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.
The refined index estimates that about one in four workers globally is in an occupation with some generative-AI exposure, while emphasizing that transformation is more likely than full redundancy because most jobs retain tasks requiring human input.
Scope: Global occupational exposure under the study's task and capability assumptions; not realized employment effects.
The study explicitly separates task exposure from job outcomes and points to policy, worker voice, and social dialogue as determinants of whether exposure becomes augmentation, work degradation, or displacement.
Scope: Transition framing across occupations and countries.
Structured relationships
In-corpus citations
Only source-supplied cites relationships whose two endpoints are admitted are shown. Invocation evidence remains a separate relationship.
Cites (0)
No in-corpus outgoing citation is available in the current enrichment coverage.
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
- Exposure index is not observed adoption or displacement
- Occupational task bundles and model capabilities evolve
- Country/occupation data quality varies
- Organizational responses mediate outcomes
Source independence
ILO occupational/task analysis; independent of a single employer or vendor but model-based exposure coding.