Journal
JOURNAL OF CLEANER PRODUCTION
Volume 377, Issue -, Pages -Publisher
ELSEVIER SCI LTD
DOI: 10.1016/j.jclepro.2022.134261
Keywords
Big data capability; Green innovation intention; Green process innovation; Digital and intelligent empowerment; fs QCA
Categories
Funding
- Heilongjiang Natural Science Foundation Project [LH2021G010]
- Philosophy and Social Sciences Research Program of Heilongjiang Province [16GLB02, 19GLB082]
- Outstanding Youth Project of Harbin University of Science and Technology [LGYC2018JQ010]
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This research examines the impact of big data capability on green process innovation and the mediating role of green innovation intention. The results show that big data capability has a direct effect on green process innovation, and green innovation intention partially mediates this relationship. The study also reveals the complex causal relationships between different factors through fuzzy set qualitative comparative analysis.
This research takes manufacturing enterprises with big data capability as the research object, based on orga-nizational decision-making theory and planned behavior theory, the mediation effect model of capability -intention-behavior is constructed. It uses econometric models to explore the impact and conduction process of big data capability on green process innovation. The results show that big data capability have an obvious direct effect on green process innovation. By examining the mediation effect test, we find that green innovation intention partially mediates the relationship between big data capability and green process innovation. Then a fuzzy set qualitative comparative analysis (fs QCA) is used in this paper to analyze the causal complexity between big data capability and green process innovation, and to identify six effective configuration paths. According to the results, the synergy of big data acquisition capability, big data analysis capability and big data insight capability is crucial for high green process innovation, where big data insight capability plays a central role and big data acquisition capability or analysis capability and green innovation intention play a marginal role. Ac-cording to the heterogeneity test, it is found that big data capability has stronger roles in the eastern region in China; green innovation intention has a stronger impact in the central and western regions in China. As enterprise-scale increases, the impact of big data capability on green process innovation increases and then declines, while the impact of green innovation intention on green process innovation continues to decline.
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