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Does technological innovation limit trade-adjusted carbon emissions?

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Abstract

The objective of this analysis is to examine the impact of international trade and technological innovation over the 1990–2018 period on the G7 economy’s consumption-based carbon emissions. The report explores international trade by separately considering imports and exports. The results indicate that the data cross-sections are dependent and that the panel has slope heterogeneity. The results of the co-integration study indicate that imports, exports of technological innovation, GDP, and demand-related carbon emissions are co-integrated with systemic splits (2001 mild recession, 2008 financial crises, and 2011 decline of stock market, and 2014 export decline). The cross sectionally augmented autoregressive distributive lag model results show that technological innovation and exports have a negative effect on the use of carbon. Meanwhile, imports and GDP are positive associated with carbon emissions based on consumption. The analysis of the robustness test also verifies these impacts. The results of this research study show that policymakers and regulators can encourage technological innovation to reduce carbon pollution and improve the sustainability of the environment.

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Notes

  1. In the last 5 years US main imports were machinery and transportation with 30% and 16%, UK’s machinery 21% and transportation products. About 16% Japan’s imports are 25% machinery and 23% minerals, Germany imports are 25% machinery and 14% transportation products, France imports are dominated by 22% machinery and 15% transportation products, for Canada their major imports are 24% machinery and 20% transportation products, and Italy imports are dominated by machinery 18% and 12% chemical products. These figures suggest that these countries main imports are machinery and transportation products.

References

  • Alvarez-Herranz A, Balsalobre-Lorente D, Shahbaz M, Cantos JM (2017) Energy innovation and renewable energy consumption in the correction of air pollution levels. Energy Policy 105:386–397

    Article  CAS  Google Scholar 

  • Andreoni J, Levinson A (2001) The simple analytics of the environmental Kuznets curve. J Public Econ 80(2):269–286

  • Balsalobre-Lorente D, Shahbaz M, Roubaud D, Farhani S (2018) How economic growth, renewable electricity and natural resources contribute to CO2 emissions? Energy Policy 113:356–367

  • Begum RA, Sohag K, Abdullah SMS, Jaafar M (2015) CO2 emissions, energy consumption, economic and population growth in Malaysia. Renew Sust Energ Rev 41:594–601

    Article  Google Scholar 

  • Choi I (2001) Unit root tests for panel data. J Int Money Financ 20(2):249–272

    Article  Google Scholar 

  • Chudik A, Pesaran MH (2015) Common correlated effects estimation of heterogeneous dynamic panel data models with weakly exogenous regressors. J Econ 188(2):393–420

    Article  Google Scholar 

  • Destek MA, Sarkodie SA (2019) Investigation of environmental Kuznets curve for ecological footprint: the role of energy and financial development. Sci Total Environ 650:2483–2489

  • Du H, Guo J, Mao G, Smith AM, Wang X, Wang Y (2011) CO2 emissions embodied in China–US trade: Input–output analysis based on the emergy/dollar ratio. Energy Policy 39(10):5980–5987

    Article  CAS  Google Scholar 

  • Eberhardt M, & Teal F (2010). Productivity analysis in global manufacturing production. DEGIT, Dynamics, Economic Growth, and International Trade.

  • Garrone P, Grilli L (2010) Is there a relationship between public expenditures in energy R&D and carbon emissions per GDP? An empirical investigation. Energy Policy 38(10):5600–5613

    Article  Google Scholar 

  • Halicioglu F (2009) An econometric study of CO2 emissions, energy consumption, income and foreign trade in Turkey. Energy Policy 37(3):1156–1164

    Article  Google Scholar 

  • Hasanov FJ, Liddle B, Mikayilov JI (2018) The impact of international trade on CO2 emissions in oil exporting countries: territory vs consumption emissions accounting. Energy Econ 74:343–350

    Article  Google Scholar 

  • Haug AA, Ucal M (2019) The role of trade and FDI for CO2 emissions in Turkey: nonlinear relationships. Energy Econ 81:297–307

    Article  Google Scholar 

  • Horbach J, Rammer C, Rennings K (2012) Determinants of eco-innovations by type of environmental impact—The role of regulatory push/pull, technology push and market pull. Ecol Econ 78:112–122

  • Hossain MS (2011) Panel estimation for CO2 emissions, energy consumption, economic growth, trade openness and urbanization of newly industrialized countries. Energy Policy 39(11):6991–6999

    Article  CAS  Google Scholar 

  • Im KS, Pesaran MH, Shin Y (2003) Testing for unit roots in heterogeneous panels. J Econ 115(1):53–74

    Article  Google Scholar 

  • Kasman A, Duman YS (2015) CO2 emissions, economic growth, energy consumption, trade and urbanization in new EU member and candidate countries: a panel data analysis. Econ Model 44:97–103

    Article  Google Scholar 

  • Khan Z, Ali S, Umar M, Kirikkaleli D, Jiao Z (2020) Consumption-based carbon emissions and international trade in G7 countries: The role of environmental innovation and renewable energy. Sci Total Environ 730:138945

    Article  CAS  Google Scholar 

  • Kliesen KL (2003) The 2001 recession: How was it different and what developments may have caused it? Rev-Federal Reserve Bank Saint Louis 85(5):23–38

    Google Scholar 

  • Knight K, Schor J (2014) Economic growth and climate change: a cross-national analysis of territorial and consumption-based carbon emissions in high-income countries. Sustainability 6(6):3722–3731

    Article  Google Scholar 

  • Krogh A, Larsson B, Von Heijne G, Sonnhammer EL (2001) Predicting transmembrane protein topology with a hidden Markov model: application to complete genomes. J Mol Biol 305(3):567–580

  • Lau LS, Choong CK, Eng YK (2014) Investigation of the environmental Kuznets curve for carbon emissions in Malaysia: do foreign direct investment and trade matter? Energy Policy 68:490–497

    Article  Google Scholar 

  • Levin A, Lin CF, Chu CSJ (2002) Unit root tests in panel data: asymptotic and finite-sample properties. J Econ 108(1):1–24

    Article  Google Scholar 

  • Liddle B (2018) Consumption-based accounting and the trade-carbon emissions nexus. Energy Econ 69:71–78

    Article  Google Scholar 

  • Long X, Naminse EY, Du J, Zhuang J (2015) Nonrenewable energy, renewable energy, carbon dioxide emissions and economic growth in China from 1952 to 2012. Renew Sust Energ Rev 52:680–688

    Article  Google Scholar 

  • Long R, Li J, Chen H, Zhang L, Li Q (2018) Embodied carbon dioxide flow in international trade: a comparative analysis based on China and Japan. J Environ Manag 209:371–381

    Article  Google Scholar 

  • Lorente DB, Álvarez-Herránz A, Torres JB (2016) La innovación y la sustitución energética como medidas de corrección medioambiental en países de la OCDE. Estudios de Economía Aplicada 34(1):235–259

  • Maddala GS, Wu S (1999) A comparative study of unit root tests with panel data and a new simple test. Oxf Bull Econ Stat 61(S1):631–652

    Article  Google Scholar 

  • McCoskey S, Kao C (1998) A residual-based test of the null of cointegration in panel data. Econom Rev 17(1):57–84

  • Michieka NM, Fletcher J, Burnett W (2013) An empirical analysis of the role of China’s exports on CO2 emissions. Appl Energy 104:258–267

    Article  Google Scholar 

  • Niu S, Ding Y, Niu Y, Li Y, Luo G (2011) Economic growth, energy conservation and emissions reduction: a comparative analysis based on panel data for 8 Asian-Pacific countries. Energy Policy 39(4):2121–2131

    Article  CAS  Google Scholar 

  • Omri A, Kahouli B (2014) Causal relationships between energy consumption, foreign direct investment and economic growth: Fresh evidence from dynamic simultaneous-equations models. Energy Policy 67:913–922

    Article  Google Scholar 

  • Pedroni P (2001) Purchasing power parity tests in cointegrated panels. Rev Econ Stat 83(4):727–731

  • Pedroni P (2004) Panel cointegration: asymptotic and finite sample properties of pooled time series tests with an application to the PPP hypothesis. Econom Theory 597–625

  • Pesaran MH (2006) Estimation and inference in large heterogeneous panels with a multifactor error structure. Econometrica 74(4):967–1012

    Article  Google Scholar 

  • Pesaran MH (2007) A simple panel unit root test in the presence of cross-section dependence. J Appl Econ 22(2):265–312

    Article  Google Scholar 

  • Pesaran MH (2015) Testing weak cross-sectional dependence in large panels. Econ Rev 34(6-10):1089–1117

    Article  Google Scholar 

  • Pesaran MH, Yamagata T (2008) Testing slope homogeneity in large panels. J Econ 142(1):50–93

    Article  Google Scholar 

  • Peters GP, Minx JC, Weber L, Edenhofer O et al (2011) Growth in emission transfers via international trade from 1990 to 2008. Proceedin Natl Acad Sci USA 108:8903–8908. https://doi.org/10.1073/pnas.1006388108

    Article  Google Scholar 

  • Peters GP, Davis SJ, Andrew R (2012) A synthesis of carbon in international trade. Biogeosciences 9(8):3247–3276

    Article  CAS  Google Scholar 

  • Protocol K (1997) United Nations framework convention on climate change, vol 19. Kyoto Protocol, Kyoto, p 497

  • Ren S, Yin H, Chen X (2014) Using LMDI to analyze the decoupling of carbon dioxide emissions by China’s manufacturing industry. Environ Dev 9:61–75

    Article  Google Scholar 

  • Sadorsky P (2012) Energy consumption, output and trade in South America. Energy Econ 34(2):476–488

    Article  Google Scholar 

  • Safi A, Chen Y, Wahab S, Ali S, Yi X, & Imran M (2020). Financial instability and Consumption-based carbon emission in E-7 countries: the role of trade and economic growth. Sustain Product Consumption.

  • Seker F, Ertugrul HM, Cetin M (2015) The impact of foreign direct investment on environmental quality: a bounds testing and causality analysis for Turkey. Renew Sust Energ Rev 52:347–356

    Article  Google Scholar 

  • Shahbaz M, Hye QMA, Tiwari AK, Leitão NC (2013) Economic growth, energy consumption, financial development, international trade and CO2 emissions in Indonesia. Renew Sust Energ Rev 25:109–121

    Article  Google Scholar 

  • Shahbaz AK, Lewińska K, Iqbal J, Ali Q, Iqbal M, Abbas F, ... Ramzani PMA (2018) Improvement in productivity, nutritional quality, and antioxidative defense mechanisms of sunflower (Helianthus annuus L.) and maize (Zea mays L.) in nickel contaminated soil amended with different biochar and zeolite ratios. J Environ Manage 218:256–270

  • Solarin SA, Al-Mulali U, Musah I, Ozturk I (2017) Investigating the pollution haven hypothesis in Ghana: an empirical investigation. Energy 124:706–719

    Article  Google Scholar 

  • Su CW, Naqvi B, Shao XF, Li JP, Jiao Z (2020) Trade and technological innovation: The catalysts for climate change and way forward for COP21. J Environ Manag 269:110774

    Article  CAS  Google Scholar 

  • Torras M, Boyce JK (1998) Income, inequality, and pollution: a reassessment of the environmental Kuznets curve. Ecol Econ 25(2):147–160

  • Wahab S, Zhang X, Safi A, Wahab Z, Amin M (2020) Does energy productivity and technological innovation limit trade-adjusted carbon emissions? Econ Res-Ekon Istraz 1–16

  • Westerlund J (2005) New simple tests for panel cointegration. Econ Rev 24(3):297–316

    Article  Google Scholar 

  • Westerlund J (2007) Testing for error correction in panel data. Oxf Bull Econ Stat 69(6):709–748

    Article  Google Scholar 

  • Westerlund J, Edgerton DL (2008) A simple test for cointegration in dependent panels with structural breaks. Oxf Bull Econ Stat 70(5):665–704

    Article  Google Scholar 

  • Wong SL, Chang Y, Chia WM (2013) Energy consumption, energy R&D and real GDP in OECD countries with and without oil reserves. Energy Econ 40:51–60

    Article  Google Scholar 

  • Wurlod JD, Noailly J (2018) The impact of green innovation on energy intensity: an empirical analysis for 14 industrial sectors in OECD countries. Energy Econ 71:47–61

    Article  Google Scholar 

  • Yii KJ, Geetha C (2017) The nexus between technology innovation and CO2 emissions in Malaysia: evidence from granger causality test. Energy Procedia 105:3118–3124

    Article  Google Scholar 

  • Zhang YJ, Peng YL, Ma CQ, Shen B (2017) Can environmental innovation facilitate carbon emissions reduction? Evidence from China. Energy Policy 100:18–28

    Article  CAS  Google Scholar 

  • Zhu H, Duan L, Guo Y, Yu K (2016) The effects of FDI, economic growth and energy consumption on carbon emissions in ASEAN-5: evidence from panel quantile regression. Econ Model 58:237–248

    Article  Google Scholar 

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Availability of data and materials

Data for consumption-based carbon emissions are taken from Global Carbon Atlas (GCA), while other variable data is taken from World Bank which is freely available on Mentioned sites.

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I am the only author in this article and I have done the whole work of the article: conceptualization, writing, collecting data, methodology, revision, and proofreading,

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Correspondence to Salman Wahab.

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Wahab, S. Does technological innovation limit trade-adjusted carbon emissions?. Environ Sci Pollut Res 28, 38043–38053 (2021). https://doi.org/10.1007/s11356-021-13345-3

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