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Investigating the Spatial Heterogeneity and Correlation Network of Green Innovation Efficiency in China

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  • Ke-Liang Wang

    (School of Economics, Ocean University of China, Qingdao 266100, China)

  • Fu-Qin Zhang

    (School of Economics, Ocean University of China, Qingdao 266100, China)

Abstract

With environmental problems becoming increasingly serious worldwide, scholars’ research views on innovation have begun to pay more attention to the technological value from an ecological perspective, instead of simply analyzing the importance of technological innovation from the perspective of economic value. Currently, improving green innovation efficiency (GIE) has been considered as a critical path to realizing economic transformation and green development. Based on the global Super-Epsilon-based measure (EBM) model, Moran index, vector autoregression (VAR) model, and block model, this study investigated the temporal and spatial characteristics of GIE in 30 provinces in China from 2009 to 2017, and analyzed the spatial heterogeneity and spatial correlation network characteristics. The results showed that in spatial terms, China’s GIE presented an extremely unbalanced development model. In provinces with a higher GIE, there was an overall improvement of GIE, but there was a lower impact in provinces with a lower GIE. The efficiency of China’s green innovation could be divided into four blocks. The first block was the main overflow, the second block was the broker, the third block was the bilateral spillover, and the fourth block was the net benefit. The four blocks had their own functions, and a very significant correlation was observed among them.

Suggested Citation

  • Ke-Liang Wang & Fu-Qin Zhang, 2021. "Investigating the Spatial Heterogeneity and Correlation Network of Green Innovation Efficiency in China," Sustainability, MDPI, vol. 13(3), pages 1-20, January.
  • Handle: RePEc:gam:jsusta:v:13:y:2021:i:3:p:1104-:d:484600
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    as
    1. Sueyoshi, Toshiyuki & Wang, Derek, 2014. "Radial and non-radial approaches for environmental assessment by Data Envelopment Analysis: Corporate sustainability and effective investment for technology innovation," Energy Economics, Elsevier, vol. 45(C), pages 537-551.
    2. Tone, Kaoru & Tsutsui, Miki, 2010. "An epsilon-based measure of efficiency in DEA - A third pole of technical efficiency," European Journal of Operational Research, Elsevier, vol. 207(3), pages 1554-1563, December.
    3. Andrea Gatto, 2020. "A pluralistic approach to economic and business sustainability: A critical meta‐synthesis of foundations, metrics, and evidence of human and local development," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 27(4), pages 1525-1539, July.
    4. Wenhao Song & Hongyan Yu, 2018. "Green Innovation Strategy and Green Innovation: The Roles of Green Creativity and Green Organizational Identity," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 25(2), pages 135-150, March.
    5. Sadik-Zada, Elkhan Richard & Gatto, Andrea, 2021. "The puzzle of greenhouse gas footprints of oil abundance," Socio-Economic Planning Sciences, Elsevier, vol. 75(C).
    6. Chee Yew Wong & Christina W.Y. Wong & Sakun Boon-itt, 2020. "Effects of green supply chain integration and green innovation on environmental and cost performance," International Journal of Production Research, Taylor & Francis Journals, vol. 58(15), pages 4589-4609, July.
    7. Qin, Quande & Li, Xin & Li, Li & Zhen, Wei & Wei, Yi-Ming, 2017. "Air emissions perspective on energy efficiency: An empirical analysis of China’s coastal areas," Applied Energy, Elsevier, vol. 185(P1), pages 604-614.
    8. Luigi Aldieri & Maxim Kotsemir & Concetto Paolo Vinci, 2020. "The role of environmental innovation through the technological proximity in the implementation of the sustainable development," Business Strategy and the Environment, Wiley Blackwell, vol. 29(2), pages 493-502, February.
    9. Zhang, Weiping & Zhuang, Xintian & Wu, Dongmei, 2020. "Spatial connectedness of volatility spillovers in G20 stock markets: Based on block models analysis," Finance Research Letters, Elsevier, vol. 34(C).
    10. Hashimoto, Akihiro & Haneda, Shoko, 2008. "Measuring the change in R&D efficiency of the Japanese pharmaceutical industry," Research Policy, Elsevier, vol. 37(10), pages 1829-1836, December.
    11. Demirel, Pelin & Kesidou, Effie, 2011. "Stimulating different types of eco-innovation in the UK: Government policies and firm motivations," Ecological Economics, Elsevier, vol. 70(8), pages 1546-1557, June.
    12. Wang, Qiang & Li, Rongrong, 2017. "Decline in China's coal consumption: An evidence of peak coal or a temporary blip?," Energy Policy, Elsevier, vol. 108(C), pages 696-701.
    13. Lu, Saite & Shen, Jim H. & Li, Weiping & Zhang, Jun, 2020. "A theory of economic development and dynamics of Chinese economy," Economic Modelling, Elsevier, vol. 86(C), pages 69-87.
    14. Kaihua Chen & Jiancheng Guan, 2012. "Measuring the Efficiency of China's Regional Innovation Systems: Application of Network Data Envelopment Analysis (DEA)," Regional Studies, Taylor & Francis Journals, vol. 46(3), pages 355-377, April.
    15. Tao, Xueping & Wang, Ping & Zhu, Bangzhu, 2016. "Provincial green economic efficiency of China: A non-separable input–output SBM approach," Applied Energy, Elsevier, vol. 171(C), pages 58-66.
    16. Min, Sujin & Kim, Juseong & Sawng, Yeong-Wha, 2020. "The effect of innovation network size and public R&D investment on regional innovation efficiency," Technological Forecasting and Social Change, Elsevier, vol. 155(C).
    17. Junhong Bai, 2013. "On Regional Innovation Efficiency: Evidence from Panel Data of China's Different Provinces," Regional Studies, Taylor & Francis Journals, vol. 47(5), pages 773-788, May.
    18. Chiou, Tzu-Yun & Chan, Hing Kai & Lettice, Fiona & Chung, Sai Ho, 2011. "The influence of greening the suppliers and green innovation on environmental performance and competitive advantage in Taiwan," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 47(6), pages 822-836.
    19. Tuochen Li & Lei Liang & Dongri Han, 2018. "Research on the Efficiency of Green Technology Innovation in China’s Provincial High-End Manufacturing Industry Based on the RAGA-PP-SFA Model," Mathematical Problems in Engineering, Hindawi, vol. 2018, pages 1-13, July.
    20. Tone, Kaoru, 2002. "A slacks-based measure of super-efficiency in data envelopment analysis," European Journal of Operational Research, Elsevier, vol. 143(1), pages 32-41, November.
    21. Yuan Ma & Qiyue Yin & Yajun Pan & Wei Cui & Baogui Xin & Ziqian Rao, 2018. "Green Product Innovation and Firm Performance: Assessing the Moderating Effect of Novelty-Centered and Efficiency-Centered Business Model Design," Sustainability, MDPI, vol. 10(6), pages 1-13, June.
    22. Dong, Changgui & Qi, Ye & Dong, Wenjuan & Lu, Xi & Liu, Tianle & Qian, Shuai, 2018. "Decomposing driving factors for wind curtailment under economic new normal in China," Applied Energy, Elsevier, vol. 217(C), pages 178-188.
    23. Feng Zhang & Lei Zhu, 2019. "Enhancing corporate sustainable development: Stakeholder pressures, organizational learning, and green innovation," Business Strategy and the Environment, Wiley Blackwell, vol. 28(6), pages 1012-1026, September.
    24. Huisheng Yu & Ge Song & Tong Li & Yanjun Liu, 2020. "Spatial Pattern Characteristics and Influencing Factors of Green Use Efficiency of Urban Construction Land in Jilin Province," Complexity, Hindawi, vol. 2020, pages 1-12, July.
    25. Fan, Weiyang & Hao, Yu, 2020. "An empirical research on the relationship amongst renewable energy consumption, economic growth and foreign direct investment in China," Renewable Energy, Elsevier, vol. 146(C), pages 598-609.
    26. Vanessa Oltra & Maïder Saint Jean, 2009. "Sectoral systems of environmental innovation: an application to the French automotive industry," Post-Print hal-00274413, HAL.
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