Direction, evidence grade, and study type are AI-generated labels (gpt-5-mini), not human-verified. Syntheses are LLM-written. "Tensions" are machine-detected candidates, not confirmed contradictions. A research-acceleration tool, not peer review.
How this is built →
1Distinct papers
5Unique collaborators
1/1OpenAlex citation coverage
Publication span: 2026. Corpus fetch span: 2026.
Identity provenance
Provider IDs
- Openalex:
A5126300819
ORCID evidence
No valid ORCID is stored.
Observed aliases (2)
- Stuart Elliott (openalex, provider refresh)
- Stuart Elliott (openalex, source metadata)
Topics and outcomes in this view
Assessment themes
- Labor Markets: 1 paper
- Productivity: 1 paper
Claim outcomes
- Automation Exposure: 1 paper
- Employment: 1 paper
- Decision Quality: 1 paper
- Fiscal And Macroeconomic: 1 paper
- Task Allocation: 1 paper
- Training Effectiveness: 1 paper
Papers in the OpenAlex view
Latest stored OpenAlex author observations only. Citation counts below are from the same provider and are not combined with other services.
Scroll the table horizontally to see every column.
| Paper | Author evidence | Date | Provider citations |
|---|---|---|---|
| OECD mapping shows AI already fully automates about 1% of US jobs and recent capability gains push that to roughly 8%, with further plausible advances potentially automating a third — and eventually nearly all — employment by the 2030s, meaning job losses should appear before large productivity or disinflation signals.openalex | Stuart Elliott provider id |
2026-08-27 | 0 |
Citation observation summary
OpenAlex supplied counts for 1 of 1 papers in this view; 0 are missing. The observed paper counts sum to 0 cumulative citations. This is a coverage summary, not an author score or h-index.