A multilevel and multistage efficiency evaluation of innovation systems: A multiobjective DEA approach
作者:
Highlights:
• A framework for estimating national and regional innovation efficiency is presented
• The proposed DEA-based model is formulated as a multiobjective mathematical program
• Multiple objectives refer to different stages and hierarchies of innovation systems
• Ordinal regression analysis examines the influence of additional variables
• Efficiency results show significant differences across countries and regions
摘要
•A framework for estimating national and regional innovation efficiency is presented•The proposed DEA-based model is formulated as a multiobjective mathematical program•Multiple objectives refer to different stages and hierarchies of innovation systems•Ordinal regression analysis examines the influence of additional variables•Efficiency results show significant differences across countries and regions
论文关键词:Data envelopment analysis,Multiobjective programming,Multistage efficiency,Multilevel efficiency,Ordinal regression analysis,Innovation systems
论文评审过程:Received 7 March 2016, Revised 22 May 2016, Available online 10 June 2016, Version of Record 16 June 2016.
论文官网地址:https://doi.org/10.1016/j.eswa.2016.06.017