TY - JOUR
T1 - Graphene enterprise
T2 - mapping innovation and business development in a strategic emerging technology
AU - Shapira, Philip
AU - Gök, Abdullah
AU - Salehi, Fatemeh
N1 - This work was supported by Nesta (Project on Mapping Innovation and Business Growth in a Strategic Emerging Technology: new data sources and methods for real-time intelligence on graphene enterprise development and commercialization); and by the Economic and Social Research Council [Grant Number ES/J012785/1] as part of the project on emerging technologies, Trajectories and Implications of Next Generation Innovation Systems Development in China and Russia.
M1 - 269
PY - 2016/9/30
Y1 - 2016/9/30
N2 - This paper explores enterprise development and commercialization in the field of graphene. Firm characteristics and relationships, value chain positioning, and factors associated with product entry are examines for a set of 65 graphene-oriented small and medium-sized enterprises located in 16 different countries. As well as secondary sources and bibliometric methods to profile developments in graphene, we use computerized data mining and analytical techniques, including cluster and regression modeling, to identify patterns from publicly available online information on enterprise web sites. We identify groups of graphene small and medium-sized enterprises differentiated by how they are involved with graphene, the materials they target, whether they make equipment, and their orientation towards science and intellectual property. In general, access to finance and the firms’ location are significant factors that are associated with graphene product introductions. We also find that patents and scientific publications are not statistically significant predictors of product development in our sample of graphene enterprises. We further identify a cohort of graphene-oriented firms that are signaling plans to develop intermediate graphene products that should have higher value in the marketplace. Our findings suggest that policy needs to ensure attention to the introduction and scale-up of downstream intermediate and final graphene products and associated financial, intermediary, and market identification support. The paper demonstrates novel data methods that can be combined with existing information for real-time intelligence to understand and map enterprise development and commercialization in a rapidly emerging and growing new technology.
AB - This paper explores enterprise development and commercialization in the field of graphene. Firm characteristics and relationships, value chain positioning, and factors associated with product entry are examines for a set of 65 graphene-oriented small and medium-sized enterprises located in 16 different countries. As well as secondary sources and bibliometric methods to profile developments in graphene, we use computerized data mining and analytical techniques, including cluster and regression modeling, to identify patterns from publicly available online information on enterprise web sites. We identify groups of graphene small and medium-sized enterprises differentiated by how they are involved with graphene, the materials they target, whether they make equipment, and their orientation towards science and intellectual property. In general, access to finance and the firms’ location are significant factors that are associated with graphene product introductions. We also find that patents and scientific publications are not statistically significant predictors of product development in our sample of graphene enterprises. We further identify a cohort of graphene-oriented firms that are signaling plans to develop intermediate graphene products that should have higher value in the marketplace. Our findings suggest that policy needs to ensure attention to the introduction and scale-up of downstream intermediate and final graphene products and associated financial, intermediary, and market identification support. The paper demonstrates novel data methods that can be combined with existing information for real-time intelligence to understand and map enterprise development and commercialization in a rapidly emerging and growing new technology.
KW - graphene
KW - web content mining
KW - enterprise development
KW - commercialization
U2 - 10.1007/s11051-016-3572-1
DO - 10.1007/s11051-016-3572-1
M3 - Article
SN - 1388-0764
VL - 18
JO - Journal of Nanoparticle Research
JF - Journal of Nanoparticle Research
IS - 9
M1 - 269
ER -