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Place-specific product relatedness and the environmental performance of non-polluting exports in China

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Abstract

Does the growth of non-polluting exports lead to better environmental performance? The answer depends on how these exports rest on local comparative advantages. The more exports rely on polluting inputs, the worse their environmental performance would be. In practice, it is difficult to directly measure the polluting inputs for exporting products at the local level. This study proposes an approach to measure the reliance of exports on local polluting inputs, based on the product relatedness theories and the resource-based view of firms. This approach applies the locational quotient to indicate local resource advantages. Then, it uses the co-occurrence probability to measure the product relatedness of one export to local resource advantages. Finally, it distinguishes the product relatedness to polluting resource advantages from non-polluting ones. A higher level of polluting product relatedness is expected to depress the environmental performance of exports. Using 30 sectors in 281 Chinese cities as a case, this study applies the fixed effect model and the threshold regression model to examine the effects of product relatedness on environmental performance. Empirical results support the efficiency of using product relatedness to predict the environmental performance of exports. A higher level of polluting product relatedness leads to poorer environmental performance and more adverse effects of export growth on the environment.

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Data availability

The datasets used and/or analysed during the current study are available from the corresponding author on reasonable request.

References

  • Ali S, Yusop Z, Kaliappan SR et al (2020) Dynamic common correlated effects of trade openness, FDI, and institutional performance on environmental quality: evidence from OIC countries. Environ Sci Pollut Res 27:11671–11682

    Article  Google Scholar 

  • Ansari MA, Khan NA (2021) Decomposing the trade-environment nexus for high income, upper and lower middle income countries: what do the composition, scale, and technique effect indicate? Ecol Indic 121:107122

    Article  Google Scholar 

  • Antonietti R, Cainelli G (2009) The role of spatial agglomeration in a structural model of innovation, productivity and export: a firm-level analysis. Ann Reg Sci 46:577–600

    Article  Google Scholar 

  • Antweiler WB, Copeland B, Taylor S (2001) Is free trade good for the environment? Am Econ Rev 91:877–908

    Article  Google Scholar 

  • Azhar AKM, Elliott RJR (2007) Trade and specialisation in pollution intensive industries: north-south evidence. Int Econ J 21:361–380

    Article  Google Scholar 

  • Bahar D, Rosenow S, Stein E et al (2019) Export take-offs and acceleration: unpacking cross-sector linkages in the evolution of comparative advantage. World Dev 117:48–60

    Article  Google Scholar 

  • Baker T, Nelson R (2005) Creating something out of nothing: resources construction through entrepreneurial bricolage. Adm Sci Q 50:329–366

    Article  Google Scholar 

  • Banerjee S (2021) Addressing the carbon emissions embodied in India’s bilateral trade with two eminent Annex-II parties: with input-output and spatial decomposition analysis. Environ Dev Sustain 23:5430–5464

    Article  Google Scholar 

  • Banerjee S, Hazra S, Khan MA et al (2021) Investigating India’s pollution-intensive ‘dirty’ trade specialization: analysis with ‘revealed symmetric comparative advantages’ index. Environ Sci Pollut Res 28:30153–30167

    Article  Google Scholar 

  • Barney J (1991) Firm resources and sustained competitive advantage. J Manag 17:99–120

    Google Scholar 

  • Barrows G, Ollivier H (2018) Clean firms or cleaner products? How product mix shapes emission intensity from manufacturing. J Environ Econ Manag 88:134–158

    Article  Google Scholar 

  • Batrakova S, Davies R (2012) Is there an environmental benefit to being an exporter? Evidence from firm level data. Rev World Econ 148:449–474

    Article  Google Scholar 

  • Cherniwchan J, Copeland BR, Taylor MS (2017) Trade and the environment: new methods, measurements, and results. Ann Rev Econ 9:59–85

    Article  Google Scholar 

  • Chuai X, Lu Q, Huang X et al (2021) China’s construction industry-linked economy-resources-environment flow in international trade. J Clean Prod 278:123990

    Article  Google Scholar 

  • Cole MA, Elliott RJR (2003) Determining the trade-environment composition effect: the role of capital, labor and environmental regulations. J Environ Econ Manag 46:363–383

    Article  Google Scholar 

  • Cole MA, Elliott RJR, Shimamoto K (2006) Globalisation, firm-level characteristics and environmental management: a study of Japan. Ecol Econ 59:312–323

    Article  Google Scholar 

  • Costantini V, Mazzanti M, Montini A (2013) Environmental performance, innovation and spillovers. Evidence from a regional NAMEA. Ecol Econ 89:101–114

    Article  Google Scholar 

  • De Marchi V, Di Maria E, Micelli S (2013) Environmental strategies, upgrading and competitive advantage in global value chains. Bus Strateg Environ 22:62–72

    Article  Google Scholar 

  • Essletzbichler J (2015) Relatedness, industrial branching and technological cohesion in US metropolitan areas. Reg Stud 49:752–766

    Article  Google Scholar 

  • Farole T (2013) The internal geography of trade: lagging regions and global markets. World Bank Publications, Washington, DC

    Book  Google Scholar 

  • Farole T, Winkler D (2013) Firm location and the determinants of exporting in low- and middle-income countries. J Econ Geogr 14:395–420

    Article  Google Scholar 

  • Galbreath J, Chang C-Y, Tisch D (2021) Are exporting firms linked to cleaner production? A study of eco-innovation in Taiwan. J Clean Prod 303:127029

    Article  CAS  Google Scholar 

  • Galdeano-Gómez E (2010) Exporting and environmental performance: a firm-level productivity analysis. World Econ 33:60–88

    Article  Google Scholar 

  • Gray WB, Shadbegian RJ (2007) The environmental performance of polluting plants: a spatial analysis. J Reg Sci 47:63–84

    Article  Google Scholar 

  • Guerrieri P, Iammarino S (2007) Dynamics of export specialisation in the regions of the Italian Mezzogiorno: persistence and change. Reg Stud 41:933–948

    Article  Google Scholar 

  • Guo Q, He C (2017) Production space and regional industrial evolution in China. GeoJournal 82:379–396

    Article  Google Scholar 

  • Hausmann R, Hidalgo CA (2011) The network structure of economic output. J Econ Growth 16:309–342

    Article  Google Scholar 

  • Hausmann R, Hwang J, Rodrik D (2007) What you export matters. J Econ Growth 12:1–25

    Article  Google Scholar 

  • Hausmann R, Klinger B (2006) Structural transformation and patterns of comparative advantage in the product space. Harvard Kennedy School of Government. CID Working Paper, No. 128

  • He J (2010) What is the role of openness for China’s aggregate industrial SO2 emission? A structural analysis based on the divisia decomposition method. Ecol Econ 69:868–886

    Article  Google Scholar 

  • Hidalgo C, Klinger B, Barabasi AL et al (2007) The product space conditions the development of nations. Science 317:482–487

    Article  CAS  Google Scholar 

  • İpek İ (2018) The resource-based view within the export context: an integrative review of empirical studies. J Glob Mark 31:157–179

    Article  Google Scholar 

  • Kahn SAR, Yu Z, Belhadi A et al (2020) Investigating the effects of renewable energy on international trade and environmental quality. J Environ Manag 272:111089

    Article  Google Scholar 

  • Koenig P, Mayneris F, Poncet S (2010) Local export spillovers in France. Eur Econ Rev 54:622–641

    Article  Google Scholar 

  • Krammer SMS, Strange R, Lashitew A (2018) The export performance of emerging economy firms: the influence of firm capabilities and institutional environments. Int Bus Rev 27:218–230

    Article  Google Scholar 

  • Kreickemeier U, Richter PM (2014) Trade and the environment: the role of firm heterogeneity. Rev Int Econ 22:209–225

    Article  Google Scholar 

  • Landesmann MA, Stollinger R (2019) Structural change, trade and global production networks: an ‘appropriate industrial policy’ for peripheral and catching-up economies. Struct Chang Econ Dyn 48:7–23

    Article  Google Scholar 

  • Liu Y, Ji Y, Shao S et al (2017) Scale of production, agglomeration and agricultural pollutant treatment: evidence from a survey in China. Ecol Econ 140:30–45

    Article  Google Scholar 

  • Liu D, Liu J, Wang S et al (2019) Contribution of international photovoltaic trade to global greenhouse gas emission reduction: the example of China. Resour Conserv Recycl 143:114–118

    Article  Google Scholar 

  • Mao X, He C (2017) Export upgrading and environmental performance: evidence from China. Geoforum 86:150–159

    Article  Google Scholar 

  • Mao X, He C (2019a) Product relatedness and export specialisation in China’s regions: a perspective of global-local interactions. Camb J Reg Econ Soc 12:105–126

    Article  Google Scholar 

  • Mao X, He C (2019b) Export expansion and regional diversification: learning from the changing geography of China’s exports. Prof Geogr 71:692–702

    Article  Google Scholar 

  • Mao X, Luan X, Huang X (2020) How does inter-sectoral linkage affect the environmental performance of a transitioning region: evidence from the Yangtze River Economic Belt, China. Resour Environ Sustain 1:100002

    Google Scholar 

  • Miller RE, Blair P (2009) Input-output analysis: foundations and extensions, 2nd edn. Cambridge University Press, UK

    Book  Google Scholar 

  • Neffke F, Henning M (2013) Skill relatedness and firm diversification. Strateg Manag J 34:297–316

    Article  Google Scholar 

  • Neffke F, Hartog M, Boschma R et al (2018) Agents of structural change: the role of firms and entrepreneurs in regional diversification. Econ Geogr 94:23–48

    Article  Google Scholar 

  • Poncet S, de Waldermar FS (2015) Product relatedness and firm exports in China. World Bank Econ Rev 29:579–605

    Article  Google Scholar 

  • Richter PM, Schiersch A (2017) CO2 emission intensity and exporting: evidence from firm-level data. Eur Econ Rev 98:373–391

    Article  Google Scholar 

  • Van der Vooren A, Alkemade F, Hekkert MP (2013) Environmental performance and firm strategies in the Dutch automotive sector. Transp Res Part A 54:111–126

    Google Scholar 

  • Whittle A, Kogler DF (2020) Related to what? Reviewing the literature on technological relatedness: where we are now and where can we go? Pap Reg Sci 99:97–113

    Article  Google Scholar 

  • Xi X, Zhou J, Gao X et al (2020) Impact of the global mineral trade structure on national economies based on complex network and panel quantile regression analyses. Resour Conserv Recycl 154:104637

    Article  Google Scholar 

Download references

Funding

This study is funded by the National Natural Science Foundation of China (Grant No. 41731278 and 41801104.)

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Mao Xiyan contributes to the full process of this research and the writing of this manuscript.

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Correspondence to Xiyan Mao.

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Mao, X. Place-specific product relatedness and the environmental performance of non-polluting exports in China. Environ Sci Pollut Res 29, 24863–24877 (2022). https://doi.org/10.1007/s11356-021-17656-3

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