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 dates unavailable. Corpus fetch span: 2026.
Identity provenance
Provider IDs
- Semantic Scholar:
2373493499
ORCID evidence
No valid ORCID is stored.
Observed aliases (1)
- Simon Suwanzy Dzreke (semantic scholar, provider refresh)
Topics and outcomes in this view
Assessment themes
- Productivity: 2 papers
- Skills Training: 2 papers
- Human Ai Collab: 1 paper
- Labor Markets: 1 paper
Claim outcomes
- Other: 2 papers
- Skill Obsolescence: 2 papers
- Adoption Rate: 1 paper
- Firm Revenue: 1 paper
- Automation Exposure: 1 paper
- Governance And Regulation: 1 paper
- Innovation Output: 1 paper
- Job Displacement: 1 paper
- Team Performance: 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 |
|---|---|---|---|
| Integrated AI in marketing analytics is linked to large gains in campaign ROI—about 47% higher—yet raises labor concerns about obsolescence; combining human judgement with algorithms (augmented intelligence) is associated with substantially lower attrition than full automation.semantic_scholar | Simon Suwanzy Dzreke provider id |
Fetched 2026-05-14 | 0 |
| AI in engineering appears to lift team productivity by roughly 24% but threatens nearly one-in-five engineering tasks with obsolescence; firms that proactively integrate AI can more than halve that risk.semantic_scholar | Simon Suwanzy Dzreke provider id |
Fetched 2026-05-14 | 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.