From the hash-bound evidence releases
Recorded claims
Each claim states what the inspected source says, at the recorded location—bounded by its scope and graded by its confidence. Nothing here is a synthesis across works.
Evidence from two workforce datasets indicates that AI and algorithmic skills complement domain expertise, that frontier firms diffuse those skills among domain experts, and that firms realize greater value when algorithmic capabilities are broadly dispersed rather than concentrated in IT specialists.
Scope: publisher-deposited abstract metadata; workforce skills, firm capabilities, training, and organizational design
The abstract argues that organizational value from AI rises when domain experts broadly acquire algorithmic literacy and firms diffuse these skills.
Scope: abstract-level
The publisher preview examines how worker domain expertise and broadly distributed algorithmic literacy complement AI in organizations.
Scope: publisher TOC preview abstract
Structured relationships
In-corpus citations
Only source-supplied cites relationships whose two endpoints are admitted are shown. Invocation evidence remains a separate relationship.
Cites (1)
Cited by (0)
No in-corpus incoming citation is available in the current enrichment coverage.
Boundaries
Limitations & independence
Recorded at coding time, carried with the work forever. A claim without its limits is not evidence.
Recorded limitations
- Abstract-level Crossref metadata only; the blocked publisher surface was not retried.
- The captured abstract does not state the workforce-dataset denominators or periods.
- Crossref supplies only a year and month for publication, so published_date is null rather than an invented day.
- Full text was not inspected.
- Abstract-level Crossref metadata only; full text was not inspected.
- The publisher surface was not queried after the lane’s quarantined dynamic-challenge response; no independent publisher-page verification was attempted.
- Publisher TOC preview abstract is truncated; full text was not inspected.
- Special-issue membership is established by the issue heading.
Source independence
publisher-only