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Industrial structure, energy intensity and environmental efficiency across developed and developing economies: The intermediary role of primary, secondary and tertiary industry

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  • Muhammad, Sulaman
  • Pan, Yanchun
  • Agha, Mujtaba Hassan
  • Umar, Muhammad
  • Chen, Siyuan

Abstract

This article contributes to the existing literature by examining the nonlinear relationship between industrial structure, energy intensity and environmental efficiency across developed and developing countries by utilizing three sectors of industry i.e., Primary, Secondary and Tertiary industry. Panel data includes 64 Belt and Road Initiative (BRI) from 2000 to 2017, which are further divided into two groups of developed and developing countries. SBM-DEA model is employed to measure the environmental efficiency. Random effect (RE) and Fixed effect (FE) models are employed as basic estimating techniques, while IV-GMM (Generalized Method of Moments) is utilized as robust estimator to handle endogeneity problem. The results of SBM-DEA model show that the environmental efficiency of BRI countries has deteriorated over the years. However, developed countries have the higher average environmental efficiency than developing countries. The results further show that all three sectors of industry deteriorate environmental efficiency. However, the negative impact of secondary industry on environment is more severe than primary and tertiary industry particularly across developing countries. Furthermore, a nonlinear U-shaped curve is confirmed only between secondary industry and environmental efficiency across developed countries. Our findings suggest that adopting industrial agglomeration approach and restructuring energy system can improve environmental efficiency.

Suggested Citation

  • Muhammad, Sulaman & Pan, Yanchun & Agha, Mujtaba Hassan & Umar, Muhammad & Chen, Siyuan, 2022. "Industrial structure, energy intensity and environmental efficiency across developed and developing economies: The intermediary role of primary, secondary and tertiary industry," Energy, Elsevier, vol. 247(C).
    • Handle: RePEc:eee:energy:v:247:y:2022:i:c:s0360544222004790
    DOI: 10.1016/j.energy.2022.123576
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    as
    1. Christopher F Baum & Mark E. Schaffer & Steven Stillman, 2003. "Instrumental variables and GMM: Estimation and testing," Stata Journal, StataCorp LP, vol. 3(1), pages 1-31, March.
    2. Hussain, Jamal & Zhou, Kui & Muhammad, Faqir & Khan, Danish & Khan, Anwar & Ali, Najabat & Akhtar, Rizwan, 2021. "Renewable energy investment and governance in countries along the belt & Road Initiative: Does trade openness matter?," Renewable Energy, Elsevier, vol. 180(C), pages 1278-1289.
    3. Tanaka, Kenta & Managi, Shunsuke, 2021. "Industrial agglomeration effect for energy efficiency in Japanese production plants," Energy Policy, Elsevier, vol. 156(C).
    4. Hansen, Lars Peter, 1982. "Large Sample Properties of Generalized Method of Moments Estimators," Econometrica, Econometric Society, vol. 50(4), pages 1029-1054, July.
    5. Shahbaz, Muhammad & Lean, Hooi Hooi, 2012. "Does financial development increase energy consumption? The role of industrialization and urbanization in Tunisia," Energy Policy, Elsevier, vol. 40(C), pages 473-479.
    6. Pedroni, Peter, 2004. "Panel Cointegration: Asymptotic And Finite Sample Properties Of Pooled Time Series Tests With An Application To The Ppp Hypothesis," Econometric Theory, Cambridge University Press, vol. 20(3), pages 597-625, June.
    7. Wang, Zhaohua & Rasool, Yasir & Zhang, Bin & Ahmed, Zahoor & Wang, Bo, 2020. "Dynamic linkage among industrialisation, urbanisation, and CO2 emissions in APEC realms: Evidence based on DSUR estimation," Structural Change and Economic Dynamics, Elsevier, vol. 52(C), pages 382-389.
    8. Wang, Miao & Feng, Chao, 2017. "Decomposition of energy-related CO2 emissions in China: An empirical analysis based on provincial panel data of three sectors," Applied Energy, Elsevier, vol. 190(C), pages 772-787.
    9. Xu, Bin & Lin, Boqiang, 2016. "Reducing CO2 emissions in China's manufacturing industry: Evidence from nonparametric additive regression models," Energy, Elsevier, vol. 101(C), pages 161-173.
    10. Erol, Isil & Unal, Umut, 2015. "Role of Construction Sector in Economic Growth: New Evidence from Turkey," MPRA Paper 68263, University Library of Munich, Germany.
    11. Zhu, Huiming & Duan, Lijun & Guo, Yawei & Yu, Keming, 2016. "The effects of FDI, economic growth and energy consumption on carbon emissions in ASEAN-5: Evidence from panel quantile regression," Economic Modelling, Elsevier, vol. 58(C), pages 237-248.
    12. Im, Kyung So & Pesaran, M. Hashem & Shin, Yongcheol, 2003. "Testing for unit roots in heterogeneous panels," Journal of Econometrics, Elsevier, vol. 115(1), pages 53-74, July.
    13. Shen, Neng & Peng, Hui, 2021. "Can industrial agglomeration achieve the emission-reduction effect?," Socio-Economic Planning Sciences, Elsevier, vol. 75(C).
    14. Lin, Boqiang & Lei, Xiaojing, 2015. "Carbon emissions reduction in China's food industry," Energy Policy, Elsevier, vol. 86(C), pages 483-492.
    15. Cherniwchan, Jevan, 2012. "Economic growth, industrialization, and the environment," Resource and Energy Economics, Elsevier, vol. 34(4), pages 442-467.
    16. Asane-Otoo, Emmanuel, 2015. "Carbon footprint and emission determinants in Africa," Energy, Elsevier, vol. 82(C), pages 426-435.
    17. Al-mulali, Usama, 2012. "Factors affecting CO2 emission in the Middle East: A panel data analysis," Energy, Elsevier, vol. 44(1), pages 564-569.
    18. Aboagye, Solomon & Appiah-Konadu, Paul & Acheampong, Vera, 2020. "Economic Expansion and Environmental Degradation in Ghana: A Sector Decomposition Analysis," African Journal of Economic Review, African Journal of Economic Review, vol. 8(1), January.
    19. Squalli, Jay, 2010. "An empirical assessment of U.S. state-level immigration and environmental emissions," Ecological Economics, Elsevier, vol. 69(5), pages 1170-1175, March.
    20. Xu, Bin & Lin, Boqiang, 2015. "How industrialization and urbanization process impacts on CO2 emissions in China: Evidence from nonparametric additive regression models," Energy Economics, Elsevier, vol. 48(C), pages 188-202.
    21. Xu, Bin & Lin, Boqiang, 2017. "Assessing CO2 emissions in China's iron and steel industry: A nonparametric additive regression approach," Renewable and Sustainable Energy Reviews, Elsevier, vol. 72(C), pages 325-337.
    22. Cragg, John G. & Donald, Stephen G., 1993. "Testing Identifiability and Specification in Instrumental Variable Models," Econometric Theory, Cambridge University Press, vol. 9(2), pages 222-240, April.
    23. Muhammad, Sulaman & Long, Xingle & Salman, Muhammad & Dauda, Lamini, 2020. "Effect of urbanization and international trade on CO2 emissions across 65 belt and road initiative countries," Energy, Elsevier, vol. 196(C).
    24. Xu, Bin & Lin, Boqiang, 2016. "A quantile regression analysis of China's provincial CO2 emissions: Where does the difference lie?," Energy Policy, Elsevier, vol. 98(C), pages 328-342.
    25. M. Hashem Pesaran, 2007. "A simple panel unit root test in the presence of cross-section dependence," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 22(2), pages 265-312.
    26. Alexander Cotte Poveda - Clara Pardo Martínez, 2013. "CO2 emissions in German, Swedish and Colombian manufacturing industries," Serie de Documentos en Economía y Violencia 10464, Centro de Investigaciones en Violencia, Instituciones y Desarrollo Económico (VIDE).
    27. Talbi, Besma, 2017. "CO2 emissions reduction in road transport sector in Tunisia," Renewable and Sustainable Energy Reviews, Elsevier, vol. 69(C), pages 232-238.
    28. Na Yang & Zilong Zhang & Bing Xue & Junxia Ma & Xingpeng Chen & Chenyu Lu, 2018. "Economic Growth and Pollution Emission in China: Structural Path Analysis," Sustainability, MDPI, vol. 10(7), pages 1-15, July.
    29. Wang, Ping & Wu, Wanshui & Zhu, Bangzhu & Wei, Yiming, 2013. "Examining the impact factors of energy-related CO2 emissions using the STIRPAT model in Guangdong Province, China," Applied Energy, Elsevier, vol. 106(C), pages 65-71.
    30. Al-Mulali, Usama & Ozturk, Ilhan, 2015. "The effect of energy consumption, urbanization, trade openness, industrial output, and the political stability on the environmental degradation in the MENA (Middle East and North African) region," Energy, Elsevier, vol. 84(C), pages 382-389.
    31. Li, Ke & Lin, Boqiang, 2015. "Impacts of urbanization and industrialization on energy consumption/CO2 emissions: Does the level of development matter?," Renewable and Sustainable Energy Reviews, Elsevier, vol. 52(C), pages 1107-1122.
    32. Allan G. B. Fisher, 1939. "Production, Primary, Secondary And Tertiary," The Economic Record, The Economic Society of Australia, vol. 15(1), pages 24-38, June.
    33. Liobikienė, Genovaitė & Butkus, Mindaugas, 2017. "Environmental Kuznets Curve of greenhouse gas emissions including technological progress and substitution effects," Energy, Elsevier, vol. 135(C), pages 237-248.
    34. Shahbaz, Muhammad & Salah Uddin, Gazi & Ur Rehman, Ijaz & Imran, Kashif, 2014. "Industrialization, electricity consumption and CO2 emissions in Bangladesh," Renewable and Sustainable Energy Reviews, Elsevier, vol. 31(C), pages 575-586.
    35. Zhang, Chuanguo & Liu, Cong, 2015. "The impact of ICT industry on CO2 emissions: A regional analysis in China," Renewable and Sustainable Energy Reviews, Elsevier, vol. 44(C), pages 12-19.
    36. Achour, Houda & Belloumi, Mounir, 2016. "Investigating the causal relationship between transport infrastructure, transport energy consumption and economic growth in Tunisia," Renewable and Sustainable Energy Reviews, Elsevier, vol. 56(C), pages 988-998.
    37. Zhou, Xiaoyan & Zhang, Jie & Li, Junpeng, 2013. "Industrial structural transformation and carbon dioxide emissions in China," Energy Policy, Elsevier, vol. 57(C), pages 43-51.
    38. Yu, Yantuan & Huang, Jianhuan & Zhang, Ning, 2019. "Modeling the eco-efficiency of Chinese prefecture-level cities with regional heterogeneities: A comparative perspective," Ecological Modelling, Elsevier, vol. 402(C), pages 1-17.
    39. Tone, Kaoru, 2001. "A slacks-based measure of efficiency in data envelopment analysis," European Journal of Operational Research, Elsevier, vol. 130(3), pages 498-509, May.
    40. Levin, Andrew & Lin, Chien-Fu & James Chu, Chia-Shang, 2002. "Unit root tests in panel data: asymptotic and finite-sample properties," Journal of Econometrics, Elsevier, vol. 108(1), pages 1-24, May.
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