Special Education Teachers, Preschool

Which pieces of this job an update has reached, and which nobody has looked at.

AI finishesL2 · Partial automation

0/ 36

tasks at L2 or above. The median occupation is at 0%.

Looked at36 tasks

4/ 36

tasks carry a level at all; the other 32 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 36

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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 automationemptyAI produces the bulk; a person reviews and corrects every item.
L1 · Assisted4AI helps in places; a person does the whole delivery.
L0 · ManualemptyAI takes no part in this work.
Unknown20part of this work has no evidence either way
Untouched12no update in the collected window mentions it

Work7

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7 of 7 kinds of work

Market: School education and subject teaching
1. 2026-10-07ChatGPT introduces Intelligent UIOpenAIClaimed L2Kept L2Capped by T3 ≤ L2Source ↗
2. 2026-09-16Google Forms "Help me create" adds quiz generationGoogleClaimed L2Kept L2Capped by T3 ≤ L2Source ↗
3. 2026-08-28Gemini app monthly drops: student resources, Gemini 3.7 Flash, Gemini LiveGoogleClaimed L1Kept L1Capped by T3 ≤ L2Source ↗
Market: Special education and learning support
1. 2026-10-07ChatGPT introduces Intelligent UIOpenAIClaimed L3Kept L2Capped by T3 ≤ L2Source ↗
2. 2026-10-06Gemini Live adds Guided Vision real-time visual assistanceGoogleClaimed L3Kept L2Capped by T3 ≤ L2Source ↗
Market: School education and subject teaching
1. 2026-09-08NotebookLM mini launches: mobile rollout, artifact notifications, quiz chatGoogleClaimed L1Kept L1Capped by T3 ≤ L2Source ↗
Market: School education and subject teaching
1. 2026-09-08NotebookLM mini launches: mobile rollout, artifact notifications, quiz chatGoogleClaimed L1Kept L1Capped by T3 ≤ L2Source ↗

A market is a kind of work a business sells; a job usually serves several.

A condition that does not lift because a model improved.

No non-technical condition has been recorded against the kinds of work reaching this occupation.

A condition that does not lift because a model improved.

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