Abstract
Foreign trade and technological innovation are major driving forces for the development of the Belt and Road Initiative. This paper investigates the green development of 32 countries along the Belt and Road during the period of 2010–2018, and uses the Data Envelopment Analysis method to measure the green development level of countries along the Belt and Road. Based on the dynamic panel model, the system generalized method of moments is used to estimate the impact of foreign trade and technological innovation on green development. The results indicate that most of countries along the Belt and Road are in inefficient green development, and that there is still much room for improvement. Meanwhile, foreign trade and technological innovation can significantly contribute to green development of countries along the Belt and Road. Further research has found that there is a threshold effect on the impact of technological innovation on green development of countries along the Belt and Road. Therefore, it is suggested that policymakers should promote green development of countries along the Belt and Road by strengthening their trade flows, improving innovation efficiency, changing the way of urbanization and optimizing their health care systems.
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References
Bai JH, Nie L (2017) Technological progress and environmental pollution—an inverted U-shaped hypothesis. RD Manag 3:131–140
Banker RD, Charnes A, Cooper WW (1984) Some models for estimating technical and scale inefficiencies in data envelopment analysis. Manage Sci 30(9):1078–1092. https://doi.org/10.1287/mnsc.30.9.1078
Barbosa PR, Gadelha CA (2012) The role of hospitals in the dynamic of health care innovation. Rev Saude Publica 46:68–75. https://doi.org/10.1590/S0034-89102012005000064
Cai HY, Xu YZ (2017) Does trade openness affect the upgrading of china’s industrial structure? The J Quan Tech Econ 10:3–22
Charnes A, Cooper WW, Rhodes E (1978) Measuring the efficiency of decision making units. Eur J Oper Res 12:429–444. https://doi.org/10.1016/0377-2217(78)90138-8
Chen SY (2012) Evaluation of low carbon transformation process for Chinese provinces. Econ Res J 08:33–45
Cheng Y, Shao T, Lai H, Shen M, Li Y (2019) Total-factor eco-efficiency and its influencing factors in the yangtze river delta urban agglomeration, china. Int J Environ Res Public Health 16(20):3814. https://doi.org/10.3390/ijerph16203814
Chung YH, Fare R, Grosskopf S (1997) Productivity and undesirable outputs: a directional distance function approach. J Environ Manage 51(3):229–240. https://doi.org/10.1006/jema.1997.0146
Deng P, Dai SL, Deng MR, Tao QX (2010) On financial supporting system for promoting energy saving and pollutant reduction in China. J Wuhan Univ Techno 2(1):37
Dong B, Ma X, Zhang Z, Zhang H, Chen R, Song Y, Shen M, Xiang R (2020) Carbon emissions, the industrial structure and economic growth: evidence from heterogeneous industries in china. Environ Pollut 262:114322. https://doi.org/10.1016/j.envpol.2020.114322
Fei R, Cui A, Qin K (2020) Can technology r&d continuously improve green development level in the open economy? empirical evidence from china’s industrial sector. Environ Sci Pollut Res 27(10):34052–34066. https://doi.org/10.1007/s11356-020-09357-0
Feng C, Wang M, Liu G, Huang J (2017) Green development performance and its influencing factors: a global perspective. J Clean Prod 144:323–333. https://doi.org/10.1016/j.jclepro.2017.01.005
Feng Z, Wei C (2018) Environmental regulation, green innovation, and industrial green development: an empirical analysis based on the spatial Durbin model. Sustainability 10(1):223. https://doi.org/10.3390/su10010223
Fu J, Geng Y (2019) Public participation, regulatory compliance and green development in china based on provincial panel data. J Clean Prod 230:1344–1353
Gao P, Wang X (2018) Fiscal input, environmental regulation and efficiency of green technological innovation: based on the data of large industrial enterprises from 2008 to 2015. Ecol Econ 4:93–99
Gao Y (2019) Study on low-carbon and green development performance for countries along the Belt and Road. Soft Sci 33(08):78–84
Goldsmith R (1951) A perpetual inventory of national wealth. NBER Stud Income Wealth 14:5–61
Gong X (2017) Research of financial support’s effect in china’s technical innovation. Agro Food Ind Hi Tech 28(1):3548–3551
Gore M, Annachhatre M (2019) Trade-off between India’s trade promotion and its environmental sustainability. Eur J Sustain Dev 8(3):405–417
Gu C, Hu LQ, Ian GC (2017) China’s urbanization in 1949–2015: processes and driving forces. Chin Geogra Sci 27(006):847–859. https://doi.org/10.1007/s11769-017-0911-9
Gu JJ, Zhao YL (2020) China’s overseas R&D investment and green high-quality development in China’s manufacturing. The J Quant Tech Econ 37(01):42–62
Guo ZH, Ma YQ, Fan C (2017) Evaluation of green development level of the Belt and Road area. Fujian Tribune 009:25–31
Hansen B (1999) Threshold effects in non-dynamic panels: estimation, testing, and inference. J Econ 93(2):345–368. https://doi.org/10.1016/S0304-4076(99)00025-1
Hong YX (2011) Scientific and technological innovation and innovative economy. Manag World 7:1–8
Huang J, Lv H, Wang L (2014) Mechanism of financial development influencing regional green development: based on eco-efficiency and spatial econometrics. Geograph Res 33(03):532–545
Iljoo P, Choi J (2019) Is government support for nascent entrepreneurs always good for their motivation to expand the business? J Gov Stud 25(1):245–274
Jacks DS, Meissner C, Novy D (2010) Trade booms, trade busts and trade costs. J Int Econ 83(2):185–201. https://doi.org/10.1016/j.jinteco.2010.10.008
Jensen C, Mina A (2019) Did transition bring cleaner air? Effects of ownership, territorial and technology policy on air pollution. Ecol Econ 165:106276.1-106276.15
Jiang X, Zhao S (2019) Does FDI inhibit carbon emissions from the perspective of dual environmental regulation——an empirical study based on dynamic system GMM estimation and threshold model. J Int Trade 03:115–130
Khan A, Chenggang Y, Khan G, Muhammad F (2020) The dilemma of natural disasters: impact on economy, fiscal position, and foreign direct investment alongside belt and road initiative countries. Sci Total Environ. https://doi.org/10.1016/j.scitotenv.2020.140578
Lan QX, Huang JH (2020) The evaluation of green development level in countries along the Belt and Road. Res Fin Econ Issues 04:121–128
Lau AKW, Yam RCM, Tang EPY (2010) The impact of technological innovation capabilities on innovation performance: an empirical study in Hong Kong. J Sci Technol Policy China 1(2):163–186. https://doi.org/10.1108/17585521011059893
Levin A, Lin CF, Chu CSJ (2002) Unit root tests in panel data: asymptotic and finite-sample properties. J Econ. https://doi.org/10.1016/S0304-4076(01)00098-7
Li L, Tao F (2012) Selection of Optimal environmental regulation intensity for Chinese manufacturing industry—based on the green TFP perspective. China Ind Econ 05:70–82
Li C (2011) Brief discussion on urban construction and energy-saving and emission reduction in the new period. Value Eng 5:197
Liang Z, Ang H (2019) Productivity shocks and current account imbalances: a research based on new open macroeconomics framework. Fin Trade Res 8:16-25+63
Liu RX (2012) Regional imbalance and dynamic evolution about China’s economics growth performance under resources and environmental constrains. Ind Econ Res 02:43–52
Liu J, Diamond J (2005) China’s environment in a globalizing world. Nature 435(7046):1179. https://doi.org/10.1038/4351179a
Liu Y, Hu K, Yu Q (2017) Analysis on threshold effect between financial deepening and green development. China Popul Res Environ 27(09):205–211
Lu F, Liu M, Sun Y (2018) Trade openness, industrial geography and green development—a perspective of agglomeration and industrial heterogeneity. Econ Theory Bus Manage 333(9):36–47
Luo K (2010) On environmental effects and their distortions in China’s pollution-intensive goods trade. J Int Trade 4:64–72
Lüthje T (2006) Does intra-industry trade exist in the real world? Appl Econ Lett 13(13):825–827. https://doi.org/10.1080/13504850500424991
Ma X (2019) Dynamic evaluation of environmental TFP in the countries along the Belt and Road and the difference of green development. J Henan Univ (social Science) 59(02):22–30
Ma T (2015) Challenge and response on green development of Chinese foreign trade. Ecol Econ 7:172–174
Ma X, Wang C, Dong B, Gu G et al (2018a) Carbon emissions from energy consumption in china: its measurement and driving factors. The Sci Total Environ 648:1411–1420. https://doi.org/10.1016/j.scitotenv.2018.08.183
Ma XJ, Dong BY, Yu YB, Wang CZ, Yang Q (2018b) Measurement of carbon emissions from energy consumption in three northeastern provinces and its driving factors. China Environ Sci 38(8):3170–3179
Meyer KE (2017) International business in an era of anti-globalization. Multinatl Bus Rev 25(2):78–90. https://doi.org/10.1108/MBR-03-2017-0017
Moon CH, Kim SY (2016) Antecedents of technological innovation orientation and its impact on technological innovation performance: a case of korean IT SMEs. J Technol Innov 24(1):49–84
Pang RZ, Li P, Lu YG (2011) Study on “New-type” industrialization growth performance and its factors during the transitional period—based on “New-type” industrialization total factor productivity. China Ind Econ 04:64–73
Peng Y, Chen Z, Xu J, Lee J (2020) Analysis of green total factor productivity trend and its determinants for the countries along silk roads. Growth Chang. https://doi.org/10.1111/grow.12435
Reinaud J (2008) Climate policy and carbon leakage, impacts of the European emissions trading scheme on aluminium. International Energy Agency, Paris
Ren S, Yuan B, Ma X, Chen X (2014) International trade, fdi (foreign direct investment) and embodied co2 emissions: a case study of Chinas industrial sectors. China Econ Rev 28(C):123–134
Seiford L, Joe Z (2002) Modeling undesirable factors in efficiency evaluation. Eur J Oper Res 142:16–20. https://doi.org/10.1016/S0377-2217(01)00293-4
Shi Y, He AP (2015) Energy cooperation and environmental risk response of the silk road economic Belt. Reform 02:115–123
Song M, Wang SH (2013) Analysis of environmental regulation, technological progression and economic growth from the perspective of statistical tests. Econ Res J 3:122–134
Sun J, Liu WG, Zhou YD (2014) China’s opening to the outside world, industrial structure and green economy growth: an empirical test based on provincial panel data. Manag World 06:172–173
Tone K (2001) A slacks-based measure of efficiency in data envelopment analysis. Eur J Oper Res 130(3):498–509. https://doi.org/10.1016/S0377-2217(99)00407-5
Tu ZG, Liu LK (2011) Efficiency evaluation of industrial sectors in China accounting for the energy and environment factors: based on provincial data by a SBM approach. Econ Rev 2:55–65
Wang B, Tang W, Wu Y, Zhang N (2014) Does urbanization increase China’s green development efficiency? Econ Rev 4:38–49
Wang HL, Lian XY, Lin DM (2016) Effects of green technological innovation efficiency on regional green growth performance: an empirical analysis. Sci Sci Manag s. t. 6:80–87
Wang JN, Li XL, Ge CZ (2009) Development status and prospects of China’s green economy. Environ Protect 5:53–56
Wang L, Wu BY (2016) The trading potential of the silk road economic belt: an analysis based on the “Natural Trading Partner” hypothesis and a stochastic frontier gravity model. Economist 04:33–41
Wang P, You JH (2016) Evaluating environmental regulation in China: based on the space perspective of industrial green development. Comp Econ Soc Syst 5:25–42
Wang XY, Wei Q, Yang XP (2017) Dynamic evaluation of urban green economy efficiency and its influencing factors: based on data of 285 cities. Ecol Econ 2:68–71
Wang Y (2010) Transforming economic development pattern through implementing green development. Bull Chin Acad Sci 2:121–126
Wang M, Pang S, Hmani I, Li C, He Z (2020) Towards sustainable development: How does technological innovation drive the increase in green total factor productivity? Sustain Dev 29(1):217–227. https://doi.org/10.1002/sd.2142
Wang Y, Shen N (2016) Environmental regulation and environmental productivity: the case of China. Renew Sustain Energy Rev 62:758–766
Wei XH, Chen WL (2019) Equilibrium quality model for foreign trade improvement in port planning. J Coastal Res 93:824–829. https://doi.org/10.2112/SI93-116.1
Wu C (2014) Green development: the driving force to thrust innovation of new energy source. Pioneer Sci Technol Month 27(02):16–18
Xu Y, Yue Y, Hu B, Dong X (2019) Study on the green trade boosting the ecological civilization construction. Ecol Econ 35(06):211–218
Ye JG, Yu DX (2007) The empirical analysis of the export trade and environmental pollution of China. J Int Trade 5:72–77
Ye MQ, Fang Y (2012) Estimation, spatial evolution and contribution composition of the capital stock in China. The J Quan Tech Econ 11:68–84
Zhang F, Tang T, Su J, Huang K (2020) Inter-sector network and clean energy innovation: evidence from the wind power sector. J Clean Prod 263:121287. https://doi.org/10.1016/j.jclepro.2020.121287
Zhang GJ, Deng MY, Yao YY, Li XY (2019) Comprehensive level of the green development of industry in Guangdong province and spatial econometric analysis of the influencing factors. J Nat Resour 34(08):1593–1605
Zhu DJ (2012) New concept of green economy and consideration of deepening green economy studies in China. China Popul Resour Environ 005:40–47
Zhuang HM, Zhao CM, Zheng WT (2009) Empirical analysis of environmental caused by effects foreign trade—based on scale effects. Compos Effects Technol Effects Bus Manag J 31(05):9–14
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The authors gratefully acknowledge the financial support from the Key Project of National Social Science Fund of China (Grant No.19AJY011), the National Social Science Fund of China (Grant No.20BJL144), the Key Project of Jiangsu’s Social Science Fund (Grant No.19CSJ010) and Scientific Research Fund for the Fifth Phase of “333 High-level Talent Training Project” of Jiangsu Province in 2020 (Grant No.BRA2020038).
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Yingzhi Xu provided the article’s idea, methods and the framework of the whole paper; Biying Dong was responsible for the overall grasp of the paper (text and graphics); Zihao Chen was responsible for the consolidation of data and specific writing of the paper’s content; Biying Dong was responsible for the model research, English text content and polishing.
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Xu, Y., Dong, B. & Chen, Z. Can foreign trade and technological innovation affect green development: evidence from countries along the Belt and Road. Econ Change Restruct 55, 1063–1090 (2022). https://doi.org/10.1007/s10644-021-09337-5
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DOI: https://doi.org/10.1007/s10644-021-09337-5