Occupation collection · 33 reports
Admin & Ops jobs and AI exposure
Explore AI exposure in coordination, records, scheduling, logistics, and operational roles. These are modeled task-exposure estimates, not predictions that a job will disappear.
Scores compare how much of a role's current task mix may be assisted or automated. Adoption still depends on reliability, regulation, cost, employer choices, and human accountability.
All Admin & Ops job reports
Ordered from higher to lower modeled task exposure.
New Accounts Clerks
0–2 years impact window87%Office Clerks, General
0–2 years impact window87%Procurement Clerks
0–2 years impact window86%Brokerage Clerks
0–2 years impact window85%Order Clerks
0–2 years impact window84%Postal Service Clerks
0–2 years impact window84%File Clerks
0–2 years impact window83%Correspondence Clerks
0–2 years impact window80%Bookkeeper
0–2 years impact window78%Virtual Assistant
0–2 years impact window78%Telephone Operators
0–2 years impact window70%Statistical Assistants
0–2 years impact window68%Gambling Cage Workers
0–2 years impact window66%HR Recruiter (Sourcing)
2–4 years impact window60%Business Analyst
2–4 years impact window58%Receptionist / Front Desk
2–4 years impact window57%Warehouse Picker/Packer
2–4 years impact window44%Executive Assistant
2–4 years impact window43%Management Consultant
2–4 years impact window36%Fundraising Managers
2–4 years impact window36%Purchasing Managers
2–4 years impact window35%Managers, All Other
6–10+ years impact window34%Facilities Managers
6–10+ years impact window33%Food Service Managers
6–10+ years impact window33%Project Manager
6–10+ years impact window32%Marketing Managers
6–10+ years impact window32%Financial Managers
6–10+ years impact window31%Gambling Managers
6–10+ years impact window30%Construction Managers
6–10+ years impact window30%Lodging Managers
6–10+ years impact window29%Funeral Home Managers
6–10+ years impact window29%Sales Managers
6–10+ years impact window28%Entrepreneur / Startup Founder
6–10+ years impact window22%
0–2 years impact window87%Office Clerks, General
0–2 years impact window87%Procurement Clerks
0–2 years impact window86%Brokerage Clerks
0–2 years impact window85%Order Clerks
0–2 years impact window84%Postal Service Clerks
0–2 years impact window84%File Clerks
0–2 years impact window83%Correspondence Clerks
0–2 years impact window80%Bookkeeper
0–2 years impact window78%Virtual Assistant
0–2 years impact window78%Telephone Operators
0–2 years impact window70%Statistical Assistants
0–2 years impact window68%Gambling Cage Workers
0–2 years impact window66%HR Recruiter (Sourcing)
2–4 years impact window60%Business Analyst
2–4 years impact window58%Receptionist / Front Desk
2–4 years impact window57%Warehouse Picker/Packer
2–4 years impact window44%Executive Assistant
2–4 years impact window43%Management Consultant
2–4 years impact window36%Fundraising Managers
2–4 years impact window36%Purchasing Managers
2–4 years impact window35%Managers, All Other
6–10+ years impact window34%Facilities Managers
6–10+ years impact window33%Food Service Managers
6–10+ years impact window33%Project Manager
6–10+ years impact window32%Marketing Managers
6–10+ years impact window32%Financial Managers
6–10+ years impact window31%Gambling Managers
6–10+ years impact window30%Construction Managers
6–10+ years impact window30%Lodging Managers
6–10+ years impact window29%Funeral Home Managers
6–10+ years impact window29%Sales Managers
6–10+ years impact window28%Entrepreneur / Startup Founder
6–10+ years impact window22%