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Published in: Mitigation and Adaptation Strategies for Global Change 7/2020

16-12-2019 | Original Article

Green innovation efficiency across China’s 30 provinces: estimate, comparison, and convergence

Authors: Xingle Long, Chuanwang Sun, Chao Wu, Bin Chen, Kofi Agyenim Boateng

Published in: Mitigation and Adaptation Strategies for Global Change | Issue 7/2020

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Abstract

Considering government and market failure of environmental regulation to combat increasing GHG (greenhouse gas) emissions, green innovation can mitigate pollution through production processes and clean production. This paper aims to investigate endogenous green innovation efficiency and its convergence across China’s 30 provinces from 2004 to 2014. Due to factor endowment heterogeneity, it is important to explore the convergence of green innovation efficiency among China’s different regions, which can compare green innovation efficiency spatially and propose scientific policy implications for regions with relatively weaker green innovation efficiency. Green innovation efficiency is evaluated through epsilon-based measure (EBM) global Malmquist-Luenberger (ML) in order to overcome the demerits of radial model and slacks-based measure (SBM). Panel unit root test is implemented to explore the convergence of green innovation efficiency across different provinces of China, which addresses the invalid inference of conventional β convergence. The empirical analysis revealed that green innovation efficiency in the east is the highest among four regions of China. Unit root test of panel data revealed that the northeast had the highest convergence among China’s four regions. It is important to enhance green innovation capacity, and expand knowledge spillover of green innovation technology in order to mitigate GHG emissions.
Literature
go back to reference Aldieri L, Carlucci F, Cirà A, Ioppolo G, Vinci CP (2019) Is green innovation an opportunity or a threat to employment? An empirical analysis of three main industrialized areas: the USA, Japan and Europe. J Clean Prod 214:758–766 Aldieri L, Carlucci F, Cirà A, Ioppolo G, Vinci CP (2019) Is green innovation an opportunity or a threat to employment? An empirical analysis of three main industrialized areas: the USA, Japan and Europe. J Clean Prod 214:758–766
go back to reference Aloise PG, Macke J (2017) Eco-innovations in developing countries: the case of Manaus free trade zone (Brazil). J Clean Prod 168:30–38 Aloise PG, Macke J (2017) Eco-innovations in developing countries: the case of Manaus free trade zone (Brazil). J Clean Prod 168:30–38
go back to reference Annala CN, Chen S (2011) Convergence of state and local fiscal policies: an application of panel unit root test. J Econ Econ Educ Res 12(1):27 Annala CN, Chen S (2011) Convergence of state and local fiscal policies: an application of panel unit root test. J Econ Econ Educ Res 12(1):27
go back to reference Arranz N, Arroyabe MF, Molina-García A, Fernandez DAJC (2019) Incentives and inhibiting factors of eco-innovation in the Spanish firms. J Clean Prod 220:167–176 Arranz N, Arroyabe MF, Molina-García A, Fernandez DAJC (2019) Incentives and inhibiting factors of eco-innovation in the Spanish firms. J Clean Prod 220:167–176
go back to reference Barassi MR, Cole MA, Elliott RJR (2008) Stochastic divergence or convergence of per capita carbon dioxide emissions: re-examining the evidence. Environ Resour Econ 40(1):121–137 Barassi MR, Cole MA, Elliott RJR (2008) Stochastic divergence or convergence of per capita carbon dioxide emissions: re-examining the evidence. Environ Resour Econ 40(1):121–137
go back to reference Barro R, Sala-i-Martín X (1992) Convergence. J Polit Econ 100:223–251 Barro R, Sala-i-Martín X (1992) Convergence. J Polit Econ 100:223–251
go back to reference Beyaert A, Camacho M (2008) TAR panel unit root tests and real convergence. Rev Dev Econ 12(3):668–681 Beyaert A, Camacho M (2008) TAR panel unit root tests and real convergence. Rev Dev Econ 12(3):668–681
go back to reference Bhattacharya M, Inekwe JN, Sadorsky P, Saha A (2018) Convergence of energy productivity across Indian states and territories. Energy Econ 74:427–440 Bhattacharya M, Inekwe JN, Sadorsky P, Saha A (2018) Convergence of energy productivity across Indian states and territories. Energy Econ 74:427–440
go back to reference Cai YF, Chang TY, Inglesi-Lotz R (2018) Asymmetric persistence in convergence for carbon dioxide emissions based on quantile unit root test with Fourier function. Energy 161:470–481 Cai YF, Chang TY, Inglesi-Lotz R (2018) Asymmetric persistence in convergence for carbon dioxide emissions based on quantile unit root test with Fourier function. Energy 161:470–481
go back to reference Casu B, Ferrari A, Girardone C, Wilsonet JOS (2016) Integration, productivity and technological spillovers: evidence for eurozone banking industries. Eur J Oper Res 255(3):971–983 Casu B, Ferrari A, Girardone C, Wilsonet JOS (2016) Integration, productivity and technological spillovers: evidence for eurozone banking industries. Eur J Oper Res 255(3):971–983
go back to reference Charnes A, Cooper WW, Rhodes E (1978) Measuring the efficiency of decision making units. Eur J Oper Res 2(6):429–444 Charnes A, Cooper WW, Rhodes E (1978) Measuring the efficiency of decision making units. Eur J Oper Res 2(6):429–444
go back to reference Chen XH, Li CQ, Ji HL, Bai SZ, Zhang GR (2013) Spatial conditional β convergence analysis of society-wide energy efficiency based on technological diffusion. Chin Pop Resour Environ 23(8):7–13 Chen XH, Li CQ, Ji HL, Bai SZ, Zhang GR (2013) Spatial conditional β convergence analysis of society-wide energy efficiency based on technological diffusion. Chin Pop Resour Environ 23(8):7–13
go back to reference Cheng Y, Yin Q (2016) Study on the regional difference of green innovation efficiency in China—an empirical analysis based on the panel data. Proceedings of the 6th International Asia Conference on Industrial Engineering and Management Innovation. Atlantis Press:69–78 Cheng Y, Yin Q (2016) Study on the regional difference of green innovation efficiency in China—an empirical analysis based on the panel data. Proceedings of the 6th International Asia Conference on Industrial Engineering and Management Innovation. Atlantis Press:69–78
go back to reference Chung YH, Färe R, Grosskopf S (1997) Productivity and undesirable outputs: a directional distance function approach. J Environ Manag 51:229–240 Chung YH, Färe R, Grosskopf S (1997) Productivity and undesirable outputs: a directional distance function approach. J Environ Manag 51:229–240
go back to reference Churchill SA, Inekwe J, Ivanovski K (2018) Conditional convergence in per capita carbon emissions since 1900. Appl Energy 228:916–927 Churchill SA, Inekwe J, Ivanovski K (2018) Conditional convergence in per capita carbon emissions since 1900. Appl Energy 228:916–927
go back to reference Claudia K (2005) Induced technological change in a multi-regional, multi-sectoral, integrated assessment model (WIAGEM) impact assessment of climate policy strategies. Ecol Econ 54:293–305 Claudia K (2005) Induced technological change in a multi-regional, multi-sectoral, integrated assessment model (WIAGEM) impact assessment of climate policy strategies. Ecol Econ 54:293–305
go back to reference Cooper WW, Seiford LM, Tone K (2007) Data envelopment analysis: a comprehensive text with models, applications. Springer, References and DEA-Solver Software Cooper WW, Seiford LM, Tone K (2007) Data envelopment analysis: a comprehensive text with models, applications. Springer, References and DEA-Solver Software
go back to reference Duan HB, Zhu L, Fan Y (2015) Modelling the evolutionary paths of multiple carbon-free energy technologies with policy incentives. Environ Model Assess 20:55–69 Duan HB, Zhu L, Fan Y (2015) Modelling the evolutionary paths of multiple carbon-free energy technologies with policy incentives. Environ Model Assess 20:55–69
go back to reference Duan HB, Zhang GP, Wang SY, Fan Y (2019) Integrated benefit-cost analysis of China’s optimal adaptation and targeted mitigation. Ecol Econ 160:76–86 Duan HB, Zhang GP, Wang SY, Fan Y (2019) Integrated benefit-cost analysis of China’s optimal adaptation and targeted mitigation. Ecol Econ 160:76–86
go back to reference Evans P (1998) Using panel data to evaluate growth theories. Int Econ Rev 39:295–306 Evans P (1998) Using panel data to evaluate growth theories. Int Econ Rev 39:295–306
go back to reference Evans P, Karras G (1996) Convergence revisited. J Monet Econ 37:249–265 Evans P, Karras G (1996) Convergence revisited. J Monet Econ 37:249–265
go back to reference Färe R, Grosskopf S, Pausurka CAJ (2007) Environmental production functions and environmental directional distance functions. Energy 32:1055–1066 Färe R, Grosskopf S, Pausurka CAJ (2007) Environmental production functions and environmental directional distance functions. Energy 32:1055–1066
go back to reference Farrell MJ (1957) The measurement of productive efficiency. J R Stat Soc 120(3):253–281 Farrell MJ (1957) The measurement of productive efficiency. J R Stat Soc 120(3):253–281
go back to reference Feng Y, Wang X, Du W, Wu H, Wang J (2019) Effects of environmental regulation and FDI on urban innovation in China: a spatial Durbin econometric analysis. J Clean Prod 235:210–224 Feng Y, Wang X, Du W, Wu H, Wang J (2019) Effects of environmental regulation and FDI on urban innovation in China: a spatial Durbin econometric analysis. J Clean Prod 235:210–224
go back to reference Ghisetti C, Quatraro F (2017) Green technologies and environmental productivity: a cross-sectoral analysis of direct and indirect effects in Italian regions. Ecol Econ 132:1–13 Ghisetti C, Quatraro F (2017) Green technologies and environmental productivity: a cross-sectoral analysis of direct and indirect effects in Italian regions. Ecol Econ 132:1–13
go back to reference Goulder LH, Schneider SH (1999) Induced technological change and the attractiveness of CO2 abatement policies. Resour Energy Econ 21(3–4):211–253 Goulder LH, Schneider SH (1999) Induced technological change and the attractiveness of CO2 abatement policies. Resour Energy Econ 21(3–4):211–253
go back to reference Grazia C, Nicoletta C, Cédric G, Muge O (2014) Technological pervasiveness and variety of innovators in Green ICT: a patent-based analysis. Res Policy 43:1827–1839 Grazia C, Nicoletta C, Cédric G, Muge O (2014) Technological pervasiveness and variety of innovators in Green ICT: a patent-based analysis. Res Policy 43:1827–1839
go back to reference Grossman GM, Helpman E (1993) Innovation and growth in the global economy. The MIT Press. Grossman GM, Helpman E (1993) Innovation and growth in the global economy. The MIT Press.
go back to reference Hall BH, Helmers C (2013) Innovation and diffusion of clean/green technology: can patent commons help? J Environ Econ Manag 66(1):33–51 Hall BH, Helmers C (2013) Innovation and diffusion of clean/green technology: can patent commons help? J Environ Econ Manag 66(1):33–51
go back to reference Han L, Han BT, Shi XP, Su B, Lv X, Lei X (2018) Energy efficiency convergence across countries in the context of China’s Belt and Road initiative. Appl Energy 213:112–122 Han L, Han BT, Shi XP, Su B, Lv X, Lei X (2018) Energy efficiency convergence across countries in the context of China’s Belt and Road initiative. Appl Energy 213:112–122
go back to reference Herrerias MJ (2013) The environmental convergence hypothesis: carbon dioxide emissions according to the source of energy. Energy Policy 61(10):1140–1150 Herrerias MJ (2013) The environmental convergence hypothesis: carbon dioxide emissions according to the source of energy. Energy Policy 61(10):1140–1150
go back to reference Hu X (2016) Research on China’s provincial environmental total factor productivity calculation, convergence and influencing factors. Jiangxi University of Finance and Economics Hu X (2016) Research on China’s provincial environmental total factor productivity calculation, convergence and influencing factors. Jiangxi University of Finance and Economics
go back to reference Karakaya,E., Hidalgo,A., Nuur,C..Diffusion of eco-innovations: a review, Renewable and Sustainable Energy Reviews,2014,33: 392-399. Karakaya,E., Hidalgo,A., Nuur,C..Diffusion of eco-innovations: a review, Renewable and Sustainable Energy Reviews,2014,33: 392-399.
go back to reference Kim T, Maskus KE, Oh KY (2009) The effects of patents on productivity growth in Korean manufacturing. Pac Econ Rev 13(4):137–154 Kim T, Maskus KE, Oh KY (2009) The effects of patents on productivity growth in Korean manufacturing. Pac Econ Rev 13(4):137–154
go back to reference Lambertini L, Poyago-Theotoky J, Tampieri A (2017) Cournot competition and ‘green’ innovation: an inverted-u relationship. Energy Econ 68:116–123 Lambertini L, Poyago-Theotoky J, Tampieri A (2017) Cournot competition and ‘green’ innovation: an inverted-u relationship. Energy Econ 68:116–123
go back to reference Levin A, Lin CF, Chu CSJ(2002) Unit Root Tests in Panel Data: Asymptotic and Finite-Sample Properties. Journal of econometrics, 108, 1-24. Levin A, Lin CF, Chu CSJ(2002) Unit Root Tests in Panel Data: Asymptotic and Finite-Sample Properties. Journal of econometrics, 108, 1-24.
go back to reference Li XS, Zhu JP (2013) Innovation efficiency and convergence research on China’s provincial industrial enterprises. J Appl Stat Manag 32(6):1090–1099 Li XS, Zhu JP (2013) Innovation efficiency and convergence research on China’s provincial industrial enterprises. J Appl Stat Manag 32(6):1090–1099
go back to reference Lin PC, Huang HC (2012) Convergence in income inequality? Evidence from panel unit root tests with structural breaks. Empir Econ 43:153–174 Lin PC, Huang HC (2012) Convergence in income inequality? Evidence from panel unit root tests with structural breaks. Empir Econ 43:153–174
go back to reference Liu MG (2017) Research on spatial distribution and convergence of green innovation efficiency in regional innovation system. J Ind Technol Econ 282(4):10–18 Liu MG (2017) Research on spatial distribution and convergence of green innovation efficiency in regional innovation system. J Ind Technol Econ 282(4):10–18
go back to reference Liu ZM, Ma SC, Ma WT (2017) The research on innovation efficiency of pharmaceutical manufacturing and its convergence based on dynamic network SBM model. J Ind Technol Econ 284(6):63–69 Liu ZM, Ma SC, Ma WT (2017) The research on innovation efficiency of pharmaceutical manufacturing and its convergence based on dynamic network SBM model. J Ind Technol Econ 284(6):63–69
go back to reference Long XL, Chen YQ, Du JG, Oh KY, Han IS (2017a) Environmental innovation and its impact on economic and environmental performance: evidence from Korean-owned firms in China. Energy Policy 107:131–137 Long XL, Chen YQ, Du JG, Oh KY, Han IS (2017a) Environmental innovation and its impact on economic and environmental performance: evidence from Korean-owned firms in China. Energy Policy 107:131–137
go back to reference Long XL, Chen YQ, Du JG, Oh KY, Han IS, Yan JH (2017b) The effect of environmental innovation behavior on economic and environmental performance of 182 Chinese firms. J Clean Prod 166:1274–1282 Long XL, Chen YQ, Du JG, Oh KY, Han IS, Yan JH (2017b) The effect of environmental innovation behavior on economic and environmental performance of 182 Chinese firms. J Clean Prod 166:1274–1282
go back to reference Long XL, Sun M, Cheng FX, Zhang JJ (2017c) Convergence analysis of eco-efficiency of China’s cement manufacturers through unit root test of panel data. Energy 134:709–717 Long XL, Sun M, Cheng FX, Zhang JJ (2017c) Convergence analysis of eco-efficiency of China’s cement manufacturers through unit root test of panel data. Energy 134:709–717
go back to reference Long XL, Chen B, Byounggu P (2018a) Effect of 2008’s Beijing Olympic Games on environmental efficiency of 268 China’s cities. J Clean Prod 172:1423–1432 Long XL, Chen B, Byounggu P (2018a) Effect of 2008’s Beijing Olympic Games on environmental efficiency of 268 China’s cities. J Clean Prod 172:1423–1432
go back to reference Long XL, Wu C, Zhang JJ, Zhang J (2018b) Environmental efficiency for 192 thermal power plants in the Yangtze River Delta considering heterogeneity: a metafrontier directional slacks-based measure approach. Renew Sust Energ Rev 82:3962–3971 Long XL, Wu C, Zhang JJ, Zhang J (2018b) Environmental efficiency for 192 thermal power plants in the Yangtze River Delta considering heterogeneity: a metafrontier directional slacks-based measure approach. Renew Sust Energ Rev 82:3962–3971
go back to reference Luo YS, Long XL, Wu C,Zhang JJ(2017)Decoupling CO2 emissions from economic growth in agricultural sector across 30 Chinese provinces from 1997 to 2014. Journal of Cleaner Production, 159: 220-228. Luo YS, Long XL, Wu C,Zhang JJ(2017)Decoupling CO2 emissions from economic growth in agricultural sector across 30 Chinese provinces from 1997 to 2014. Journal of Cleaner Production, 159: 220-228.
go back to reference Mensah CN, Long XL, Dauda L, Boamah KB, Salman M, Appiah-Twum F, Tachie A K(2019)Technological innovation and green growth in the Organization for Economic Cooperation and Development economies, Journal of Cleaner Production, Mensah CN, Long XL, Dauda L, Boamah KB, Salman M, Appiah-Twum F, Tachie A K(2019)Technological innovation and green growth in the Organization for Economic Cooperation and Development economies, Journal of Cleaner Production,
go back to reference Pan XF, Liu FC (2010) Research on industrial enterprise’s innovation efficiency in China based on regional comparison. Manag Rev 22(2):59–64 Pan XF, Liu FC (2010) Research on industrial enterprise’s innovation efficiency in China based on regional comparison. Manag Rev 22(2):59–64
go back to reference Pang RZ, Li P (2011) Transformation performance of China’s industrial growth pattern. J Quant Tech Econ 9:34–46 Pang RZ, Li P (2011) Transformation performance of China’s industrial growth pattern. J Quant Tech Econ 9:34–46
go back to reference Pastor JT, Lovell CAK (2005) A global Malmquist productivity index. Econ Lett 88(2):266–271 Pastor JT, Lovell CAK (2005) A global Malmquist productivity index. Econ Lett 88(2):266–271
go back to reference Popp D (2002) Induced innovation and energy prices. Am Econ Rev 92(1):160–180 Popp D (2002) Induced innovation and energy prices. Am Econ Rev 92(1):160–180
go back to reference Ren Y, Niu CK, Niu T, Yao XL (2014) The theoretical model and empirical analysis of green innovation efficiency. Management World 7:176–177 Ren Y, Niu CK, Niu T, Yao XL (2014) The theoretical model and empirical analysis of green innovation efficiency. Management World 7:176–177
go back to reference Reyer G (2007) Measuring the value of induced technological change. Energy Policy 35:5287–5297 Reyer G (2007) Measuring the value of induced technological change. Energy Policy 35:5287–5297
go back to reference Robalino-López A, García-Ramos JE, Golpe AA, Mena-Nieto A (2016) CO2 emissions convergence among 10 South American countries. A study of Kaya components(1980-2010). Carbon Management 7(1-2):1–12 Robalino-López A, García-Ramos JE, Golpe AA, Mena-Nieto A (2016) CO2 emissions convergence among 10 South American countries. A study of Kaya components(1980-2010). Carbon Management 7(1-2):1–12
go back to reference Romer P (1986) Increasing returns and long-run growth. J Polit Econ 99:1002–1037 Romer P (1986) Increasing returns and long-run growth. J Polit Econ 99:1002–1037
go back to reference Shephard RW (1970) Theory of cost and production functions. Princeton University Press Shephard RW (1970) Theory of cost and production functions. Princeton University Press
go back to reference Song ML, Tao J, Wang SH (2015) FDI, technology spillovers and green innovation in China: analysis based on Data Envelopment Analysis. Ann Oper Res 228(1):47–64 Song ML, Tao J, Wang SH (2015) FDI, technology spillovers and green innovation in China: analysis based on Data Envelopment Analysis. Ann Oper Res 228(1):47–64
go back to reference Sun C, Ma T, Xu M (2018) Exploring the prospects of cooperation in the manufacturing industries between India and China: a perspective of embodied energy in India-China trade. Energy Policy 113:643–650 Sun C, Ma T, Xu M (2018) Exploring the prospects of cooperation in the manufacturing industries between India and China: a perspective of embodied energy in India-China trade. Energy Policy 113:643–650
go back to reference Tian G, Shi J, Sun L, Long X, Guo B (2017) Dynamic changes in the energy-carbon performance of Chinese transportation sector: a meta-frontier non-radial directional distance function approach. Nat Hazards 1:1–23 Tian G, Shi J, Sun L, Long X, Guo B (2017) Dynamic changes in the energy-carbon performance of Chinese transportation sector: a meta-frontier non-radial directional distance function approach. Nat Hazards 1:1–23
go back to reference Tone K (2001) A Slacks-based measure of efficiency in data envelopment analysis. J Oper Res 130(3):498–509 Tone K (2001) A Slacks-based measure of efficiency in data envelopment analysis. J Oper Res 130(3):498–509
go back to reference Tone K, Tsutsui M (2010) An epsilon-based measure of efficiency in DEA – a third pole of technical efficiency. Eur J Oper Res 207(3):1554–1563 Tone K, Tsutsui M (2010) An epsilon-based measure of efficiency in DEA – a third pole of technical efficiency. Eur J Oper Res 207(3):1554–1563
go back to reference Tu ZG (2008) The coordination of industrial growth with environment and resource. Econ Res 2:93–105 Tu ZG (2008) The coordination of industrial growth with environment and resource. Econ Res 2:93–105
go back to reference Wang W, Fan D (2012) Influential factors and convergence of total factor energy efficiency in China based on the Malmqulist-Luenberger index. Resources Science 34(10):1816–1824 Wang W, Fan D (2012) Influential factors and convergence of total factor energy efficiency in China based on the Malmqulist-Luenberger index. Resources Science 34(10):1816–1824
go back to reference Wang Y, Wang J (2019) Does industrial agglomeration facilitate environmental performance: new evidence from urban China? J Environ Manag 248:109244 Wang Y, Wang J (2019) Does industrial agglomeration facilitate environmental performance: new evidence from urban China? J Environ Manag 248:109244
go back to reference Wang ZP, Tao CQ, Shen PY (2014) Regional green technical efficiency with its influencing factors analysis based on ecological footprint. Chin Pop Resour Environ 1:35–40 Wang ZP, Tao CQ, Shen PY (2014) Regional green technical efficiency with its influencing factors analysis based on ecological footprint. Chin Pop Resour Environ 1:35–40
go back to reference Wang QW, Hang Y, Sun LC, Zengyao Zhao ZY (2016a) Two-stage innovation efficiency of new energy enterprises in China: a non-radial DEA approach. Technol Forecast Soc Chang 112:254–261 Wang QW, Hang Y, Sun LC, Zengyao Zhao ZY (2016a) Two-stage innovation efficiency of new energy enterprises in China: a non-radial DEA approach. Technol Forecast Soc Chang 112:254–261
go back to reference Wang QW, Su B, Zhou P, Chiu CR (2016b) Measuring total-factor CO2 emission performance and technology gaps using a non-radial directional distance function: a modified approach. Energy Econ 56:475–482 Wang QW, Su B, Zhou P, Chiu CR (2016b) Measuring total-factor CO2 emission performance and technology gaps using a non-radial directional distance function: a modified approach. Energy Econ 56:475–482
go back to reference Wang QW, Hang Y, Hu JL, Chiu CR (2018) An alternative metafrontier framework for measuring the heterogeneity of technology. Nav Res Logist 65(5):427–445 Wang QW, Hang Y, Hu JL, Chiu CR (2018) An alternative metafrontier framework for measuring the heterogeneity of technology. Nav Res Logist 65(5):427–445
go back to reference Wang, K., Zhang, J., Geng, Y., Xiao, L., Xu, Z., Rao, Y., Zhou, X.. Differential spatial-temporal responses of carbon dioxide emissions to economic development: empirical evidence based on spatial analysis .Mitigation and Adaptation Strategies for Global Change,2019, https://doi.org/10.1007/s11027-019-09876-3. Wang, K., Zhang, J., Geng, Y., Xiao, L., Xu, Z., Rao, Y., Zhou, X.. Differential spatial-temporal responses of carbon dioxide emissions to economic development: empirical evidence based on spatial analysis .Mitigation and Adaptation Strategies for Global Change,2019, https://​doi.​org/​10.​1007/​s11027-019-09876-3.
go back to reference Westerlund J, Basher SA (2008) Testing for convergence in carbon dioxide emissions using a century of panel data. Environ Resour Econ 40(1):109–120 Westerlund J, Basher SA (2008) Testing for convergence in carbon dioxide emissions using a century of panel data. Environ Resour Econ 40(1):109–120
go back to reference Xia D, Chen B, Zheng Z (2015) Relationships among circumstance pressure, green technology selection and firm performance. J Clean Prod 106:487–496 Xia D, Chen B, Zheng Z (2015) Relationships among circumstance pressure, green technology selection and firm performance. J Clean Prod 106:487–496
go back to reference Xu JX, Lin LM, Huang SW, Zheng YF (2015) Analysis of the regional technical innovation efficiency and its convergence. J Fuj Agric Fores Univ 18(2):31–35 Xu JX, Lin LM, Huang SW, Zheng YF (2015) Analysis of the regional technical innovation efficiency and its convergence. J Fuj Agric Fores Univ 18(2):31–35
go back to reference Yang L, Hu XZ (2010) Analysis on regional difference and convergence of the efficiency of China’s green economy based on DEA. Economist 2:46–54 Yang L, Hu XZ (2010) Analysis on regional difference and convergence of the efficiency of China’s green economy based on DEA. Economist 2:46–54
go back to reference Yang F, Yang M (2015) Analysis on China’s eco-innovations: regulation context, intertemporal change and regional differences. Eur J Oper Res 247(3):1003–1012 Yang F, Yang M (2015) Analysis on China’s eco-innovations: regulation context, intertemporal change and regional differences. Eur J Oper Res 247(3):1003–1012
go back to reference Yavuz NC, Yilanci V (2013) Convergence in per capita carbon dioxide emissions among G7countries: a TAR panel unit root approach. Environ Resour Econ 54(2):283–291 Yavuz NC, Yilanci V (2013) Convergence in per capita carbon dioxide emissions among G7countries: a TAR panel unit root approach. Environ Resour Econ 54(2):283–291
go back to reference Zhang N, Wang B, Liu Z (2016) Carbon emissions dynamics, efficiency gains, and technological innovation in China’s industrial sectors. Energy 99:10–19 Zhang N, Wang B, Liu Z (2016) Carbon emissions dynamics, efficiency gains, and technological innovation in China’s industrial sectors. Energy 99:10–19
go back to reference Zhang Y, Shen L, Shuai C, Bian J, Zhu M, Tan Y, Ye G (2019) How is the environmental efficiency in the process of dramatic economic development in the Chinese cities? Ecol Indic 98:349–362 Zhang Y, Shen L, Shuai C, Bian J, Zhu M, Tan Y, Ye G (2019) How is the environmental efficiency in the process of dramatic economic development in the Chinese cities? Ecol Indic 98:349–362
Metadata
Title
Green innovation efficiency across China’s 30 provinces: estimate, comparison, and convergence
Authors
Xingle Long
Chuanwang Sun
Chao Wu
Bin Chen
Kofi Agyenim Boateng
Publication date
16-12-2019
Publisher
Springer Netherlands
Published in
Mitigation and Adaptation Strategies for Global Change / Issue 7/2020
Print ISSN: 1381-2386
Electronic ISSN: 1573-1596
DOI
https://doi.org/10.1007/s11027-019-09903-3

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