Mathematical physical and astronomical research · Market

Work

2 with evidence

Furthest level reached

Partial automation

Evidence

1 pulled back by an evidence tier

Work in this market

Open a row to read the updates behind its level.

Design experiments and observations and analyze physical data3 evidence33 tasksL2Partial automation

Published	Claimed	Evidence tier	Update	When
L1Assisted	L1	T3Vendor self-report	Astrophysicist uses Claude Science to build first complete ultraviolet sky map source	2026-10-08
L2Partial automation	L2	T3Vendor self-report	Microsoft Research machine learning system predicts space-weather damage source	2026-09-30
L2Partial automation	L2	T3Vendor self-report	Google Research presents MAPL-EMIT methane tracking model source	2026-09-01

Form hypotheses and build mathematical and physical models5 evidence10 tasksL2Partial automation

Published	Claimed	Evidence tier	Update	When
L2Partial automation	L2	T3Vendor self-report	OpenAI releases mathematical results produced by an internal frontier model source	2026-10-06
L1Assisted	L1	T3Vendor self-report	Meta shares six papers from mathematicians working with Muse Spark source	2026-10-02
L1Assisted	L1	T3Vendor self-report	Anthropic Science Blog: Claude can do Nine Loops source	2026-09-25
no update mentioned it	L0	T3Vendor self-report	Tencent Hunyuan research extends critical-batch-size theory to online LLM RL source	2026-09-24
L2Partial automation	L3↓ T3 allows only L2	T3Vendor self-report	OpenAI shares agent-produced solution to Navier-Stokes Millennium Prize Problem source	2026-09-08

One market is served by several occupations, so these are not shares of a job.

Occupation	Confidence
Physicists	0.98
Astronomers	0.97
Atmospheric and Space Scientists	0.94
Physical Scientists, All Other	0.93
Remote Sensing Scientists and Technologists	0.85
Mathematical Science Occupations, All Other	0.78
Geoscientists, Except Hydrologists and Geographers	0.75
Biochemists and Biophysicists	0.75
Hydrologists	0.74
Materials Scientists	0.69
Atmospheric, Earth, Marine, and Space Sciences Teachers, Postsecondary	0.69
Photonics Engineers	0.64
Aerospace Engineers	0.63
Physics Teachers, Postsecondary	0.61

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