THE DOOR, 20 YRSD
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →

Waste Disposal and Environmental Services Managers

30

Public Services & Government

AI IMPACT
AI CAN DO30%moving to75%
THE DOOR, NOWB
THE DOOR, 20 YRSD
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →

Managers and Proprietors in Other Services

30

Public Services & Government

AI IMPACT
AI CAN DO30%moving to75%
THE DOOR, NOWB
THE DOOR, 20 YRSD
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →

Fire Service Officers (Watch Manager and Below)

30

Public Services & Government

AI IMPACT
AI CAN DO30%moving to75%
THE DOOR, NOWB
THE DOOR, 20 YRSD
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →

Health and Safety Managers and Officers

30

Public Services & Government

AI IMPACT
AI CAN DO30%moving to75%
THE DOOR, NOWB
THE DOOR, 20 YRSD
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →

National Government Administrative Occupations

45

Public Services & Government

AI IMPACT
AI CAN DO45%moving to83%
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 →

Local Government Administrative Occupations

45

Public Services & Government

AI IMPACT
AI CAN DO45%moving to83%
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 →

Other Administrative Occupations

45

Public Services & Government

AI IMPACT
AI CAN DO45%moving to83%
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 →
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.

Part of the Sand Education ecosystem:Spill.orgWhatSchool.aiWhatCareer.netCourseMash.org