Business and Management

130 careers in Business and Management, 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 24 of them the moat, what structurally protects the job, has not been classified yet; their cards say so rather than guessing.

Business and Management at a glance
MOAT CLASSIFIED106 of 130 total
NO MOAT50
HAS A MOAT56
MOAT NOT YET CLASSIFIED24
MEDIAN AI EXPOSURE35 /100

Management45

Business Development Manager

30

Business and Management

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 →

Operations Manager

30

Business and Management

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 →

Supply Chain Manager

30

Business and Management

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 →

Commercial Director

30

Business and Management

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 →

Employee Relations Manager

30

Business and Management

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 →

Human Resources Manager and Director

30

Business and Management

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 →

Import and Export Agency Director

30

Business and Management

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 →

Intellectual Property Manager

30

Business and Management

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 →

Market Research Director

30

Business and Management

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 →

Procurement and Purchasing Manager

30

Business and Management

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 →

Programme Manager

30

Business and Management

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 →

Recruitment Manager

30

Business and Management

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 →

Research and Development (R&D) Director

30

Business and Management

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 →

Gym, Fitness and Leisure Services Managers and Proprietors

30

Business and Management

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 →

Hire Services Managers and Proprietors

30

Business and Management

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 →

Publishing Managers and Directors

30

Business and Management

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 →

Shopping Centre Manager

30

Business and Management

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 →

HR/Recruitment Consultancy Director

30

Business and Management

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 →

Printing Services Managers and Proprietors

30

Business and Management

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 →

Recruitment Agency Managers and Proprietors

30

Business and Management

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 →

Business Development Manager

30

Business and Management

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 →

Energy Manager

30

Business and Management

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 →

Commercial Manager

30

Business and Management

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 →

Operations Manager

30

Business and Management

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 →

Fundraising Manager

30

Business and Management

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 →

Brand Manager

30

Business and Management

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 →

Account Manager

30

Business and Management

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 →

Architectural Services Managers and Directors

30

Business and Management

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 →

Advertising Account Manager

30

Business and Management

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 →

Advertising and Marketing Director

35

Business and Management

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 →

Other Marketing, Sales and Advertising Directors

35

Business and Management

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 →

Sales Director

35

Business and Management

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 →

Marketing Consultancy Director

35

Business and Management

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 →

Marketing Coordinator

35

Business and Management

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 →

Professional/Chartered Company Secretaries

35

Business and Management

AI IMPACT
AI 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 →

Advertising and Marketing Executives

35

Business and Management

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 →

Entrepreneur and Startup Founder

35

Business and Management

AI IMPACT
AI 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 →

Sales and Lettings Managers

40

Business and Management

AI IMPACT
AI CAN DO40%moving to78%
THE DOOR, NOWC
THE DOOR, 20 YRSD
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →

Administration Director

45

Business and Management

AI IMPACT
AI CAN DO45%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 →

Church Administrator

45

Business and Management

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 →

Chairperson

48

Business and Management

AI IMPACT
AI CAN DO48%moving to86%
THE DOOR, NOWC
THE DOOR, 20 YRSD
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →

Chief Executive Officer (CEO)

48

Business and Management

AI IMPACT
AI CAN DO48%moving to86%
THE DOOR, NOWC
THE DOOR, 20 YRSD
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →

Digital Marketing Manager

50

Business and Management

AI IMPACT
AI CAN DO50%moving to88%
THE DOOR, NOWC
THE DOOR, 20 YRSE
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Marketing Manager

50

Business and Management

AI IMPACT
AI CAN DO50%moving to88%
THE DOOR, NOWC
THE DOOR, 20 YRSE
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Complaints and Customer Service Director

68

Business and Management

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 →

Business & Financial Operations33

Project Manager

30

Business and Management

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 →

Estimating Manager and Director

30

Business and Management

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 →

Events Director

30

Business and Management

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 →

Management Consultancy Director

30

Business and Management

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 →

Campaign Manager

30

Business and Management

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 →

Festival Managers and Organisers

30

Business and Management

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 →

Exhibition Managers and Organisers

30

Business and Management

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 →

Management Consultant

35

Business and Management

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 →

Strategic Planner

35

Business and Management

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 →

Project Coordinator

35

Business and Management

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 →

Business Analyst

35

Business and Management

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 →

Management Consultant

35

Business and Management

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 →

Agile Coaches and Scrum Masters

35

Business and Management

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 →

Contract Officer

35

Business and Management

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 →

Fundraiser

35

Business and Management

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 →

Project Support Officer

35

Business and Management

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 →

Business Coach

35

Business and Management

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 →

Event Coordinator

35

Business and Management

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 →

Recruitment Consultant

35

Business and Management

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 →

Wedding Planner and Organiser

35

Business and Management

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 →

Contract Administrator

35

Business and Management

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 →

Sports Agent

35

Business and Management

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 →

Human Resources Administrator

45

Business and Management

AI IMPACT
AI CAN DO45%moving to83%
THE DOOR, NOWC
THE DOOR, 20 YRSD
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →

Purchasing Administrator

45

Business and Management

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 →

Human Resources Specialist

48

Business and Management

AI IMPACT
AI CAN DO48%moving to90%
THE DOOR, NOWB
THE DOOR, 20 YRSD
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

International Trade Specialist

48

Business and Management

AI IMPACT
AI CAN DO48%moving to86%
THE DOOR, NOWC
THE DOOR, 20 YRSD
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →

Compliance Officer

48

Business and Management

AI IMPACT
AI CAN DO48%moving to86%
THE DOOR, NOWC
THE DOOR, 20 YRSD
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →

Buyers and Procurement Officers

48

Business and Management

AI IMPACT
AI CAN DO48%moving to86%
THE DOOR, NOWC
THE DOOR, 20 YRSE
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Market Researcher

48

Business and Management

AI IMPACT
AI CAN DO48%moving to86%
THE DOOR, NOWC
THE DOOR, 20 YRSE
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Human Resources Adviser

48

Business and Management

AI IMPACT
AI CAN DO48%moving to86%
THE DOOR, NOWC
THE DOOR, 20 YRSD
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →

Estimator

48

Business and Management

AI IMPACT
AI CAN DO48%moving to86%
THE DOOR, NOWC
THE DOOR, 20 YRSE
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Marketing Coordinator

50

Business and Management

AI IMPACT
AI CAN DO50%moving to88%
THE DOOR, NOWC
THE DOOR, 20 YRSE
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Market Research Analyst

60

Business and Management

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 →

Office & Administrative Support12

Business Administrator

45

Business and Management

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 →

Recruitment Administrator

45

Business and Management

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 →

Sales Administrator

45

Business and Management

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 →

Company Secretaries and Administrators

45

Business and Management

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 →

Warranty Administrator

45

Business and Management

AI IMPACT
AI CAN DO45%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 →

Business Support Officer

48

Business and Management

AI IMPACT
AI CAN DO48%moving to86%
THE DOOR, NOWC
THE DOOR, 20 YRSE
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Other Personal Assistants and Other Secretaries

48

Business and Management

AI IMPACT
AI CAN DO48%moving to86%
THE DOOR, NOWC
THE DOOR, 20 YRSE
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Personal Assistant

48

Business and Management

AI IMPACT
AI CAN DO48%moving to86%
THE DOOR, NOWC
THE DOOR, 20 YRSE
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Receptionist

48

Business and Management

AI IMPACT
AI CAN DO48%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

68

Business and Management

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 →

Other Customer Service Managers

68

Business and Management

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 →

Customer Service Supervisor

68

Business and Management

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 →

Sales & Related5

Travel Agency Managers and Proprietors

30

Business and Management

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 →

International Trade Specialist

35

Business and Management

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 →

Shipbroker

35

Business and Management

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 →

Sales Energy Consultant

35

Business and Management

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 →

Travel Agent

48

Business and Management

AI IMPACT
AI CAN DO48%moving to86%
THE DOOR, NOWC
THE DOOR, 20 YRSE
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Computer & Mathematical4

Document Controller

48

Business and Management

AI IMPACT
AI CAN DO48%moving to86%
THE DOOR, NOWC
THE DOOR, 20 YRSE
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Operations Analyst

60

Business and Management

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 →

Business Analyst

60

Business and Management

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 →

Business Systems Analyst

60

Business and Management

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 →

Arts, Design, Entertainment, Sports & Media2

Photographic Studio Managers and Directors

19

Business and Management

AI IMPACT
AI CAN DO19%moving to85%
THE DOOR, NOWB
THE DOOR, 20 YRSD
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →

Graphic Design Managers and Directors

30

Business and Management

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 →

Legal2

Probate Manager

30

Business and Management

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 →

Paralegals

42

Business and Management

AI IMPACT
AI CAN DO42%moving to80%
THE DOOR, NOWC
THE DOOR, 20 YRSE
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Transportation & Material Moving1

Scrap Yard Manager

30

Business and Management

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 →

Life, Physical & Social Science1

Historical Researcher

48

Business and Management

AI IMPACT
AI CAN DO48%moving to86%
THE DOOR, NOWC
THE DOOR, 20 YRSE
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Construction & Extraction1

Energy Advisers and Assessors

48

Business and Management

AI IMPACT
AI CAN DO48%moving to86%
THE DOOR, NOWC
THE DOOR, 20 YRSD
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →

Uncategorised24

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.

Functional Manager and Director

30

Business and Management

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 →

Human Resources Manager and Director

30

Business and Management

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 →

Purchasing Manager and Director

30

Business and Management

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 →

Directors in Consultancy Services

30

Business and Management

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 →

Research and Development (R&D) Managers

30

Business and Management

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 →

Sales Accounts and Business Development Managers

40

Business and Management

AI IMPACT
AI CAN DO40%moving to78%
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 →

Sales Related Occupations

40

Business and Management

AI IMPACT
AI CAN DO40%moving to78%
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 →

Elementary Administration Occupations

45

Business and Management

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 →

Chief Executive Officer (CEO)

48

Business and Management

AI IMPACT
AI CAN DO48%moving to86%
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 →

Business and Related Research Professionals

48

Business and Management

AI IMPACT
AI CAN DO48%moving to86%
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 →

Educational Researcher

48

Business and Management

AI IMPACT
AI CAN DO48%moving to86%
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 →

Business Associate Professionals

48

Business and Management

AI IMPACT
AI CAN DO48%moving to86%
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 →

Human Resources and Industrial Relations Officers

48

Business and Management

AI IMPACT
AI CAN DO48%moving to86%
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 →

Records Clerks and Assistants

48

Business and Management

AI IMPACT
AI CAN DO48%moving to86%
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 →

Etsy Seller

48

Business and Management

AI IMPACT
AI CAN DO48%moving to86%
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 →

Amazon FBA Seller

48

Business and Management

AI IMPACT
AI CAN DO48%moving to86%
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 →

Virtual Assistant

48

Business and Management

AI IMPACT
AI CAN DO48%moving to86%
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 →

Wedding Planner

48

Business and Management

AI IMPACT
AI CAN DO48%moving to86%
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 →

Estimators, Valuers and Assessors

48

Business and Management

AI IMPACT
AI CAN DO48%moving to86%
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 →

Business and Financial Project Management Professionals

50

Business and Management

AI IMPACT
AI CAN DO50%moving to88%
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 →

Research Analyst

60

Business and Management

AI IMPACT
AI CAN DO60%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 →

Market Research Analyst

60

Business and Management

AI IMPACT
AI CAN DO60%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 Entry Clerk

65

Business and Management

AI IMPACT
AI 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 →

Customer Service Specialist

68

Business and Management

AI IMPACT
AI CAN DO68%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 →
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.

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