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
0Unique collaborators
1/1Semantic Scholar citation coverage
Publication span: 2026. Corpus fetch span: 2026.
Identity provenance
Provider IDs
- Semantic Scholar:
2403767101
ORCID evidence
No valid ORCID is stored.
Observed aliases (1)
- Peter Njekwa Ryberg (semantic scholar, provider refresh)
Topics and outcomes in this view
Assessment themes
- Adoption: 1 paper
- Labor Markets: 1 paper
Claim outcomes
- Employment: 1 paper
- Automation Exposure: 1 paper
- Labor Share: 1 paper
- Other: 1 paper
- Skill Acquisition: 1 paper
- Wages: 1 paper
Papers in the Semantic Scholar view
Latest stored Semantic Scholar 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 |
|---|---|---|---|
| Outside Sweden’s cities, occupations exposed to automation risk saw weaker job and pay growth from 2011–2021, but bigger local markets and closely related local skills softened the hit; urban occupations — richer in non-automatable tasks — showed no such decline.openalex | Peter Njekwa Ryberg provider id |
2026-01-07 | 2 |
Citation observation summary
Semantic Scholar supplied counts for 1 of 1 papers in this view; 0 are missing. The observed paper counts sum to 2 cumulative citations. This is a coverage summary, not an author score or h-index.