How do internal, market and institutional factors affect the development of eco-innovation in firms?

被引:53
作者
Arranz, Nieves [1 ]
Lopez Arguello, Nohemi [2 ,3 ]
Fernandez de Arroyabe, Juan Carlos [2 ]
机构
[1] UNED, Fac Econ & Business Adm, Senda Del Rey 11, Madrid, Spain
[2] Univ Essex, Essex Business Sch, Southend On Sea, England
[3] Tecnol Monterrey, Av Eugenio Garza Sada, Monterrey, Mexico
关键词
Eco-innovation; Drivers; Methodological approach; Regression; Artificial neural networks; ARTIFICIAL NEURAL-NETWORKS; BUSINESS MODEL INNOVATION; GREEN PRODUCT INNOVATION; ENVIRONMENTAL INNOVATION; CIRCULAR ECONOMY; MULTIPLE-REGRESSION; SUSTAINABILITY; PERFORMANCE; DRIVERS; DETERMINANTS;
D O I
10.1016/j.jclepro.2021.126692
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
This paper investigates how drivers affect the development of eco-innovation in firms. Our research classifies the eco-innovation drivers in three categories: internal factors, market factors, and institutional factors. Using a sample with 9172 firms from the Spanish Innovation Survey Panel, we study the impact of eco-innovation drivers for energy and environmental efficiency objectives. This research utilizes a combination of two methods: Ordinal Logit Regression Models and Artificial Neural Networks. The results allow us to compare the impact of each variable. From a methodological point of view, this approach allows overcoming the difficulties of performing a regression analysis, mainly due to the low levels of explained variance and the problem of comparing the regression coefficients obtained. From the Artificial Neural Networks analysis, it is observed that the factor that most affects the eco-innovation is the previous experiences in eco-innovation, compared to variables such as external financing or innovation capabilities, which have a very small impact. These results may have important repercussions from the point of view of developing environmental incentive policies. (C) 2021 Elsevier Ltd. All rights reserved.
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页数:10
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