All sectorsThe same grid as text
Management
How far apart the occupations inside this sector are.
AI finishes1,213 tasks
4%
of this sector's tasks, at L2 or above. The middle sector is at 3%.
Spread inside56
30pt
points between its widest and its narrowest occupation, among the 24 anything was read about.
The work in this sector, as 100 squares
One square, one task, filled to the lowest level covering it.
of 1,213
- L5 · Full automationemptyAI delivers alone in any setting, with no defined scope limiting it.
- L4 · High automationemptyAI delivers alone inside a defined scope, running in real business.
- L3 · Conditional automation2AI completes it; a person spot-checks rather than reviews each one.
- L2 · Partial automation44AI produces the bulk; a person reviews and corrects every item.
- L1 · Assisted34AI helps in places; a person does the whole delivery.
- L0 · ManualemptyAI takes no part in this work.
- Unknown231part of this work has no evidence either way
- Untouched902no update in the collected window mentions it
What moved it
Updates that left evidence on work reaching this sector.
2026-08-2447 days recorded2026-10-08
- 10-08AMIE matches doctor diagnoses in 90% of 100 patient interactions with 0 safety stopsAssess practical performance and occupational competence
- 10-08Astrophysicist uses Claude Science to build first complete ultraviolet sky mapAssess practical performance and occupational competence · Search research literature and synthesize evidence
- 10-08Ignite Vision builds AI creator matching on Qwen, cutting screening from hours to minutesAnalyze role requirements and source candidates · Assess practical performance and occupational competence
- 10-07Claude Haiku 5.5 generally available in GitHub CopilotAssess practical performance and occupational competence
- 10-07Google Research shares RCT findings on AI and professional expertiseAssess practical performance and occupational competence
- 10-07GitHub Copilot local sandboxing reaches general availabilityImplement data minimization and privacy controls
and 136 more
What AI does here
The work reaching this sector, furthest first.
- Manage records documents and office requestsL3 · Conditional automation
- Assess practical performance and occupational competenceL3 · Conditional automation
- Support accessible communication and community participationL3 · Conditional automation
- Manage onboarding departures and personnel recordsL3 · Conditional automation
- Administer staffing arrangements and personnel service recordsL3 · Conditional automation
- Write papers reports and research collaboration materialsL2 · Partial automation
- Search research literature and synthesize evidenceL2 · Partial automation
- Demonstrate occupational skills and conduct practical trainingL2 · Partial automation
- Test food safety and batch qualityL2 · Partial automation
- Design improvements and track implementationL2 · Partial automation
- Collect and prepare earth and environmental observationsL2 · Partial automation
- Build independent living and employment readiness skillsL2 · Partial automation
Inside this sector
Occupations56
The same hundred squares, once per occupation, ranked.
- WidestAdvertising and Promotions Managers30%
- NarrowestRegulatory Affairs Managers0%
- 30 points apart no update in the collected window mentions this occupation 32 more have no evidence at all.
- Advertising and Promotions Managers30 tasks30%
- Fitness and Wellness Coordinators24 tasks29%
- Investment Fund Managers20 tasks20%
- Entertainment and Recreation Managers, Except Gambling17 tasks18%
- Water Resource Specialists21 tasks14%
- Financial Managers17 tasks12%
- Education Administrators, Postsecondary27 tasks7%
- Computer and Information Systems Managers17 tasks6%
- Education Administrators, Kindergarten through Secondary32 tasks6%
- Education and Childcare Administrators, Preschool and Daycare17 tasks6%
- Hydroelectric Production Managers18 tasks6%
- Medical and Health Services Managers18 tasks6%
- Purchasing Managers18 tasks6%
- Industrial Production Managers21 tasks5%
- Marketing Managers20 tasks5%
- Treasurers and Controllers22 tasks5%
- Human Resources Managers26 tasks4%
- Quality Control Systems Managers27 tasks4%
- Security Managers28 tasks4%
- Compliance Managers29 tasks3%
- Supply Chain Managers30 tasks3%
- Transportation, Storage, and Distribution Managers30 tasks3%
- Administrative Services Managers18 tasks0%
- Architectural and Engineering Managers19 tasks0%
- Biofuels Production Managers14 tasks0%
- Biofuels/Biodiesel Technology and Product Development Managers18 tasks0%
- Biomass Power Plant Managers19 tasks0%
- Brownfield Redevelopment Specialists and Site Managers23 tasks0%
- Chief Executives31 tasks0%
- Chief Sustainability Officers18 tasks0%
- Clinical Research Coordinators33 tasks0%
- Compensation and Benefits Managers22 tasks0%
- Construction Managers25 tasks0%
- Emergency Management Directors23 tasks0%
- Facilities Managers11 tasks0%
- Farmers, Ranchers, and Other Agricultural Managers30 tasks0%
- Food Service Managers28 tasks0%
- Fundraising Managers16 tasks0%
- Funeral Home Managers23 tasks0%
- Gambling Managers19 tasks0%
- General and Operations Managers17 tasks0%
- Geothermal Production Managers17 tasks0%
- Legislators30 tasks0%
- Lodging Managers24 tasks0%
- Loss Prevention Managers27 tasks0%
- Natural Sciences Managers16 tasks0%
- Postmasters and Mail Superintendents13 tasks0%
- Property, Real Estate, and Community Association Managers26 tasks0%
- Public Relations Managers20 tasks0%
- Regulatory Affairs Managers27 tasks0%
- Sales Managers17 tasks0%
- Social and Community Service Managers16 tasks0%
- Spa Managers21 tasks0%
- Training and Development Managers12 tasks0%
- Wind Energy Development Managers15 tasks0%
- Wind Energy Operations Managers16 tasks0%
median 0% · share of tasks AI produces the bulk of, leaving a person to check