Data · dataset · 2026
digital standards
Listed in Teesside University Research Data Repository
Description
This dataset accompanies the study “Digital Standard-Setting Participation and Firm Digital Innovation: Evidence from Chinese Listed Firms.” It supports an empirical analysis of Chinese A-share listed firms from 2008 to 2021, examining the relationship between firms’ participation in digital standard-setting and digital innovation, as well as innovation-related spillovers to upstream suppliers and downstream customers.
The study combines a machine-learning-based identification of digital standards with firm-level information on standard-setting participation, digital patenting, financial characteristics, and supply-chain relationships. The empirical analyses examine focal-firm innovation, asymmetric spillovers across supply-chain positions, and potential mechanisms involving innovation efficiency and interorganizational knowledge interaction.
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Additional analyses investigate how firm characteristics, institutional environments, and supply-chain relationships shape these associations. The dataset is shared to support research transparency, replication, and further research on digital standardization, firm innovation, and supply-chain spillovers. Please cite both this dataset and the associated paper when using these data.
Links
Where it is published
- DOI doi.org/10.17632/xvkk67s7d6.1 ↗
DOI / persistent id · from researchdata tees ac uk
Catalogue records · 1
- OAI-PMH record data.mendeley.com/oai?verb=GetRecord&metadataPrefix=oai_dc&identifier=oai%3Adata… ↗
metadata API · from researchdata tees ac uk
Topics
- From keywords
- Earth & Environmental Science · Engineering · Humanities · Life Sciences · Social Science
- Inferred from text
- Historical studies 72%
Provenance · 1 source records, 11 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| Teesside University Research Data Repository | oai:data.mendeley.com/xvkk67s7d6.1 | 8 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · researchdata tees ac uk | connector:researchdata_tees_ac_uk@1.0.0 | |
| concepts[field].anzsrc:group:4303 | enrichment · researchdata tees ac uk | taxonomy-embedding@1.0.0 | title+keywords+description (72%) |
| concepts[field].local:field:earth-environmental | mapping · researchdata tees ac uk | connector:researchdata_tees_ac_uk@1.0.0 | |
| concepts[field].local:field:engineering | mapping · researchdata tees ac uk | connector:researchdata_tees_ac_uk@1.0.0 | |
| concepts[field].local:field:humanities | mapping · researchdata tees ac uk | connector:researchdata_tees_ac_uk@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · researchdata tees ac uk | connector:researchdata_tees_ac_uk@1.0.0 | |
| concepts[field].local:field:social-science | mapping · researchdata tees ac uk | connector:researchdata_tees_ac_uk@1.0.0 | |
| description | source · researchdata tees ac uk | connector:researchdata_tees_ac_uk@1.0.0 | /metadata/dc/description |
| license | source · researchdata tees ac uk | connector:researchdata_tees_ac_uk@1.0.0 | /metadata/dc/rights |
| publication_date | source · researchdata tees ac uk | connector:researchdata_tees_ac_uk@1.0.0 | |
| title | source · researchdata tees ac uk | connector:researchdata_tees_ac_uk@1.0.0 | /metadata/dc/title |