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March 8, 2026Technovation4 citationsOpen Access

Knowledge spillovers from green technologies

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LBLuigi BuzzacchiACAnnalisa CroceAMAntonio De Marco

Key Points

  • The aim is to analyze knowledge spillover networks from green and non-green technologies and their diffusion patterns.
  • Analyzed 3,809,214 patent applications from the European Patent Office from 1981 to 2020.
  • Classified 316,897 patents (8.32%) as green.
  • Employed metrics based on forward citations to assess knowledge spillovers.
  • Green patents receive more forward citations than non-green patents.
  • Green knowledge spillovers connect to a broader range of sectors.
  • Knowledge flows from green patents are less geographically localized.

Abstract

This paper analyses and compares the morphology of knowledge spillover networks based on green versus non-green technologies to assess whether one of the two domains diffuses more widely, travels farther in the geographical space, and connects more extensively otherwise distant technological fields. We employ various metrics based on forward citations to measure knowledge spillovers from patented technologies. Our sample includes bibliometric data of 3,809,214 patent applications filed at the European Patent Office from 1981 to 2020, of which 316,897 (8.32%) are classified as green. Results show that green patents receive more citations – both directly and indirectly – from follow-on inventions than non-green ones, thus contributing to a greater knowledge diffusion throughout the entire spillover network. We also find that the spectrum of sectors to which a green knowledge spillover network is targeted tends to be broader. Lastly, the inherent nature of green technologies, along with their potential to act as boundary spanners, results in knowledge transmission within the green do-main being less geographically localized than for non-green technologies. • We compare spillover network morphology for green versus non-green patents. • We use metrics based on forward citations to proxy spillovers and patent importance. • Green patents receive more forward citations, directly and indirectly. • The spectrum of sectors targeted by green patents tends to be broader. • Green-patent knowledge flows are less geographically localized than non-green ones.

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Cite This Study

Buzzacchi et al. (2026) studied this question.

synapsesocial.com/papers/69ada836bc08abd80d5bb5a3https://doi.org/10.1016/j.technovation.2026.103526
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