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How does China’s industrial wastewater shadow price evolve? The perspective of spatiotemporal characteristics and differences decomposition

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Abstract

To provide a reference for reducing the cost of industrial wastewater treatment and alleviate the pressure on water environment governance in China, we use the non-parametric dual evaluation linear analysis framework to estimate the shadow price of China’s urban industrial wastewater (IWSP) with consideration of multiple inputs based on the data of 267 cities in China from 2003 to 2016. Then, we investigate the spatiotemporal characteristics of IWSP and analyze its sources of differences. Main conclusions are as follows: (1) Mean of China’s urban IWSP increased from 645.54 yuan/ton in 2003 to 5662.64 yuan/ton in 2016, implicating the significant results and increasing difficulty of emission reduction policies. In addition, the Moran’s I index of IWSP decreased from 0.056 to 0.002, implicating declining spatial correlation and differentiated green production processes in various regions. (2) From stock perspective, the σ convergence result shows that the IWSP of the country and each region gradually diverges, and the β convergence results from incremental perspective show that the IWSP of a single region tends to converge in a steady state. Furthermore, regions with lower average shadow prices converge faster than regions with higher average shadow prices. (3) Using the Dagum Gini coefficient method, we find that the overall difference of IWSP dropped from 0.5758 to 0.3568. The intra-regional differences in each region continued to decline, as well as inter-regional differences. And the contribution rate of intensity of transvariation has risen from 33.71 to 60.80%, becoming the main reason for the imbalanced distribution of IWSP.

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Data Availability

The datasets analyzed during the current study are available in the EPSDATA repository, https://www.epsnet.com.cn/index.html#/Home.

Notes

  1. The datasets analyzed during the current study are available in the EPSDATA repository, https://www.epsnet.com.cn/index.html#/Home. At the same time, the shadow price values

References

  • Bai C, Feng C, Du K, Wang Y, Gong Y (2020) Understanding spatial-temporal evolution of renewable energy technology innovation in China: evidence from convergence analysis. Energy Policy 143:111570

    Article  Google Scholar 

  • Boucekkine R, Camacho C, Fabbri G (2013) Spatial dynamics and convergence: the spatial AK model. Journal of Economic Theory 148(6):2719–2736

    Article  Google Scholar 

  • Cecchini L, Venanzi S, Pierri A, Chiorri M (2018) Environmental efficiency analysis and estimation of CO2 abatement costs in dairy cattle farms in Umbria (Italy): a SBM-DEA model with undesirable output. Journal of Cleaner Production 197:895–907

    Article  Google Scholar 

  • Chen, M and HQ Chen (2021) Spatiotemporal coupling measurement of industrial wastewater discharge and industrial economy in China. Env Sci Pollut Res Int

  • Cheng Z, Liu J, Li L, Gu X (2020) Research on meta-frontier total-factor energy efficiency and its spatial convergence in Chinese provinces. Energy Economics 86:104702

    Article  Google Scholar 

  • Choi Y, Zhang N, Zhou P (2012) Efficiency and abatement costs of energy-related CO2 emissions in China: a slacks-based efficiency measure.a. Applied Energy 98:198–208

    Article  Google Scholar 

  • Cong D, Liang L, Jing S, Han Y, Geng Z, Chu C (2021) Energy supply efficiency evaluation of integrated energy systems using novel SBM-DEA integrating Monte Carlo. Energy 231:120834

    Article  Google Scholar 

  • Cui Y, SU Khan, Y Deng, M Zhao and M Hou (2021a) Environmental improvement value of agricultural carbon reduction and its spatiotemporal dynamic evolution: evidence from China. Science of the Total Environment 754

  • Cui Y, Wang L, Jiang L, Liu M, Wang J, Shi K, Duan X (2021b) Dynamic spatial analysis of NO2 pollution over China: satellite observations and spatial convergence models. Atmospheric Pollution Research 12(3):89–99

    Article  CAS  Google Scholar 

  • Dagum C (1997) A new approach to the decomposition of the Gini income inequality ratio. Empirical Economics 22(4):515–531

    Article  Google Scholar 

  • Deng X, Du L (2020) Estimating the environmental efficiency, productivity, and shadow price of carbon dioxide emissions for the Belt and Road Initiative countries. Journal of Cleaner Production 277:123808

    Article  Google Scholar 

  • Du LM, Hanley A, Zhang N (2016) Environmental technical efficiency, technology gap and shadow price of coal-fuelled power plants in China: a parametric meta-frontier analysis. Resource and Energy Economics 43:14–32

    Article  CAS  Google Scholar 

  • Duan Y, Li N, Mu H, Li L (2017) Research on provincial shadow price of carbon dioxide in China’s iron and steel industry. Energy Procedia 142:2335–2340

    Article  Google Scholar 

  • Gao Y (2019) Research on green development performance and influencing factors of China’s eight comprehensive economic zones (in Chinese). Quantitative Economics and Technical Economics Research 36(09):3–23

    Google Scholar 

  • Guo Q, Luo K (2021) The spatial convergence and drivers of environmental efficiency under haze constraints — evidence from China. Environmental Impact Assessment Review 86

  • Hall RE, Jones CI (1999) Why do some countries produce so much more output per worker than others? The quarterly journal of economics 114(1):83–116

    Article  Google Scholar 

  • Han H, Ding T, Nie L, Hao Z (2020) Agricultural eco-efficiency loss under technology heterogeneity given regional differences in China. Journal of Cleaner Production 250

  • Hao Y, Peng H (2017) On the convergence in China’s provincial per capita energy consumption: new evidence from a spatial econometric analysis. Energy Economics 68:31–43

    Article  Google Scholar 

  • He, S and L Jiang (2021) Identifying convergence in nitrogen oxides emissions from motor vehicles in China: a spatial panel data approach. Journal of Cleaner Production: 128177

  • He Y, Zhu S, Zhang Y, Zhou Y (2021) Calculation, elasticity and regional differences of agricultural greenhouse gas shadow prices. Science of The Total Environment 790:148061

    Article  CAS  Google Scholar 

  • Jiang L, Folmer H, Ji M, Zhou P (2018) Revisiting cross-province energy intensity convergence in China: a spatial panel analysis. Energy Policy 121:252–263

    Article  Google Scholar 

  • Lee CY, Zhou P (2015) Directional shadow price estimation of CO2, SO2 and NOx in the United States coal power industry 1990–2010. Energy Economics 51:493–502

    Article  Google Scholar 

  • Lemoine F, Poncet S, Uenal D (2015) Spatial rebalancing and industrial convergence in China. China Economic Review 34:39–63

    Article  Google Scholar 

  • Li M-S, Tong L-J, Qiu F-D (2009) Factor decomposition and reduction effect on the changes of industrial wastewater discharge. Huan jing ke xue= Huanjing kexue 30(3):707–712

    Google Scholar 

  • Li R, Jiang X-T (2017) Inequality of carbon intensity: empirical analysis of China 2000–2014. Sustainability 9(5):711

    Article  CAS  Google Scholar 

  • Li T, Balezentis T, Makuteniene D, Streimikiene D, Krisciukaitiene I (2016) Energy-related CO2 emission in European Union agriculture: driving forces and possibilities for reduction. Applied Energy 180:682–694

    Article  Google Scholar 

  • Liu CM, Wang HT, Wei XM (2017) Research on the regional difference decomposition and convergence of internet finance development in China’s eight urban agglomerations (in Chinese). Quantitative Economics and Technical Economics Research 34(08):3–20

    Google Scholar 

  • Liu HB, Wang HN, Zhou X, Fan JL, Liu YF, Yang YK (2019) A comprehensive index for evaluating and enhancing effective wastewater treatment in two industrial parks in China. Journal of Cleaner Production 230:854–861

    Article  Google Scholar 

  • Liu HJ, Guo LX (2021) The spatial differences of China’s innovation power and the decomposition of source structure (in Chinese). Economics and Management Review 37(04):125–136

    Google Scholar 

  • Liu J-Y, Feng C (2018) Marginal abatement costs of carbon dioxide emissions and its influencing factors: A global perspective. Journal of Cleaner Production 170:1433–1450

    Article  Google Scholar 

  • Liu YS, Zhou Y, Wu WX (2015) Assessing the impact of population, income and technology on energy consumption and industrial pollutant emissions in China. Applied Energy 155:904–917

    Article  CAS  Google Scholar 

  • Lu X, Kuang B, Li J (2018) Regional difference decomposition and policy implications of China’s urban land use efficiency under the environmental restriction. Habitat International 77:32–39

    Article  Google Scholar 

  • Lv C, B Bian, C-C Lee and Z He (2021) Regional gap and the trend of green finance development in China. Energy Economics: 105476

  • Pan X, Liu Q, Peng X (2015) Spatial club convergence of regional energy efficiency in China. Ecological Indicators 51:25–30

    Article  Google Scholar 

  • Shen, N, H Peng and Q Wang (2021b) Spatial dependence, agglomeration externalities and the convergence of carbon productivity. Socio-Economic Planning Sciences: 101060

  • Shen X, Lin B (2017) The shadow prices and demand elasticities of agricultural water in China: A StoNED-based analysis. Resources Conservation & Recycling 127:21–28

    Article  Google Scholar 

  • Shen Z, Bai K, Hong T, Balezentis T (2021a) Evaluation of carbon shadow price within a non-parametric meta-frontier framework: the case of OECD. ASEAN and BRICS. Applied Energy 299:117275

    Article  Google Scholar 

  • Sheng, P, Y Dong and M Vochozka (2020a) Analysis of cost-effective methods to reduce industrial wastewater emissions in China. Water 12(6)

  • Sheng, P, M Zhai, Y Zhang and MA Kamal (2020b) The effects of urbanization on household wastewater emissions in China: Efficient- and inefficient- emissions. Environmental Pollution 267

  • Wang K, Yang K, Wei Y-M, Zhang C (2018b) Shadow prices of direct and overall carbon emissions in China’s construction industry: a parametric directional distance function-based sensitive estimation. Structural Change and Economic Dynamics 47:180–193

    Article  Google Scholar 

  • Wang W, Xie H, Zhang N, Xiang D (2018a) Sustainable water use and water shadow price in China’s urban industry. Resources, Conservation and Recycling 128:489–498

    Article  Google Scholar 

  • Wang XP, Li YM (2020) The measurement of industrial green development and its differential evolution from the perspective of sustainable development (in Chinese). Industrial Technology Economy 39(07):83–91

    Google Scholar 

  • Wang ZH, Feng C (2015) Sources of production inefficiency and productivity growth in China: a global data envelopment analysis. Energy Economics 49:380–389

    Article  Google Scholar 

  • Wei C, LöSchel A, Liu B (2013) An empirical analysis of the CO2 shadow price in Chinese thermal power enterprises. Energy Economics 40:22–31

    Article  CAS  Google Scholar 

  • Wei C, Ni JL, Du LM (2012) Regional allocation of carbon dioxide abatement in China. China Economic Review 23(3):552–565

    Article  Google Scholar 

  • Wei, X and N Zhang (2020) The shadow prices of CO2 and SO2 for Chinese coal-fired power plants: a partial frontier approach. Energy Economics 85

  • Wu D, Li S, Liu L, Lin J, Zhang S (2020) Dynamics of pollutants’ shadow price and its driving forces: an analysis on China’s two major pollutants at provincial level. Journal of Cleaner Production 283:124625

    Article  CAS  Google Scholar 

  • Wu Y, Yu J, Song M, Chen J, Hou W (2021) Shadow prices of industrial air pollutant emissions in China. Economic Modelling 94:726–736

    Article  Google Scholar 

  • Xue ZQ, Li N, Mu HL, Jiang YQ (2019) Abatement potential and shadow price of carbon dioxide emissions from fuel combustion in China’s secondary industry. Climate Research 79(1):9–22

    Article  Google Scholar 

  • Yang L, Tang K, Wang Z, An H, Fang W (2017) Regional eco-efficiency and pollutants’ marginal abatement costs in China: a parametric approach. Journal of Cleaner Production 167:619–629

    Article  Google Scholar 

  • Yu Y, Huang J, Zhang N (2018) Industrial eco-efficiency, regional disparity, and spatial convergence of China’s regions. Journal of Cleaner Production 204:872–887

    Article  Google Scholar 

  • Zeng S, Jiang X, Su B, Nan X (2018) China’s SO2 shadow prices and environmental technical efficiency at the province level. International Review of Economics & Finance 57:86–102

    Article  Google Scholar 

  • Zhang N, Jiang XF (2019) The effect of environmental policy on Chinese firm’s green productivity and shadow price: a metafrontier input distance function approach.’. Technological Forecasting and Social Change 144(JUL.):129–136

    Article  Google Scholar 

  • Zhang, X, Y Geng, YW Tong, HW Kua, X Tian, R Wu, XR Zhao and ASF Chiu (2021) Spatial characteristics and its driving factors of low-carbon energy technology innovation in China: A gravity movement and exploratory spatial data analysis. Journal of Cleaner Production 295

  • Zhao N, Liu X, Pan C, Wang C (2021) The performance of green innovation: from an efficiency perspective. Socio-Economic. Planning Sciences(17):101062

    Google Scholar 

Download references

Funding

This research was funded by Major Projects of Chinese National Funding of Social Sciences, China, grant number 19ZDA082.

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Authors and Affiliations

  1. School of Economics and Business Administration, Chongqing University, Chongqing, China

    Jixin Cheng, Ran Zou & Hongxuan Wang

  2. Business School, Ningbo University, City, Ningbo, China

    Zhifei Geng

Authors
  1. Jixin Cheng
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  2. Ran Zou
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  3. Hongxuan Wang
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  4. Zhifei Geng
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Contributions

JC (Jixin Cheng) made a great contribution on methodology, data curation, and supervision writing—original draft preparation. RZ (Ran Zou) was responsible for writing original draft preparation, reviewing, editing, and data curation. HW (Hongxuan Wang) played an important role in reviewing and editing. ZG (Zhifei Geng) undertook the responsibility of visualization and software. All authors read and approved the final manuscript.

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Correspondence to Ran Zou.

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Appendix 1

Appendix 1

Table 13 Inter-regional differences
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Cheng, J., Zou, R., Wang, H. et al. How does China’s industrial wastewater shadow price evolve? The perspective of spatiotemporal characteristics and differences decomposition. Environ Sci Pollut Res 29, 30363–30382 (2022). https://doi.org/10.1007/s11356-021-17942-0

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