Abstract
This study examines the drivers of greenhouse gas emissions for 16 ASEAN + 6 countries during 1995–2014. The baseline model is built upon a theoretical framework that bridges and extends the STIRPAT model and the Environmental Kuznets Curve hypothesis. Four types of emissions are considered for comparison and completeness. Panel-corrected standard errors (PCSE) are employed as the main estimation technique, while feasible general least square (FGLS) and Driscoll–Kraay standard errors estimations are employed as a robustness check. The findings support an integrated approach to reforming economic policies in order to tackle greenhouse gas emissions challenges.
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Notes
Liddle, (2015) and Yeh et al., (2017) attempted to bridge the STIRPAT and EKC (Environmental Kuznets Curve) models by including the squared term of income in the model. To the best of the author’s knowledge, there has been no study that incorporates the N-shaped relationship between income and emissions in an extended version of the STIRPAT model.
The results of the cross-sectional dependence and unit root tests are not shown here to conserve space but are available upon request.
The results of the VIF tests are not shown here to conserve space but are available upon request.
The author would like to thank one anonymous reviewer for these insightful suggestions.
References
Abbas, S., Kousar, S., Yaseen, M., Mayo, Z. A., Zainab, M., Mahmood, M. J., & Raza, H. (2020). Impact assessment of socioeconomic factors on dimensions of environmental degradation in Pakistan. SN Applied Sciences, 2(3), 1–16
Abbas, S., & Mayo, Z. A. (2020). Impact of temperature and rainfall on rice production in Punjab. (pp. 1–23). Pakistan. Environment.
Afolayan, O. T., Okodua, H., Oaikhenan, H., & Matthew, O. (2020). Carbon emissions, human capital investment and economic development in Nigeria. International Journal of Energy Economics and Policy, 10(2), 427–437
Ajmi, A. N., Hammoudeh, S., Nguyen, D. K., & Sato, J. R. (2015). On the relationships between CO2 emissions, energy consumption and income: the importance of time variation. Energy Economics, 49, 629–638
Akbostancı, E., Türüt-Aşık, S., & Tunç, G. İ. (2009). The relationship between income and environment in Turkey: is there an environmental Kuznets curve? Energy Policy, 37(3), 861–867
Alam, M. M., Murad, M. W., Noman, A. H. M., & Ozturk, I. (2016). Relationships among carbon emissions, economic growth, energy consumption and population growth: Testing environmental kuznets curve hypothesis for Brazil, China, India and Indonesia. Ecological Indicators, 70, 466–479
Ali, H. S., Law, S. H., & Zannah, T. I. (2016). Dynamic impact of urbanization, economic growth, energy consumption and trade openness on CO 2 emissions in Nigeria. Environmental Science and Pollution Research, 23(12), 12435–12443
American Chemical Society (2018). What are the greenhouse gas changes since the Industrial Revolution? ACS Climate Science Toolkit, Greenhouse Gases. https://www.acs.org/content/acs/en/climatescience/greenhousegases/industrialrevolution.html. Accessed 30 June 2019.
Apergis, N., & Ozturk, I. (2015). Testing environmental Kuznets curve hypothesis in Asian countries. Ecological Indicators, 52, 16–22
Baek, J., & Pride, D. (2014). On the income–nuclear energy–CO2 emissions nexus revisited. Energy Economics, 43, 6–10
Bano, S., Zhao, Y., Ahmad, A., Wang, S., & Liu, Y. (2018). Identifying the impacts of human capital on carbon emissions in Pakistan. Journal of Cleaner Production, 183, 1082–1092
Begum, R. A., Sohag, K., Abdullah, S. M. S., & Jaafar, M. (2015). CO2 emissions, energy consumption, economic and population growth in Malaysia. Renewable and Sustainable Energy Reviews, 41, 594–601
Bernardini, O., & Galli, R. (1993). Dematerialization: long-term trends in the intensity of use of materials and energy. Futures, 25(4), 431–448
Blanco, L., Gonzalez, F., & Ruiz, I. (2013). The impact of FDI on CO2 emissions in Latin America. Oxford Development Studies, 41(1), 104–121
Boudreaux, Donald J. (2008). Globalization. Greenwood Press; 1st edition.
Brown, R. C. (2017). A new leader in asian free trade agreements: Chinese style global trade: New rules, no labor protections. UCLA Pacific Basin Law Journal, 35, 1
Chang, D. S., Yeh, L. T., & Chen, Y. F. (2014). The effects of economic development, international trade, industrial structure and energy demands on sustainable development. Sustainable Development, 22(6), 377–390
Cole, M. A. (2004). Trade, the pollution haven hypothesis and the environmental Kuznets curve: examining the linkages. Ecological economics, 48(1), 71–81
Cole, M. A., & Neumayer, E. (2004). Examining the impact of demographic factors on air pollution. Population and Environment, 26(1), 5–21
Copeland, B. R., & Taylor, M. S. (1994). North-south trade and the environment. The Quarterly Journal of Economics, 109(3), 755–787
Dietz, T., & Rosa, E. A. (1997). Effects of population and affluence on CO2 emissions. Proceedings of the National Academy of Sciences, 94(1), 175–179
Ehrlich, P. R., & Holdren, J. P. (1971). Impact of population growth. Science, 171, 1212–1217
Economic Research Institute for ASEAN and East Asia (ERIA) (2019). ASEAN Vision 2040: Towards a Bolder and Stronger ASEAN Community. Economic Research Institute for ASEAN and East Asia. Published on 11 June 2019. https://www.eria.org/uploads/media/7.AV2040_VOL_1_Integrative_Chapter.pdf. Accessed 25 January 2020.
Frankel, J. A., & Romer, D. H. (1999). Does trade cause growth? American economic review, 89(3), 379–399
Friedl, B., & Getzner, M. (2003). Determinants of CO2 emissions in a small open economy. Ecological economics, 45(1), 133–148
Grossman, G. M., & Krueger, A. (1995). Economic growth and the environment. Quarterly Journal of Economics, 110(2), 353–377
Hassan, K., & Salim, R. (2015). Population ageing, income growth and CO2 emission: Empirical evidence from high income OECD countries. Journal of Economic Studies, 42(1), 54–67
Henderson, J. V. (2003a). Marshall’s scale economies. Journal of urban economics, 53(1), 1–28
Henderson, J. V. (2003b). The urbanization process and economic growth: The so-what question. Journal of Economic growth, 8(1), 47–71
Hoechle, D. (2007). Robust standard errors for panel regressions with cross-sectional dependence. The Stata journal, 7(3), 281–312
Im, K. S., Pesaran, M. H., & Shin, Y. (2003). Testing for unit roots in heterogeneous panels. Journal of econometrics, 115(1), 53–74
International Energy Agency (IEA) (2019). World Energy Outlook 2019. https://www.iea.org/reports/world-energy-outlook-2019. Accessed 25 December 2019.
Jensen, A. L. (1996). Beverton and Holt life history invariants result from optimal trade-off of reproduction and survival. Canadian Journal of Fisheries and Aquatic Sciences, 53(4), 820–822
Jones, D. W. (1991). How urbanization affects energy-use in developing countries. Energy Policy, 19(7), 621–630
Jönsson, K. (2005). Cross-sectional Dependency and Size Distortion in a Small-sample Homogeneous Panel Data Unit Root Test. Oxford Bulletin of Economics and Statistics, 67, 369–392
Kaufmann, R. K., Davidsdottir, B., Garnham, S., & Pauly, P. (1998). The determinants of atmospheric SO2 concentrations: reconsidering the environmental Kuznets curve. Ecological economics, 25(2), 209–220
Knight, K. W., Rosa, E. A., & Schor, J. B. (2013). Could working less reduce pressures on the environment? A cross-national panel analysis of OECD countries, 1970–2007. Global Environmental Change, 23(4), 691–700
Kim, M. H., & Adilov, N. (2012). The lesser of two evils: an empirical investigation of foreign direct investment-pollution tradeoff. Applied Economics, 44(20), 2597–2606
Kuznets, S. (1955). Economic growth and income inequality. The American economic review, 45(1), 1–28
Kwon, D.-B. (2009). Human capital and its measurement. In: The 3rd OECD World Forum on “Statistics, Knowledge and Policy” Charting Progress, Building Visions, Improving Life. (27–30).
Lan, J., Kakinaka, M., & Huang, X. (2012). Foreign direct investment, human capital and environmental pollution in China. Environmental and Resource Economics, 51(2), 255–275
Le, T. H., Chang, Y., & Park, D. (2016). Trade openness and environmental quality: International evidence. Energy Policy, 92, 45–55
Le, T. H., Chang, Y., & Park, D. (2017). Energy demand convergence in APEC: An empirical analysis. Energy Economics, 65, 32–41
Le, T. H., Chang, Y., & Park, D. (2019). Economic development and environmental sustainability: evidence from Asia. Empirical Economics, 57(4), 1129–1156
Le, T.H., Le, H.C., & Taghizadeh-Hesary, F. (2020). Does Financial Inclusion impact CO2 Emissions? Evidence from Asia. Finance Research Letters. 101451.
Le, T. H., & Nguyen, C. P. (2019). Is energy security a driver for economic growth? Evidence from a global sample. Energy Policy, 129, 436–451
Le, T. H., & Nguyen, C. P. (2020). Determinants of Greenhouse Gas Emissions Revisited: A Global Perspective. The Singapore Economic Review, doi/. https://doi.org/10.1142/S0217590820500514.Accepted.InPress
Le, T. H., & Quah, E. (2018). Income level and the emissions, energy and growth nexus: evidence from Asia and the Pacific. International economics, 156, 193–205
Le, T. H., & Tran-Nam, B. (2018). Trade liberalization, financial modernization and economic development: An empirical study of selected Asia-Pacific countries. Research in Economics, 72(2), 343–355
Li, B., Liu, X., & Li, Z. (2015). Using the STIRPAT model to explore the factors driving regional CO 2 emissions: a case of Tianjin. China. Natural Hazards, 76(3), 1667–1685
Liddle, B. (2015). What are the carbon emissions elasticities for income and population? Bridging STIRPAT and EKC via robust heterogeneous panel estimates. Global Environmental Change, 31, 62–73
Liddle, B., & Lung, S. (2010). Age-structure, urbanization and climate change in developed countries: revisiting STIRPAT for disaggregated population and consumption-related environmental impacts. Population and Environment, 31(5), 317–343
Lin, S., Wang, S., Marinova, D., Zhao, D., & Hong, J. (2017). Impacts of urbanization and real economic development on CO2 emissions in non-high-income countries: Empirical research based on the extended STIRPAT model. Journal of cleaner production, 166, 952–966
Liu, X., & Bae, J. (2018). Urbanization and industrialization impact of CO2 emissions in China. Journal of cleaner production, 172, 178–186
Mankiw, N. G., Romer, D., & Weil, D. N. (1992). A contribution to the empirics of economic growth. The quarterly journal of economics, 107(2), 407–437
Moomaw, W. R., & Unruh, G. C. (1997). Are environmental Kuznets curves misleading us? The case of CO 2 emissions. Environment and development economics, 2(4), 451–463
Omay, R. E. (2013). The relationship between environment and income: regression spline approach. International Journal of Energy Economics and Policy, 3(4S), 52–61
Onafowora, O. A., & Owoye, O. (2014). Bounds testing approach to analysis of the environment Kuznets curve hypothesis. Energy Economics, 44, 47–62
Pablo-Romero, M. D. P., & Sánchez-Braza, A. (2015). Productive energy use and economic growth: Energy, physical and human capital relationships. Energy Economics, 49, 420–429
Pesaran, M.H. (2004). General diagnostic tests for cross section dependence in panels. University of Cambridge, Faculty of Economics, Cambridge Working Papers in Economics No. 0435.
Pesaran, M. H. (2007). A simple panel unit root test in the presence of cross-section dependence. Journal of applied econometrics, 22, 265–312
Ritchie, Hannah, & Max Roser (2018). “Air Pollution.” Accessed 30 June 2019
Sadorsky, P. (2010). The impact of financial development on energy consumption in emerging economies. Energy Policy, 38(5), 2528–2535
Sadorsky, P. (2013). Do urbanization and industrialization affect energy intensity in developing countries? Energy Economics, 37, 52–59
Sadorsky, P. (2014). The effect of urbanization on CO2 emissions in emerging economies. Energy Economics, 41, 147–153
Salim, R., Yao, Y., & Chen, G. S. (2017). Does human capital matter for energy consumption in China? Energy Economics, 67, 49–59
Selden, T. M., & Song, D. (1994). Environmental quality and development: is there a Kuznets curve for air pollution emissions? Journal of Environmental Economics and management, 27(2), 147–162
Shahbaz, M., Loganathan, N., Muzaffar, A. T., Ahmed, K., & Jabran, M. A. (2016). How urbanization affects CO2 emissions in Malaysia? The application of STIRPAT model. Renewable and Sustainable Energy Reviews, 57, 83–93
Shahbaz, M., Loganathan, N., Sbia, R., & Afza, T. (2015). The effect of urbanization, affluence and trade openness on energy consumption: A time series analysis in Malaysia. Renewable and Sustainable Energy Reviews, 47, 683–693
Shao, S., Yang, L., Yu, M., & Yu, M. (2011). Estimation, characteristics and determinants of energy-related industrial CO2 emissions in Shanghai (China), 1994–2009. Energy Policy, 39(10), 6476–6494
Sinha, A., Shahbaz, M., & Balsalobre, D. (2017). Exploring the relationship between energy usage segregation and environmental degradation in N-11 countries. Journal of cleaner production, 168, 1217–1229
Stern, D. I., & Common, M. S. (2001). Is there an environmental Kuznets curve for sulfur? Journal of Environmental Economics and Management, 41(2), 162–178
Torras, M., & Boyce, J. K. (1998). Income, inequality and pollution: a reassessment of the environmental Kuznets curve. Ecological economics, 25(2), 147–160
Wang, Y., Kang, Y., Wang, J., & Xu, L. (2017). Panel estimation for the impacts of population-related factors on CO2 emissions: A regional analysis in China. Ecological Indicators, 78, 322–330
Wang, Z., Rasool, Y., Asghar, M. M., & Wang, B. (2019). Dynamic linkages among CO 2 emissions, human development, financial development and globalization: empirical evidence based on PMG long-run panel estimation. Environmental Science and Pollution Research, 26(36), 36248–36263
Wang, P., Wu, W., Zhu, B., & Wei, Y. (2013). Examining the impact factors of energy-related CO2 emissions using the STIRPAT model in Guangdong Province, China. Applied Energy, 106, 65–71
World Meteorological Organization (WMO) (2019). Greenhouse gas concentrations in atmosphere reach yet another high. https://public.wmo.int/en/media/press-release/greenhouse-gas-concentrations-atmosphere-reach-yet-another-high. Accessed 25 December 2019.
Yang, L., Wang, J., & Shi, J. (2017). Can China meet its 2020 economic growth and carbon emissions reduction targets? Journal of Cleaner Production, 142, 993–1001
Yeh, J. C., & Liao, C. H. (2017). Impact of population and economic growth on carbon emissions in Taiwan using an analytic tool STIRPAT. Sustainable Environment Research, 27(1), 41–48
Zhang, Y., & Zhang, S. (2018). The impacts of GDP, trade structure, exchange rate and FDI inflows on China’s carbon emissions. Energy Policy, 120, 347–353
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Le, TH. Drivers of greenhouse gas emissions in ASEAN + 6 countries: a new look. Environ Dev Sustain 23, 18096–18115 (2021). https://doi.org/10.1007/s10668-021-01429-6
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DOI: https://doi.org/10.1007/s10668-021-01429-6