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 →
2Distinct papers
4Unique collaborators
2/2Semantic Scholar citation coverage
Publication span: 2026. Corpus fetch span: 2026.
Identity provenance
Provider IDs
- Semantic Scholar:
2282167532
ORCID evidence
No valid ORCID is stored.
Observed aliases (1)
- Alex Farach (semantic scholar, provider refresh)
Topics and outcomes in this view
Assessment themes
- Org Design: 2 papers
- Productivity: 2 papers
- Human Ai Collab: 1 paper
- Inequality: 1 paper
- Labor Markets: 1 paper
- Skills Training: 1 paper
Claim outcomes
- Other: 2 papers
- Organizational Efficiency: 1 paper
- Employment: 1 paper
- Inequality: 1 paper
- Output Quality: 1 paper
- Worker Satisfaction: 1 paper
- Developer Productivity: 1 paper
- Firm Productivity: 1 paper
- Governance And Regulation: 1 paper
- Task Allocation: 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 |
|---|---|---|---|
| Forcing workers to use generative AI together reduced both document output and average quality, while a short training that framed AI as a thought partner improved quality among the best performers; but session timing imbalances, dropout and automated grading quirks mean the results should be interpreted cautiously.arxiv | Alex Farach provider id |
2026-04-09 | 0 |
| AI that lowers coordination costs lets managers supervise more workers, boosting output and compressing hierarchies while widening manager–worker pay gaps; whether gains are shared or concentrated into superstars hinges on who captures the coordination rents.semantic_scholar | Alex Farach provider id |
Fetched 2026-03-12 | 0 |
Citation observation summary
Semantic Scholar supplied counts for 2 of 2 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.