2024
DOI: 10.3390/systems12020057
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Quantity or Quality? The Impact of Multilevel Network Structural Holes on Firm Innovation

Yan Zhao,
Qiuying Li,
Jianlin Lyu

Abstract: Embedding collaboration networks in the context of open innovation can facilitate firm innovation. Previous studies have not considered the impact of multilevel network structural embedding on firm innovation. In this study, organizational collaboration networks, knowledge networks, and urban collaboration networks are viewed as systems to explore their impact on innovation quantity and innovation quality. We validate the research hypotheses using data from Chinese high-tech firms in the field of artificial in… Show more

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