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
3Unique collaborators
2/2Semantic Scholar citation coverage
Publication span: 2025. Corpus fetch span: 2026.
Identity provenance
Provider IDs
- Semantic Scholar:
2120722705
ORCID evidence
No valid ORCID is stored.
Observed aliases (1)
- Dror Shvadron (semantic scholar, provider refresh)
Topics and outcomes in this view
Assessment themes
- Innovation: 2 papers
- Labor Markets: 1 paper
- Org Design: 1 paper
- Skills Training: 1 paper
Claim outcomes
- Research Productivity: 2 papers
- Innovation Output: 2 papers
- Employment: 1 paper
- Firm Productivity: 1 paper
- Organizational Efficiency: 1 paper
- Other: 1 paper
- Turnover: 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 |
|---|---|---|---|
| One in four US-trained STEM PhDs leave within 15 years—AI and quantum doctors are most likely to go—yet their emigrant work still disproportionately benefits the United States: even after moving abroad, these scientists’ patents are cited in the US five times more than in destination countries.arxiv | Dror Shvadron provider id |
2025-12-11 | 0 |
| Firms gain when outside scientists build on their papers: papers that spur follow-on research lead firms to raise R&D spending, generate stronger patent outcomes, and hold on to staff—especially for firms with complementary assets or working in nascent fields.openalex | Dror Shvadron provider id |
2025-12-04 | 1 |
Citation observation summary
Semantic Scholar supplied counts for 2 of 2 papers in this view; 0 are missing. The observed paper counts sum to 1 cumulative citations. This is a coverage summary, not an author score or h-index.