All sectorsThe same grid as text
Computer and Mathematical
How far apart the occupations inside this sector are.
AI finishes770 tasks
13%
of this sector's tasks, at L2 or above. The middle sector is at 3%.
Spread inside36
47pt
points between its widest and its narrowest occupation, among the 25 anything was read about.
The work in this sector, as 100 squares
One square, one task, filled to the lowest level covering it.
of 770
- 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 automation97AI produces the bulk; a person reviews and corrects every item.
- L1 · Assisted36AI helps in places; a person does the whole delivery.
- L0 · ManualemptyAI takes no part in this work.
- Unknown91part of this work has no evidence either way
- Untouched544no update in the collected window mentions it
What moved it
Updates that left evidence on work reaching this sector.
2026-08-2249 days recorded2026-10-08
- 10-08AMIE matches doctor diagnoses in 90% of 100 patient interactions with 0 safety stopsDevelop algorithms and study computational properties · Build research prototypes and run comparative experiments
- 10-08Google's AMIE studied prospectively in real clinic, results in The LancetDesign and conduct biomedical experiments · Develop algorithms and study computational properties · Build research prototypes and run comparative experiments
- 10-08Astrophysicist uses Claude Science to build first complete ultraviolet sky mapBuild research prototypes and run comparative experiments · Search research literature and synthesize evidence · Integrate models retrieval and context flows
- 10-08Ignite Vision builds AI creator matching on Qwen, cutting screening from hours to minutesProcess validate and deliver customer data · Maintain search indexes and information service directories
- 10-07Claude Haiku 5.5 generally available in GitHub CopilotImplement tool use and agent workflows
- 10-07ChatGPT introduces Intelligent UIImplement web mobile and desktop interfaces
and 292 more
What AI does here
The work reaching this sector, furthest first.
- Handle inquiries and retrieve service answersL3 · Conditional automation
- Route cases and track service outcomesL3 · Conditional automation
- Implement tool use and agent workflowsL3 · Conditional automation
- Integrate models retrieval and context flowsL3 · Conditional automation
- Write papers reports and research collaboration materialsL2 · Partial automation
- Search research literature and synthesize evidenceL2 · Partial automation
- Design and conduct biomedical experimentsL2 · Partial automation
- Design improvements and track implementationL2 · Partial automation
- Analyze biological samples and omics dataL2 · Partial automation
- Migrate and configure enterprise systems and hand over operationsL2 · Partial automation
- Analyze research data and derive user insightsL2 · Partial automation
- Optimize queries and maintain data integrityL2 · Partial automation
Inside this sector
Occupations36
The same hundred squares, once per occupation, ranked.
- WidestOperations Research Analysts47%
- NarrowestVideo Game Designers0%
- 47 points apart no update in the collected window mentions this occupation 11 more have no evidence at all.
- Operations Research Analysts17 tasks47%
- Database Administrators18 tasks44%
- Software Developers17 tasks41%
- Data Scientists16 tasks38%
- Data Warehousing Specialists18 tasks33%
- Computer Programmers17 tasks29%
- Computer Systems Engineers/Architects28 tasks25%
- Information Security Engineers20 tasks25%
- Database Architects25 tasks24%
- Biostatisticians25 tasks20%
- Blockchain Engineers17 tasks18%
- Information Security Analysts11 tasks18%
- Web Administrators35 tasks17%
- Bioinformatics Technicians19 tasks16%
- Web Developers29 tasks14%
- Computer User Support Specialists16 tasks13%
- Computer and Information Research Scientists15 tasks13%
- Software Quality Assurance Analysts and Testers30 tasks13%
- Web and Digital Interface Designers30 tasks13%
- Information Technology Project Managers21 tasks10%
- Mathematicians12 tasks8%
- Computer Systems Analysts22 tasks5%
- Network and Computer Systems Administrators20 tasks5%
- Statisticians19 tasks5%
- Actuaries15 tasks0%
- Business Intelligence Analysts17 tasks0%
- Clinical Data Managers21 tasks0%
- Computer Network Architects33 tasks0%
- Computer Network Support Specialists26 tasks0%
- Digital Forensics Analysts20 tasks0%
- Document Management Specialists23 tasks0%
- Geographic Information Systems Technologists and Technicians29 tasks0%
- Health Informatics Specialists17 tasks0%
- Penetration Testers22 tasks0%
- Telecommunications Engineering Specialists26 tasks0%
- Video Game Designers24 tasks0%
median 13% · share of tasks AI produces the bulk of, leaving a person to check