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 dates unavailable. Corpus fetch span: 2026.
Identity provenance
Provider IDs
- Semantic Scholar:
2393340604
ORCID evidence
No valid ORCID is stored.
Observed aliases (1)
- Ripunjoy Sarkar (semantic scholar, provider refresh)
Topics and outcomes in this view
Assessment themes
- Adoption: 1 paper
- Human Ai Collab: 1 paper
- Labor Markets: 1 paper
- Org Design: 1 paper
- Productivity: 1 paper
- Skills Training: 1 paper
Claim outcomes
- Market Structure: 1 paper
- Adoption Rate: 1 paper
- Developer Productivity: 1 paper
- Governance And Regulation: 1 paper
- Research Productivity: 1 paper
- Task Allocation: 1 paper
- Ai Safety And Ethics: 1 paper
- Automation Exposure: 1 paper
- Creativity: 1 paper
- Employment: 1 paper
- Job Displacement: 1 paper
- Skill Acquisition: 1 paper
- Team Performance: 1 paper
- Training Effectiveness: 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 |
|---|---|---|---|
| AI 'co‑pilots' will soon be standard in developer tools, automating routine coding, testing and maintenance while boosting productivity; firms that combine these tools with skilled staff and organizational processes will capture most gains, widening advantages for well-resourced teams.semantic_scholar | Ripunjoy Sarkar provider id |
Fetched 2026-03-12 | 0 |
Citation observation summary
Semantic Scholar 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.