Account Manager
30AI EXPOSURE TODAY30
20-YEAR SCENARIO
NOT A FORECAST60%
NOT A FORECAST60%
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
Business and Management
127 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 CLASSIFIED103 of 127 total
NO MOAT49
HAS A MOAT54
MOAT NOT YET CLASSIFIED24
MEDIAN AI EXPOSURE35 /100
Management42 careers
Advertising Account Manager
30AI EXPOSURE TODAY30
20-YEAR SCENARIO
NOT A FORECAST60%
NOT A FORECAST60%
THE DOOR · ENTRY DIFFICULTY TODAYB
RELATIONAL MOATPeople want a real person for this. That preference is the protection.
See the full card →Architectural Services Managers and Directors
30AI EXPOSURE TODAY30
20-YEAR SCENARIO
NOT A FORECAST72%
NOT A FORECAST72%
THE DOOR · ENTRY DIFFICULTY TODAYB
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →Brand Manager
30AI EXPOSURE TODAY30
20-YEAR SCENARIO
NOT A FORECAST75%
NOT A FORECAST75%
THE DOOR · ENTRY DIFFICULTY TODAYB
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →Business Development Manager
30AI EXPOSURE TODAY30
20-YEAR SCENARIO
NOT A FORECAST60%
NOT A FORECAST60%
THE DOOR · ENTRY DIFFICULTY TODAYB
RELATIONAL MOATPeople want a real person for this. That preference is the protection.
See the full card →Commercial Director
30AI EXPOSURE TODAY30
20-YEAR SCENARIO
NOT A FORECAST75%
NOT A FORECAST75%
THE DOOR · ENTRY DIFFICULTY TODAYB
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →Commercial Manager
30AI EXPOSURE TODAY30
20-YEAR SCENARIO
NOT A FORECAST75%
NOT A FORECAST75%
THE DOOR · ENTRY DIFFICULTY TODAYB
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →Employee Relations Manager
30AI EXPOSURE TODAY30
20-YEAR SCENARIO
NOT A FORECAST72%
NOT A FORECAST72%
THE DOOR · ENTRY DIFFICULTY TODAYB
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →Energy Manager
30AI EXPOSURE TODAY30
20-YEAR SCENARIO
NOT A FORECAST72%
NOT A FORECAST72%
THE DOOR · ENTRY DIFFICULTY TODAYB
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →Fundraising Manager
30AI EXPOSURE TODAY30
20-YEAR SCENARIO
NOT A FORECAST60%
NOT A FORECAST60%
THE DOOR · ENTRY DIFFICULTY TODAYB
RELATIONAL MOATPeople want a real person for this. That preference is the protection.
See the full card →Gym, Fitness and Leisure Services Managers and Proprietors
30AI EXPOSURE TODAY30
20-YEAR SCENARIO
NOT A FORECAST60%
NOT A FORECAST60%
THE DOOR · ENTRY DIFFICULTY TODAYB
RELATIONAL MOATPeople want a real person for this. That preference is the protection.
See the full card →Hire Services Managers and Proprietors
30AI EXPOSURE TODAY30
20-YEAR SCENARIO
NOT A FORECAST75%
NOT A FORECAST75%
THE DOOR · ENTRY DIFFICULTY TODAYB
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →HR/Recruitment Consultancy Director
30AI EXPOSURE TODAY30
20-YEAR SCENARIO
NOT A FORECAST72%
NOT A FORECAST72%
THE DOOR · ENTRY DIFFICULTY TODAYB
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →Import and Export Agency Director
30AI EXPOSURE TODAY30
20-YEAR SCENARIO
NOT A FORECAST75%
NOT A FORECAST75%
THE DOOR · ENTRY DIFFICULTY TODAYB
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →Intellectual Property Manager
30AI EXPOSURE TODAY30
20-YEAR SCENARIO
NOT A FORECAST75%
NOT A FORECAST75%
THE DOOR · ENTRY DIFFICULTY TODAYB
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →Market Research Director
30AI EXPOSURE TODAY30
20-YEAR SCENARIO
NOT A FORECAST75%
NOT A FORECAST75%
THE DOOR · ENTRY DIFFICULTY TODAYB
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →Office Manager
30AI EXPOSURE TODAY30
20-YEAR SCENARIO
NOT A FORECAST75%
NOT A FORECAST75%
THE DOOR · ENTRY DIFFICULTY TODAYB
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →Operations Manager
30AI EXPOSURE TODAY30
20-YEAR SCENARIO
NOT A FORECAST75%
NOT A FORECAST75%
THE DOOR · ENTRY DIFFICULTY TODAYB
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →Printing Services Managers and Proprietors
30AI EXPOSURE TODAY30
20-YEAR SCENARIO
NOT A FORECAST75%
NOT A FORECAST75%
THE DOOR · ENTRY DIFFICULTY TODAYB
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →Procurement and Purchasing Manager
30AI EXPOSURE TODAY30
20-YEAR SCENARIO
NOT A FORECAST75%
NOT A FORECAST75%
THE DOOR · ENTRY DIFFICULTY TODAYB
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →Programme Manager
30AI EXPOSURE TODAY30
20-YEAR SCENARIO
NOT A FORECAST75%
NOT A FORECAST75%
THE DOOR · ENTRY DIFFICULTY TODAYB
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →Publishing Managers and Directors
30AI EXPOSURE TODAY30
20-YEAR SCENARIO
NOT A FORECAST75%
NOT A FORECAST75%
THE DOOR · ENTRY DIFFICULTY TODAYB
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →Recruitment Agency Managers and Proprietors
30AI EXPOSURE TODAY30
20-YEAR SCENARIO
NOT A FORECAST72%
NOT A FORECAST72%
THE DOOR · ENTRY DIFFICULTY TODAYB
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →Recruitment Manager
30AI EXPOSURE TODAY30
20-YEAR SCENARIO
NOT A FORECAST72%
NOT A FORECAST72%
THE DOOR · ENTRY DIFFICULTY TODAYB
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →Research and Development (R&D) Director
30AI EXPOSURE TODAY30
20-YEAR SCENARIO
NOT A FORECAST72%
NOT A FORECAST72%
THE DOOR · ENTRY DIFFICULTY TODAYB
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →Shopping Centre Manager
30AI EXPOSURE TODAY30
20-YEAR SCENARIO
NOT A FORECAST72%
NOT A FORECAST72%
THE DOOR · ENTRY DIFFICULTY TODAYB
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →Supply Chain Manager
30AI EXPOSURE TODAY30
20-YEAR SCENARIO
NOT A FORECAST60%
NOT A FORECAST60%
THE DOOR · ENTRY DIFFICULTY TODAYB
RELATIONAL MOATPeople want a real person for this. That preference is the protection.
See the full card →Complaints and Customer Service Director
32AI EXPOSURE TODAY32
20-YEAR SCENARIO
NOT A FORECAST77%
NOT A FORECAST77%
THE DOOR · ENTRY DIFFICULTY TODAYB
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →Advertising and Marketing Director
35AI EXPOSURE TODAY35
20-YEAR SCENARIO
NOT A FORECAST60%
NOT A FORECAST60%
THE DOOR · ENTRY DIFFICULTY TODAYB
RELATIONAL MOATPeople want a real person for this. That preference is the protection.
See the full card →Advertising and Marketing Executives
35AI EXPOSURE TODAY35
20-YEAR SCENARIO
NOT A FORECAST60%
NOT A FORECAST60%
THE DOOR · ENTRY DIFFICULTY TODAYB
RELATIONAL MOATPeople want a real person for this. That preference is the protection.
See the full card →Marketing Consultancy Director
35AI EXPOSURE TODAY35
20-YEAR SCENARIO
NOT A FORECAST60%
NOT A FORECAST60%
THE DOOR · ENTRY DIFFICULTY TODAYB
RELATIONAL MOATPeople want a real person for this. That preference is the protection.
See the full card →Marketing Manager
35AI EXPOSURE TODAY35
20-YEAR SCENARIO
NOT A FORECAST60%
NOT A FORECAST60%
THE DOOR · ENTRY DIFFICULTY TODAYB
RELATIONAL MOATPeople want a real person for this. That preference is the protection.
See the full card →Other Marketing, Sales and Advertising Directors
35AI EXPOSURE TODAY35
20-YEAR SCENARIO
NOT A FORECAST60%
NOT A FORECAST60%
THE DOOR · ENTRY DIFFICULTY TODAYB
RELATIONAL MOATPeople want a real person for this. That preference is the protection.
See the full card →Sales Director
35AI EXPOSURE TODAY35
20-YEAR SCENARIO
NOT A FORECAST60%
NOT A FORECAST60%
THE DOOR · ENTRY DIFFICULTY TODAYB
RELATIONAL MOATPeople want a real person for this. That preference is the protection.
See the full card →Sales and Lettings Managers
40AI EXPOSURE TODAY40
20-YEAR SCENARIO
NOT A FORECAST78%
NOT A FORECAST78%
THE DOOR · ENTRY DIFFICULTY TODAYC
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →Administration Director
45AI EXPOSURE TODAY45
20-YEAR SCENARIO
NOT A FORECAST75%
NOT A FORECAST75%
THE DOOR · ENTRY DIFFICULTY TODAYB
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →Church Administrator
45AI EXPOSURE TODAY45
20-YEAR SCENARIO
NOT A FORECAST83%
NOT A FORECAST83%
THE DOOR · ENTRY DIFFICULTY TODAYC
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →Chairperson
48AI EXPOSURE TODAY48
20-YEAR SCENARIO
NOT A FORECAST86%
NOT A FORECAST86%
THE DOOR · ENTRY DIFFICULTY TODAYC
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →Entrepreneur and Startup Founder
48AI EXPOSURE TODAY48
20-YEAR SCENARIO
NOT A FORECAST86%
NOT A FORECAST86%
THE DOOR · ENTRY DIFFICULTY TODAYC
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →Professional/Chartered Company Secretaries
48AI EXPOSURE TODAY48
20-YEAR SCENARIO
NOT A FORECAST86%
NOT A FORECAST86%
THE DOOR · ENTRY DIFFICULTY TODAYC
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →Digital Marketing Manager
50AI EXPOSURE TODAY50
20-YEAR SCENARIO
NOT A FORECAST88%
NOT A FORECAST88%
THE DOOR · ENTRY DIFFICULTY TODAYC
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →Marketing Manager
50AI EXPOSURE TODAY50
20-YEAR SCENARIO
NOT A FORECAST88%
NOT A FORECAST88%
THE DOOR · ENTRY DIFFICULTY TODAYC
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →Business & Financial Operations33 careers
Conference Manager and Organiser
30AI EXPOSURE TODAY30
20-YEAR SCENARIO
NOT A FORECAST60%
NOT A FORECAST60%
THE DOOR · ENTRY DIFFICULTY TODAYB
RELATIONAL MOATPeople want a real person for this. That preference is the protection.
See the full card →Estimating Manager and Director
30AI EXPOSURE TODAY30
20-YEAR SCENARIO
NOT A FORECAST75%
NOT A FORECAST75%
THE DOOR · ENTRY DIFFICULTY TODAYB
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →Events Director
30AI EXPOSURE TODAY30
20-YEAR SCENARIO
NOT A FORECAST60%
NOT A FORECAST60%
THE DOOR · ENTRY DIFFICULTY TODAYB
RELATIONAL MOATPeople want a real person for this. That preference is the protection.
See the full card →Exhibition Managers and Organisers
30AI EXPOSURE TODAY30
20-YEAR SCENARIO
NOT A FORECAST60%
NOT A FORECAST60%
THE DOOR · ENTRY DIFFICULTY TODAYB
RELATIONAL MOATPeople want a real person for this. That preference is the protection.
See the full card →Festival Managers and Organisers
30AI EXPOSURE TODAY30
20-YEAR SCENARIO
NOT A FORECAST60%
NOT A FORECAST60%
THE DOOR · ENTRY DIFFICULTY TODAYB
RELATIONAL MOATPeople want a real person for this. That preference is the protection.
See the full card →Management Consultancy Director
30AI EXPOSURE TODAY30
20-YEAR SCENARIO
NOT A FORECAST60%
NOT A FORECAST60%
THE DOOR · ENTRY DIFFICULTY TODAYB
RELATIONAL MOATPeople want a real person for this. That preference is the protection.
See the full card →Project Manager
30AI EXPOSURE TODAY30
20-YEAR SCENARIO
NOT A FORECAST60%
NOT A FORECAST60%
THE DOOR · ENTRY DIFFICULTY TODAYB
RELATIONAL MOATPeople want a real person for this. That preference is the protection.
See the full card →Agile Coaches and Scrum Masters
35AI EXPOSURE TODAY35
20-YEAR SCENARIO
NOT A FORECAST60%
NOT A FORECAST60%
THE DOOR · ENTRY DIFFICULTY TODAYB
RELATIONAL MOATPeople want a real person for this. That preference is the protection.
See the full card →Business Analyst
35AI EXPOSURE TODAY35
20-YEAR SCENARIO
NOT A FORECAST60%
NOT A FORECAST60%
THE DOOR · ENTRY DIFFICULTY TODAYB
RELATIONAL MOATPeople want a real person for this. That preference is the protection.
See the full card →Business Coach
35AI EXPOSURE TODAY35
20-YEAR SCENARIO
NOT A FORECAST60%
NOT A FORECAST60%
THE DOOR · ENTRY DIFFICULTY TODAYB
RELATIONAL MOATPeople want a real person for this. That preference is the protection.
See the full card →Contract Administrator
35AI EXPOSURE TODAY35
20-YEAR SCENARIO
NOT A FORECAST60%
NOT A FORECAST60%
THE DOOR · ENTRY DIFFICULTY TODAYB
RELATIONAL MOATPeople want a real person for this. That preference is the protection.
See the full card →Contract Officer
35AI EXPOSURE TODAY35
20-YEAR SCENARIO
NOT A FORECAST60%
NOT A FORECAST60%
THE DOOR · ENTRY DIFFICULTY TODAYB
RELATIONAL MOATPeople want a real person for this. That preference is the protection.
See the full card →Event Coordinator
35AI EXPOSURE TODAY35
20-YEAR SCENARIO
NOT A FORECAST60%
NOT A FORECAST60%
THE DOOR · ENTRY DIFFICULTY TODAYB
RELATIONAL MOATPeople want a real person for this. That preference is the protection.
See the full card →Event Planner
35AI EXPOSURE TODAY35
20-YEAR SCENARIO
NOT A FORECAST60%
NOT A FORECAST60%
THE DOOR · ENTRY DIFFICULTY TODAYB
RELATIONAL MOATPeople want a real person for this. That preference is the protection.
See the full card →Fundraiser
35AI EXPOSURE TODAY35
20-YEAR SCENARIO
NOT A FORECAST60%
NOT A FORECAST60%
THE DOOR · ENTRY DIFFICULTY TODAYB
RELATIONAL MOATPeople want a real person for this. That preference is the protection.
See the full card →Management Consultant
35AI EXPOSURE TODAY35
20-YEAR SCENARIO
NOT A FORECAST60%
NOT A FORECAST60%
THE DOOR · ENTRY DIFFICULTY TODAYB
RELATIONAL MOATPeople want a real person for this. That preference is the protection.
See the full card →Project Coordinator
35AI EXPOSURE TODAY35
20-YEAR SCENARIO
NOT A FORECAST60%
NOT A FORECAST60%
THE DOOR · ENTRY DIFFICULTY TODAYB
RELATIONAL MOATPeople want a real person for this. That preference is the protection.
See the full card →Project Support Officer
35AI EXPOSURE TODAY35
20-YEAR SCENARIO
NOT A FORECAST60%
NOT A FORECAST60%
THE DOOR · ENTRY DIFFICULTY TODAYB
RELATIONAL MOATPeople want a real person for this. That preference is the protection.
See the full card →Recruitment Consultant
35AI EXPOSURE TODAY35
20-YEAR SCENARIO
NOT A FORECAST60%
NOT A FORECAST60%
THE DOOR · ENTRY DIFFICULTY TODAYB
RELATIONAL MOATPeople want a real person for this. That preference is the protection.
See the full card →Sports Agent
35AI EXPOSURE TODAY35
20-YEAR SCENARIO
NOT A FORECAST60%
NOT A FORECAST60%
THE DOOR · ENTRY DIFFICULTY TODAYB
RELATIONAL MOATPeople want a real person for this. That preference is the protection.
See the full card →Strategic Planner
35AI EXPOSURE TODAY35
20-YEAR SCENARIO
NOT A FORECAST60%
NOT A FORECAST60%
THE DOOR · ENTRY DIFFICULTY TODAYB
RELATIONAL MOATPeople want a real person for this. That preference is the protection.
See the full card →Wedding Planner and Organiser
35AI EXPOSURE TODAY35
20-YEAR SCENARIO
NOT A FORECAST60%
NOT A FORECAST60%
THE DOOR · ENTRY DIFFICULTY TODAYB
RELATIONAL MOATPeople want a real person for this. That preference is the protection.
See the full card →Human Resources Administrator
45AI EXPOSURE TODAY45
20-YEAR SCENARIO
NOT A FORECAST83%
NOT A FORECAST83%
THE DOOR · ENTRY DIFFICULTY TODAYC
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →Purchasing Administrator
45AI EXPOSURE TODAY45
20-YEAR SCENARIO
NOT A FORECAST83%
NOT A FORECAST83%
THE DOOR · ENTRY DIFFICULTY TODAYC
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →Buyers and Procurement Officers
48AI EXPOSURE TODAY48
20-YEAR SCENARIO
NOT A FORECAST86%
NOT A FORECAST86%
THE DOOR · ENTRY DIFFICULTY TODAYC
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →Compliance Officer
48AI EXPOSURE TODAY48
20-YEAR SCENARIO
NOT A FORECAST86%
NOT A FORECAST86%
THE DOOR · ENTRY DIFFICULTY TODAYC
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →Estimator
48AI EXPOSURE TODAY48
20-YEAR SCENARIO
NOT A FORECAST86%
NOT A FORECAST86%
THE DOOR · ENTRY DIFFICULTY TODAYC
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →Human Resources Adviser
48AI EXPOSURE TODAY48
20-YEAR SCENARIO
NOT A FORECAST86%
NOT A FORECAST86%
THE DOOR · ENTRY DIFFICULTY TODAYC
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →Human Resources Specialist
48AI EXPOSURE TODAY48
20-YEAR SCENARIO
NOT A FORECAST90%
NOT A FORECAST90%
THE DOOR · ENTRY DIFFICULTY TODAYB
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →International Trade Specialist
48AI EXPOSURE TODAY48
20-YEAR SCENARIO
NOT A FORECAST86%
NOT A FORECAST86%
THE DOOR · ENTRY DIFFICULTY TODAYC
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →Market Researcher
48AI EXPOSURE TODAY48
20-YEAR SCENARIO
NOT A FORECAST86%
NOT A FORECAST86%
THE DOOR · ENTRY DIFFICULTY TODAYC
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →Marketing Coordinator
50AI EXPOSURE TODAY50
20-YEAR SCENARIO
NOT A FORECAST88%
NOT A FORECAST88%
THE DOOR · ENTRY DIFFICULTY TODAYC
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →Market Research Analyst
60AI EXPOSURE TODAY60
20-YEAR SCENARIO
NOT A FORECAST95%
NOT A FORECAST95%
THE DOOR · ENTRY DIFFICULTY TODAYC
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →Office & Administrative Support13 careers
Customer Service Manager
35AI EXPOSURE TODAY35
20-YEAR SCENARIO
NOT A FORECAST80%
NOT A FORECAST80%
THE DOOR · ENTRY DIFFICULTY TODAYB
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →Other Customer Service Managers
35AI EXPOSURE TODAY35
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 →Business Administrator
45AI EXPOSURE TODAY45
20-YEAR SCENARIO
NOT A FORECAST83%
NOT A FORECAST83%
THE DOOR · ENTRY DIFFICULTY TODAYC
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →Company Secretaries and Administrators
45AI EXPOSURE TODAY45
20-YEAR SCENARIO
NOT A FORECAST83%
NOT A FORECAST83%
THE DOOR · ENTRY DIFFICULTY TODAYC
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →Recruitment Administrator
45AI EXPOSURE TODAY45
20-YEAR SCENARIO
NOT A FORECAST83%
NOT A FORECAST83%
THE DOOR · ENTRY DIFFICULTY TODAYC
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →Sales Administrator
45AI EXPOSURE TODAY45
20-YEAR SCENARIO
NOT A FORECAST83%
NOT A FORECAST83%
THE DOOR · ENTRY DIFFICULTY TODAYC
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →Warranty Administrator
45AI EXPOSURE TODAY45
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 →Business Support Officer
48AI EXPOSURE TODAY48
20-YEAR SCENARIO
NOT A FORECAST86%
NOT A FORECAST86%
THE DOOR · ENTRY DIFFICULTY TODAYC
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →Office Supervisor
48AI EXPOSURE TODAY48
20-YEAR SCENARIO
NOT A FORECAST86%
NOT A FORECAST86%
THE DOOR · ENTRY DIFFICULTY TODAYC
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →Other Personal Assistants and Other Secretaries
48AI EXPOSURE TODAY48
20-YEAR SCENARIO
NOT A FORECAST86%
NOT A FORECAST86%
THE DOOR · ENTRY DIFFICULTY TODAYC
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →Personal Assistant
48AI EXPOSURE TODAY48
20-YEAR SCENARIO
NOT A FORECAST86%
NOT A FORECAST86%
THE DOOR · ENTRY DIFFICULTY TODAYC
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →Receptionist
48AI EXPOSURE TODAY48
20-YEAR SCENARIO
NOT A FORECAST95%
NOT A FORECAST95%
THE DOOR · ENTRY DIFFICULTY TODAYC
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →Customer Service Supervisor
68AI EXPOSURE TODAY68
20-YEAR SCENARIO
NOT A FORECAST95%
NOT A FORECAST95%
THE DOOR · ENTRY DIFFICULTY TODAYC
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →Sales & Related5 careers
Travel Agency Managers and Proprietors
30AI EXPOSURE TODAY30
20-YEAR SCENARIO
NOT A FORECAST75%
NOT A FORECAST75%
THE DOOR · ENTRY DIFFICULTY TODAYB
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →Importer and Exporter
35AI EXPOSURE TODAY35
20-YEAR SCENARIO
NOT A FORECAST60%
NOT A FORECAST60%
THE DOOR · ENTRY DIFFICULTY TODAYB
RELATIONAL MOATPeople want a real person for this. That preference is the protection.
See the full card →Sales Energy Consultant
35AI EXPOSURE TODAY35
20-YEAR SCENARIO
NOT A FORECAST60%
NOT A FORECAST60%
THE DOOR · ENTRY DIFFICULTY TODAYB
RELATIONAL MOATPeople want a real person for this. That preference is the protection.
See the full card →Shipbroker
35AI EXPOSURE TODAY35
20-YEAR SCENARIO
NOT A FORECAST60%
NOT A FORECAST60%
THE DOOR · ENTRY DIFFICULTY TODAYB
RELATIONAL MOATPeople want a real person for this. That preference is the protection.
See the full card →Travel Agent
48AI EXPOSURE TODAY48
20-YEAR SCENARIO
NOT A FORECAST86%
NOT A FORECAST86%
THE DOOR · ENTRY DIFFICULTY TODAYC
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →Computer & Mathematical4 careers
Document Controller
48AI EXPOSURE TODAY48
20-YEAR SCENARIO
NOT A FORECAST86%
NOT A FORECAST86%
THE DOOR · ENTRY DIFFICULTY TODAYC
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →Business Analyst
60AI EXPOSURE TODAY60
20-YEAR SCENARIO
NOT A FORECAST95%
NOT A FORECAST95%
THE DOOR · ENTRY DIFFICULTY TODAYC
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →Business Systems Analyst
60AI EXPOSURE TODAY60
20-YEAR SCENARIO
NOT A FORECAST95%
NOT A FORECAST95%
THE DOOR · ENTRY DIFFICULTY TODAYC
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →Operations Analyst
60AI EXPOSURE TODAY60
20-YEAR SCENARIO
NOT A FORECAST95%
NOT A FORECAST95%
THE DOOR · ENTRY DIFFICULTY TODAYC
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →Arts, Design, Entertainment, Sports & Media2 careers
Photographic Studio Managers and Directors
19AI EXPOSURE TODAY19
20-YEAR SCENARIO
NOT A FORECAST85%
NOT A FORECAST85%
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 →Graphic Design Managers and Directors
30AI EXPOSURE TODAY30
20-YEAR SCENARIO
NOT A FORECAST60%
NOT A FORECAST60%
THE DOOR · ENTRY DIFFICULTY TODAYB
RELATIONAL MOATPeople want a real person for this. That preference is the protection.
See the full card →Legal1 career
Probate Manager
30AI EXPOSURE TODAY30
20-YEAR SCENARIO
NOT A FORECAST75%
NOT A FORECAST75%
THE DOOR · ENTRY DIFFICULTY TODAYB
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →Transportation & Material Moving1 career
Scrap Yard Manager
30AI EXPOSURE TODAY30
20-YEAR SCENARIO
NOT A FORECAST72%
NOT A FORECAST72%
THE DOOR · ENTRY DIFFICULTY TODAYB
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →Construction & Extraction1 career
Energy Advisers and Assessors
48AI EXPOSURE TODAY48
20-YEAR SCENARIO
NOT A FORECAST86%
NOT A FORECAST86%
THE DOOR · ENTRY DIFFICULTY TODAYC
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →Life, Physical & Social Science1 career
Historian
48AI EXPOSURE TODAY48
20-YEAR SCENARIO
NOT A FORECAST86%
NOT A FORECAST86%
THE DOOR · ENTRY DIFFICULTY TODAYC
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →Uncategorised24 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.
Directors in Consultancy Services
30AI EXPOSURE TODAY30
20-YEAR SCENARIO
NOT A FORECAST75%
NOT A FORECAST75%
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 →Functional Manager and Director
30AI EXPOSURE TODAY30
20-YEAR SCENARIO
NOT A FORECAST75%
NOT A FORECAST75%
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 →Human Resources Manager and Director
30AI EXPOSURE TODAY30
20-YEAR SCENARIO
NOT A FORECAST75%
NOT A FORECAST75%
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 →Purchasing Manager and Director
30AI EXPOSURE TODAY30
20-YEAR SCENARIO
NOT A FORECAST75%
NOT A FORECAST75%
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 →Research and Development (R&D) Managers
30AI EXPOSURE TODAY30
20-YEAR SCENARIO
NOT A FORECAST75%
NOT A FORECAST75%
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 →Sales Accounts and Business Development Managers
40AI EXPOSURE TODAY40
20-YEAR SCENARIO
NOT A FORECAST78%
NOT A FORECAST78%
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 →Sales Related Occupations
40AI EXPOSURE TODAY40
20-YEAR SCENARIO
NOT A FORECAST78%
NOT A FORECAST78%
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 →Elementary Administration Occupations
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 →Amazon FBA Seller
48AI EXPOSURE TODAY48
20-YEAR SCENARIO
NOT A FORECAST86%
NOT A FORECAST86%
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 →Business and Related Research Professionals
48AI EXPOSURE TODAY48
20-YEAR SCENARIO
NOT A FORECAST86%
NOT A FORECAST86%
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 →Business Associate Professionals
48AI EXPOSURE TODAY48
20-YEAR SCENARIO
NOT A FORECAST86%
NOT A FORECAST86%
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 →Business, Research and Administrative Professional
48AI EXPOSURE TODAY48
20-YEAR SCENARIO
NOT A FORECAST86%
NOT A FORECAST86%
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 →Chief Executive Officer (CEO)
48AI EXPOSURE TODAY48
20-YEAR SCENARIO
NOT A FORECAST86%
NOT A FORECAST86%
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 →Estimators, Valuers and Assessors
48AI EXPOSURE TODAY48
20-YEAR SCENARIO
NOT A FORECAST86%
NOT A FORECAST86%
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 →Etsy Seller
48AI EXPOSURE TODAY48
20-YEAR SCENARIO
NOT A FORECAST86%
NOT A FORECAST86%
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 →Human Resources and Industrial Relations Officers
48AI EXPOSURE TODAY48
20-YEAR SCENARIO
NOT A FORECAST86%
NOT A FORECAST86%
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 →Office Junior
48AI EXPOSURE TODAY48
20-YEAR SCENARIO
NOT A FORECAST86%
NOT A FORECAST86%
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 →Records Clerks and Assistants
48AI EXPOSURE TODAY48
20-YEAR SCENARIO
NOT A FORECAST86%
NOT A FORECAST86%
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 →Virtual Assistant
48AI EXPOSURE TODAY48
20-YEAR SCENARIO
NOT A FORECAST86%
NOT A FORECAST86%
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 →Wedding Planner
48AI EXPOSURE TODAY48
20-YEAR SCENARIO
NOT A FORECAST86%
NOT A FORECAST86%
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 →Business and Financial Project Management Professionals
50AI EXPOSURE TODAY50
20-YEAR SCENARIO
NOT A FORECAST88%
NOT A FORECAST88%
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 →Research Analyst
60AI EXPOSURE TODAY60
20-YEAR SCENARIO
NOT A FORECAST95%
NOT A FORECAST95%
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 →Data Entry Clerk
65AI EXPOSURE TODAY65
20-YEAR SCENARIO
NOT A FORECAST95%
NOT A FORECAST95%
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 →Customer Service Specialist
68AI EXPOSURE TODAY68
20-YEAR SCENARIO
NOT A FORECAST95%
NOT A FORECAST95%
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 →