Epidemiologists
Which pieces of this job an update has reached, and which nobody has looked at.
AI finishesL2 · Partial automation
4/ 16
tasks at L2 or above. The median occupation is at 0%.
Looked at16 tasks
4/ 16
tasks carry a level at all; the other 12 have no evidence either way.
This occupation's tasks
One square, one task, filled to the lowest level of the kinds of work covering it.
of 16
- 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 automationemptyAI completes it; a person spot-checks rather than reviews each one.
- L2 · Partial automation4AI produces the bulk; a person reviews and corrects every item.
- L1 · AssistedemptyAI helps in places; a person does the whole delivery.
- L0 · ManualemptyAI takes no part in this work.
- Unknown3part of this work has no evidence either way
- Untouched9no update in the collected window mentions it
What AI has been shown to do here
Work6
One row per kind of work; open a row to see the updates behind its level.
6 of 6 kinds of work
Market: Research methods and collaboration
- 2026-10-06Claude integrates with Google Docs, Sheets, and SlidesAnthropicClaimed L1Kept L1Capped by T3 ≤ L2Source ↗
- 2026-10-02Meta shares six papers from mathematicians working with Muse SparkMetaClaimed L1Kept L1Capped by T3 ≤ L2Source ↗
- 2026-09-21Gemini Notebook launches Interactive Learning Overviews for all usersGoogleClaimed L2Kept L2Capped by T3 ≤ L2Source ↗
- 2026-09-18Gemini in Google Drive covered in Workspace learning pathGoogleClaimed L1Kept L1Capped by T3 ≤ L2Source ↗
- 2026-09-17ChatGPT now available in Microsoft WordOpenAIClaimed L1Kept L1Capped by T3 ≤ L2Source ↗
- 2026-09-11GPT-Rosalind available in API and Codex for biological reasoningOpenAIClaimed L1Kept L1Capped by T3 ≤ L2Source ↗
- 2026-09-10OpenAI launches ChatGPT for Financial ServicesOpenAIClaimed L2Kept L2Capped by T3 ≤ L2Source ↗
- 2026-09-02Qwen3.8-Max-0902 releasedAlibabaClaimed L1Kept L1Capped by T3 ≤ L2Source ↗
- 2026-08-28OpenAI launches Rosalind WorkbenchOpenAIClaimed L1Kept L1Capped by T3 ≤ L2Source ↗
- 2026-08-27Antigravity Teamwork used for research breakthroughsGoogleClaimed L1Kept L1Capped by T3 ≤ L2Source ↗
Market: Research methods and collaboration
- 2026-10-08Astrophysicist uses Claude Science to build first complete ultraviolet sky mapAnthropicClaimed L1Kept L1Capped by T3 ≤ L2Source ↗
- 2026-09-14Gemini Live integrates Deep Research for voice-driven explorationGoogleClaimed L3Kept L2Capped by T3 ≤ L2Source ↗
- 2026-09-11GPT-Rosalind available in API and Codex for biological reasoningOpenAIClaimed L1Kept L1Capped by T3 ≤ L2Source ↗
- 2026-09-10OpenAI launches ChatGPT for Financial ServicesOpenAIClaimed L2Kept L2Capped by T3 ≤ L2Source ↗
- 2026-08-28Anthropic Fellows research: Claude autonomously aligns other AIsAnthropicClaimed L3Kept L2Capped by T3 ≤ L2Source ↗
Market: Life sciences and medical researchNon-technical condition
A non-technical condition does not lift when models improve; what it holds stays at L0.
- 2026-10-08Google's AMIE studied prospectively in real clinic, results in The LancetGoogleClaimed L2Kept L2Capped by T3 ≤ L2Source ↗
Market: Life sciences and medical research
- 2026-09-29Microsoft Research introduces Quine, a multimodal world model of biologyMicrosoftClaimed L1Kept L1Capped by T3 ≤ L2Source ↗
- 2026-09-23Claude discovers unknown bacteriophage enzyme systemAnthropicClaimed L2Kept L2Capped by T3 ≤ L2Source ↗
- 2026-09-17Anthropic work on running biology open-source models more cheaplyAnthropicClaimed L1Kept L1Capped by T3 ≤ L2Source ↗
- 2026-09-17Researchers use AlphaGenome Atlas to identify disease-causing DNA variantsGoogleClaimed L1Kept L1Capped by T3 ≤ L2Source ↗
- 2026-09-11GPT-Rosalind available in API and Codex for biological reasoningOpenAIClaimed L1Kept L1Capped by T3 ≤ L2Source ↗
- 2026-09-11Google Antigravity launches AlphaGenome Atlas Skills and /boost commandGoogleClaimed L1Kept L1Capped by T3 ≤ L2Source ↗
- 2026-09-09Google Research releases complete male fruit fly brain wiring diagramGoogleClaimed L1Kept L1Capped by T3 ≤ L2Source ↗
- 2026-09-08Google DeepMind launches AlphaGenome AtlasGoogleClaimed L3Kept L2Capped by T3 ≤ L2Source ↗
- 2026-09-03Google Research evaluates cross-population genetic risk prediction methodsGoogleClaimed L1Kept L1Capped by T3 ≤ L2Source ↗
- 2026-09-03Google Research and HHMI Janelia release complete male fruit fly brain mapGoogleClaimed L1Kept L1Capped by T3 ≤ L2Source ↗
- 2026-08-31GigaPath-Flash and GigaTIME-Flash pathology foundation modelsMicrosoftClaimed L2Kept L2Capped by T3 ≤ L2Source ↗
- 2026-08-26Google Research introduces GlucoFM glucose monitoring foundation modelGoogleClaimed L2Kept L2Capped by T3 ≤ L2Source ↗
Market: Life sciences and medical research
no update in the collected window mentions this work
Markets this occupation serves
A market is a kind of work a business sells; a job usually serves several.
Non-technical conditions on these kinds of work
A condition that does not lift because a model improved.
Animal Handlingphysical_presence
Chemical Applicationregulatory
Clinician sign-offhuman_authority
Equipment Maintenancephysical_presence
Manual Dexterityphysical_presence
Payment authorityliability
Payment Processingregulatory
Physical Presencephysical_presence
Student Supervisionphysical_presence
Tool Usephysical_presence
Where this page's numbers come from
- Snapshot
- snapshot-1
- Generated
- 2026-10-09 08:10 UTC
- Ontology
- 1.0.0
- Ontology schema
- 2.4.0
- Method version
- activity-level-1
- Content SHA-256
- 0b46df0246af8a1dc3fd9ce8e6ac9812925ace553984d2b7d45d363d32e27681
- Rows in this snapshot
- 10,482 work-to-task edges · 900 updates · 333 models · 58 topics · 1,888 market-to-occupation edges · 375 source accounts · 1 coverage record · 1 progress record · 11 non-technical conditions · 401 updates that landed on work · 1,102 evidence · 614 work in markets · 506 non-technical condition-to-work edges