Evidence item
The instrumental-variable relationship is scoped to individual scholars in China, annual PM2.5 exposure, and publication records from specified databases; it is not a general all-worker or all-country productivity estimate. MEASUREMENT
Source: Impacts of PM2.5 air pollution on high-skilled worker productivity in China · locator {} · excerpt hash sha256:53d09f1ca89254dd6c528d1967f6f450a1104c583edd4a8c538db09f6f4c7b44
Exact excerpt
The study examined the causal impact of air pollution on the academic publications of individual scholars in China. It used an instrumental-variable design combining air-quality data with a bibliographic publication dataset; publication records came from Clarivate Web of Science, air-pollution data from the China National Environmental Monitoring Center, and meteorological data from the Copernicus Climate Data Store. The reported exposure is annual PM2.5 concentration, and the outcome is scholarly publication output.
Linked claims
| Claim | Direction | Relevance | Steps | Counted |
|---|---|---|---|---|
| a74bd71d | QUALIFY | DIRECT | 0 | yes |
Audits
None.