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
6Unique collaborators
2/2Semantic Scholar citation coverage
Publication span: 2026. Corpus fetch span: 2026.
Identity provenance
Provider IDs
- Semantic Scholar:
2515164
ORCID evidence
No valid ORCID is stored.
Observed aliases (1)
- C. Halkiopoulos (semantic scholar, provider refresh)
Topics and outcomes in this view
Assessment themes
- Adoption: 2 papers
- Governance: 2 papers
- Productivity: 2 papers
- Innovation: 1 paper
Claim outcomes
- Adoption Rate: 2 papers
- Governance And Regulation: 2 papers
- Organizational Efficiency: 2 papers
- Firm Revenue: 2 papers
- Decision Quality: 1 paper
- Task Completion Time: 1 paper
- Ai Safety And Ethics: 1 paper
- Error Rate: 1 paper
- Firm Productivity: 1 paper
- Other: 1 paper
- Skill Acquisition: 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 |
|---|---|---|---|
| Big Data and machine learning are reshaping tourism—improving forecasting, pricing and customer targeting—but firms don’t automatically reap gains: performance depends less on scale or years of tech use than on strategic alignment, data governance and technical readiness.openalex | C. Halkiopoulos provider id |
2026-02-21 | 0 |
| Industry 4.0 is converting accounting into real-time operational intelligence: AI and blockchain lift fraud-detection rates into the mid-80s–90s and cut audit cycles by roughly 40–60%, while edge computing and digital twins enable much faster compliance and forecasting; however, significant cybersecurity risks, GDPR-related barriers, workforce deficits and six-figure to million-dollar implementation costs are slowing broad adoption.openalex | C. Halkiopoulos provider id |
2026-01-22 | 6 |
Citation observation summary
Semantic Scholar supplied counts for 2 of 2 papers in this view; 0 are missing. The observed paper counts sum to 6 cumulative citations. This is a coverage summary, not an author score or h-index.