Skip to main content

Advertisement

Log in

Economic growth in selected G20 countries: How do different pollution emissions matter?

  • Published:
Environment, Development and Sustainability Aims and scope Submit manuscript

Abstract

This study incorporates pollutant emissions into the growth model with the presence of institutional quality and exports as control variables. The individual impact of carbon dioxide, nitrogen oxides and sulphur dioxide on G20 countries’ real GDP for the period of 1995–2014 is investigated using pooled mean group (PMG) estimator and fully modified ordinary least square (FMOLS) estimator. Our results suggest a positive relationship between all the pollutant emissions and economic growth in the long run, indicating that environmental degradation is favourable to growth. It is also confirmed that CO2 emissions have the greatest impact on real GDP. Furthermore, institutional quality and economic growth are found to be positively related, confirming the importance of institutional quality in contributing to economic growth. The results also reveal that a positive relationship does exist between exports and economic growth. Similar results are obtained using PMG and FMOLS estimators, indicating that our findings are robust. Our study recommends effective mitigation and adaptation strategies in reducing the threats associated with global climate change.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Institutional subscriptions

Fig. 1

Source: Author calculation from Organisation for Economic Co-operation and Development (OECD) (2018) and World Bank (2018)

Fig. 2

Similar content being viewed by others

Notes

  1. Refer to Atasoy (2017) for details.

  2. Pao and Chen (2019) also use G20 countries as a sample to represent global economic development.

  3. Following Kukla-Gryz (2009), we utilize carbon dioxide (CO2), sulphur dioxide (SOx) and nitrogen oxides (NOx) in the study. These air pollutants are selected to represent the intensity of air pollution which is mainly due to fossil fuel combustion and industrial processes.

  4. The institutional indicator, ‘law and order’ is also adopted in previous studies including Bhattacharyya (2009), Lee and Kim (2009) and Bekhet and Latif (2018).

References

  • Addison, T., & Baliamoune-Lutz, M. (2006). Economic reform when institutional quality is weak: The case of Maghreb. Journal of Policy Modeling, 28, 1029–1043.

    Article  Google Scholar 

  • Aisen, A., & Veiga, F. J. (2013). How does political instability affect economic growth? European Journal of Political Economy, 29, 151–167.

    Article  Google Scholar 

  • Aixala, J., & Fabro, G. (2008). Does the impact of institutional quality on economic growth depend on initial income level? Economic Affairs, 9, 45–49.

    Article  Google Scholar 

  • Ajmi, A. N., Aye, G. C., Balcilar, M., & Gupta, R. (2015). Causality between exports and economic growth in South Africa: Evidence from linear and nonlinear tests. The Journal of Developing Areas, 49(2), 163–181.

    Article  Google Scholar 

  • Ang, J. B. (2008). Economic development, pollutant emissions and energy consumption in Malaysia. Journal of Policy Modeling, 30(2), 271–278.

    Article  Google Scholar 

  • Asghar, N., Qureshi, S., & Nadeem, M. (2015). Institutional quality and economic growth: Panel ARDL analysis for selected developing economies of Asia. South Asian Studies, 30(2), 381.

    Google Scholar 

  • Atasoy, B. S. (2017). Testing the environmental Kuznets curve hypothesis across the US: Evidence from panel mean group estimators. Renewable and Sustainable Energy Reviews, 77, 731–747.

    Article  Google Scholar 

  • Bakari, S., & Krit, M. (2017). The Nexus between exports, imports and economic growth: Evidence from Mauritania. International Journal of Economics and Empirical Research, 5(1), 10–17.

    Google Scholar 

  • Balassa, B. (1978). Exports and economic growth: Further evidence. Journal of Development Economics, 5, 181–189.

    Article  Google Scholar 

  • Bekhet, H. A., & Latif, N. W. A. (2018). The impact of technological innovation and governance institution quality on Malaysia’s sustainable growth: Evidence from a dynamic relationship. Technology in Society, 54, 27–40.

    Article  Google Scholar 

  • Bhattacharyya, S. (2009). Unbundled institutions, human capital and growth. Journal of Comparative Economics, 37(1), 106–120.

    Article  Google Scholar 

  • Blackburne, E. F., & Frank, M. W. (2007). Estimation of nonstationary heterogeneous panels. Stata Journal, 7(2), 197.

    Article  Google Scholar 

  • Borhan, H., Ahmed, E. M., & Hitam, M. (2012). The impact of CO2 on economic growth in ASEAN 8. Procedia Social and Behavioral Sciences, 35, 389–397.

    Article  Google Scholar 

  • Burck, J., Höhne, N., Leipold, G., Marten, F., & Wegner, S. (2015). G20 climate actionA turning point?: An overview of climate mitigation action by the G20 countries. Retrieved from Climate Transparency Website: http://www.climate-transparency.org/wp-content/uploads/2016/02/ClimTransp_FullReport_2015.pdf.

  • Butkiewicz, J. L., & Yanikkaya, H. (2006). Institutional quality and economic growth: Maintenance of rule of law or democratic institutions, or both? Economic Modeling, 23, 648–661.

    Article  Google Scholar 

  • CDIAC. (2018). CDIAC data. Retrieved from http://cdiac.ess-dive.lbl.gov/data/.

  • Collier, P. (2000). Ethnicity, politics, and economic performance. Economics and Politics, 12(3), 225–245.

    Article  Google Scholar 

  • Coondoo, D., & Dinda, S. (2002). Causality between income and emissions: A country group-specific econometric analysis. Ecological Economics, 40, 351–367.

    Article  Google Scholar 

  • Dinda, S. (2009). Climate change and human insecurity. International Journal of Global Environmental, 9(1/2), 103–109.

    Google Scholar 

  • Easterly, W. (2001). Can institutions resolve ethnic conflict? Economic Development and Cultural Change, 49(4), 687–706.

    Article  Google Scholar 

  • Edwards, S. (1998). Openness, productivity and growth: What do we really know? Economic Journal, 108, 383–398.

    Article  Google Scholar 

  • Emmanuel, A. (1972). Unequal exchange, a study of imperialism of trade. London/New York: New Left Book/Monthly Review Press.

    Google Scholar 

  • Engle, R. F., & Granger, C. W. (1987). Co-integration and error correction: representation, estimation, and testing. Econometrica: Journal of the Econometric Society, 55(2), 251–276.

    Article  Google Scholar 

  • Fernández-Amador, O., Francois, J. F., Oberdabernig, D. A., & Tomberger, P. (2017). Carbon dioxide emissions and economic growth: An assessment based on production and consumption emission inventories. Ecological Economics, 135, 269–279.

    Article  Google Scholar 

  • Ferrini, L. (2012). The importance of institutions to economic development. E-International Relations Students.

  • Frankel, J. A., & Romer, D. (1999). Does trade cause growth. American Economic Review, 89, 379–399.

    Article  Google Scholar 

  • G20. (2018). About the G20. Retrieved from https://www.g20.org/en/g20/what-is-the-g20

  • Giles, A. J., & Williamson, L. C. (2000). Export-led growth: A survey of the empirical literature and some non-causality results. University of Victoria Econometric Working Paper EWP0001. Canada: University of Victoria.

  • Global Risks Report. (2016). The global risks report 2016. Retrieved from http://www3.weforum.org/docs/GRR/WEF_GRR16.pdf.

  • Goh, S. K., Sam, C. Y., & McNown, R. (2017). Re-examining foreign direct investment, exports, and economic growth in Asian economies using a bootstrap ARDL test for cointegration. Journal of Asian Economics, 51, 12–22.

    Article  Google Scholar 

  • Grossman, G. M., & Krueger, A. B. (1991). Environmental impacts of a North American Free Trade Agreement, National Bureau of Economic Research No. 3914. Cambridge MA: National Bureau of Economic Research.

  • Gürlük, S. (2009). Economic growth, industrial pollution and human development in the Mediterranean Region. Ecological Economics, 68(8–9), 2327–2335.

    Article  Google Scholar 

  • Hall, R. E., & Jones, C. I. (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 

  • Hansen, B. E., & Phillips, P. C. (1990). Estimation and inference in models of cointegration: A simulation study. Advances in Econometrics, 8(1989), 225–248.

    Google Scholar 

  • Hasan, I., Wachtel, P., & Zhou, M. (2009). Institutional development, financial deepening and economic growth: Evidence from China. Journal of Banking & Finance, 33, 157–170.

    Article  Google Scholar 

  • Im, K. S., Pesaran, M. H., & Shin, Y. (2003). Testing for unit roots in heterogeneous panels. Journal of econometrics, 115(1), 53–74.

    Article  Google Scholar 

  • Jaffe, D. (1985). Export dependence and economic growth: A reformulation and respecification. Social Forces, 64, 102–118.

    Article  Google Scholar 

  • Jude, C., & Levieuge, G. (2017). Growth effect of foreign direct investment in developing economies: The role of institutional quality. The World Economy, 40(4), 715–742.

    Article  Google Scholar 

  • Kao, C. (1999). Spurious regression and residual-based tests for cointegration in panel data. Journal of econometrics, 90(1), 1–44.

    Article  Google Scholar 

  • Ketterer, T. D., & Rodríguez-Pose, A. (2018). Institutions vs. ‘first-nature’geography: What drives economic growth in Europe’s regions? Papers in Regional Science, 97, S25–S62.

    Article  Google Scholar 

  • Knack, S., & Keefer, P. (1995). Institutions and economic performance: Cross-country test using alternative institutional measures. Economics and Politics, 7(3), 207–227.

    Article  Google Scholar 

  • Knutsen, C. H. (2012). Democracy, state capacity, and economic growth. World Development, 43, 1–18.

    Article  Google Scholar 

  • Konya, L. (2006). Exports and growth: Granger causality analysis on OECD countries with a panel data approach. Economic Modeling, 23, 978–992.

    Article  Google Scholar 

  • Kukla-Gryz, A. (2009). Economic growth, international trade and air pollution: A decomposition analysis. Ecological Economics, 68(5), 1329–1339.

    Article  Google Scholar 

  • Lægreid, O. M., & Povitkina, M. (2018). Do political institutions moderate the GDP-CO2 relationship? Ecological Economics, 145, 441–450.

    Article  Google Scholar 

  • Lau, L. S., Choong, C. K., & Eng, Y. K. (2014). Carbon dioxide emission, institutional quality, and economic growth: Empirical evidence in Malaysia. Renewable Energy, 68, 276–281.

    Article  CAS  Google Scholar 

  • Lean, H. H., & Smyth, R. (2009). On the dynamics of aggregate output, electricity consumption and exports in Malaysia: Evidence from multivariate Granger causality test. Journal of Applied Energy, 87(6), 1963–1971.

    Article  Google Scholar 

  • Lean, H. H., & Smyth, R. (2010). CO2 emissions, electricity consumption and output in ASEAN. Applied Energy, 87(6), 1858–1864.

    Article  CAS  Google Scholar 

  • Lee, K., & Kim, B. Y. (2009). Both institutions and policies matter but differently for different income groups of countries: Determinants of long-run economic growth revisited. World Development, 37(3), 533–549.

    Article  Google Scholar 

  • Levin, A., Lin, C. F., & Chu, C. (2002). Unit root tests in panel data: Asymptotic and finite-sample properties. Journal of Econometrics, 108, 1–24.

    Article  Google Scholar 

  • Maddala, G. S., & Wu, S. (1999). A comparative study of unit root tests with panel data and a new simple test. Oxford Bulletin of Economics and Statistics, 61, 631–652.

    Article  Google Scholar 

  • Omri, A., Daly, S., Rault, C., & Chaibi, A. (2015). Financial development, environmental quality, trade and economic growth: What causes what in MENA countries. Energy Economics, 48, 242–252.

    Article  Google Scholar 

  • Organisation for Economic Co-operation and Development (OECD). (2018). Air and GHG emissions database. Retrieved from https://data.oecd.org/air/air-and-ghg-emissions.htm.

  • Pao, H. T., & Chen, C. C. (2019). Decoupling strategies: CO2 emissions, energy resources, and economic growth in the group of twenty. Journal of Cleaner Production, 206, 907–919.

    Article  CAS  Google Scholar 

  • Pedroni, P. (1999). Critical values for cointegration tests in heterogeneous panels with multiple regressors. Oxford Bulletin of Economics and Statistics, 61(S1), 653–670.

    Article  Google Scholar 

  • Pedroni, P. (2004). Panel cointegration: Asymptotic and finite sample properties of pooled time series tests with an application to the PPP hypothesis. Econometric Theory, 20(3), 597–625.

    Article  Google Scholar 

  • Pesaran, M. H., Shin, Y., & Smith, R. P. (1999). Pooled mean group estimation of dynamic heterogeneous panels. Journal of the American Statistical Association, 94(446), 621–634.

    Article  Google Scholar 

  • Pesaran, M. H., & Smith, R. (1995). Estimating long-run relationships from dynamic heterogeneous panels. Journal of Econometrics, 68(1), 79–113.

    Article  Google Scholar 

  • Phillips, P. C., & Moon, H. R. (1999). Linear regression limit theory for nonstationary panel data. Econometrica, 67(5), 1057–1111.

    Article  Google Scholar 

  • Pistoresi, B., & Rinaldi, A. (2012). Exports, imports and growth: New evidence on Italy (1863–2004). Explorations in Economic History, 49, 241–254.

    Article  Google Scholar 

  • Prebisch, R. (1962). The economic development of Latin America and its principal problems. New York: United Nations.

    Google Scholar 

  • Rodrik, D., Subramanian, A., & Trebbi, F. (2004). Institutions rule: The primacy of institutions over geography and integration in economic development. Journal of Economic Growth, 9(2), 131–165.

    Article  Google Scholar 

  • Stern, D. I., Common, M. S., & Barbier, E. B. (1996). Economic growth and environmental degradation: The environmental Kuznets curve and sustainable development. World Development, 24(7), 1151–1160.

    Article  Google Scholar 

  • UNICEF. (2020). Environment and climate change. Retrieved from https://www.unicef.org/environment-and-climate-change.

  • WHO. (2020). Air pollution. Retrieved from https://www.who.int/health-topics/air-pollution#tab=tab_1.

  • World Bank. (2018). World development indicator (WDI) database. Retrieved from http://databank.worldbank.org/data/source/world-development-indicators#.

  • Young, A. T., & Sheehan, K. M. (2014). Foreign aid, institutional quality, and growth. European Journal of Political Economy, 36, 195–208.

    Article  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Chin-Yu Lee.

Additional information

Publisher's Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Appendix: Summary studies showing the determinants of economic growth

Appendix: Summary studies showing the determinants of economic growth

Authors

Period

Countries

Variables

Methodology

Results

Fernández-Amador et al. (2017)

1997–2011

66 countries and 12 composite regions, covering a total of 178 economies

CO2; income; population density; openness; polity; human development index; value-added industry; value-added services; fossil rents; fossil fuels; nuclear

Linear regression; two-stage GMM; threshold regression

There is no inverted-U-shaped relationship between carbon emission and economic development

Grossman and Krueger (1991)

1977–1988

42 countries

Per capita GDP; desert; coast; central city: industrial; residential; population density; communist; trade intensity; sulphur dioxide; darker matter (smoke)

Random effects estimation

Increases per capita GDP at lower levels of national income will causes concentration of two pollutants (sulphur dioxide and smoke) to be increased, but with GDP growth at higher levels of income the concentrations of two pollutions will decrease

Gürlük (2009)

1970–2006

15 Mediterranean countries

Biological oxygen demand; GDP; human development index

OLS regression

A modified human development index (MHDI) can be a policy indicator in EKC analyses

Omri et al. (2015)

1990–2011

12 MENA countries

Trade; financial development; per capita GDP; CO2 emissions; per capita capital stock; urbanization; inflation; FDI; energy consumption

Simultaneous equation GMM estimation

The causality between CO2 emissions and economic growth is bidirectional

Borhan et al. (2012)

1965–2010

ASEAN 8

Air pollution; GDP per capita; population density; labour; government expenditure; foreign direct investment; fixed capital investment; net export

Two-stage least square (2SLS)

There is a simultaneous relationship between air pollution and income

Lean and Smyth (2009)

1971–2006

Malaysia

Electricity consumption per capita; real GDP per capita; real exports per capita; labour force participation rate; real gross capital formation per capita

ARDL bounds cointegration test; Granger causality test

There is a Granger causality running from exports to aggregate output as stated in export-led hypothesis

Coondoo and Dinda (2002)

1960–1990

88 countries

Per capita CO2; per capita real GDP

Granger causality test

Different country groups will have different types of income emission causality

Dinda (2009)

1960–1990

88 countries

Per capita real GDP; per capita CO2;

Granger causality test

Environment and economic growth show causal linkage

Asghar et al. (2015)

1990–2013

13 developing economies of Asia

GDP growth; capital; labour; human capital; institutional quality; trade openness

Panel ARDL; panel causality test

There is a need to improve institutional quality to increase economic growth in selected Asian developing countries

Hall and Jones (1999)

1988

127 countries

Output; labour; educational attainment; physical capital

OLS; IV regression

Differences in social infrastructure in terms of institutions and government policies can make capital accumulation, productivity and output per worker to be different

Ketterer and Rodríguez-Pose (2018)

1995–2009

EU-15

GDP per capita; gross fixed capital formation; population growth rate; institutional quality; geographical

OLS; 2SLS; IV GMM

The role plays by regional institutional conditions is important for shaping regional economic growth prospects

Lægreid and Povitkina (2018)

1972–2014

156 countries

CO2 emissions per capita; incorrupt democracy; oil production per capita; GDP per capita; population

Dynamic common correlated effects (DCCE)

Political institutions can be considered as a moderator for gaining explanatory leverage of CO2 emission in the models

Rodrik et al. (2004)

1995

137 countries

Income per capital; institutions; integration; geography

OLS; IV estimate

Controlled the effect of institutions will make the direct effect of integration and geography to become no and weak, respectively

Young and Sheehan (2014)

1970–2010

116 countries

Real GDP per capita growth; economic Freedom; foreign aid; institutional quality; oil production; investment-to-GDP ratio; population growth rate; human capital; urban population share

OLS; 2SLS estimations

Decreases in economic institutional quality will lower the growth rates of economic

Knack and Keefer (1995)

1974–1989

97 countries

Institutional; GDP per capita growth; private investment; government consumption; school enrolment

OLS

Property rights that protected by institutions are crucial for economic and investment

Knutsen (2012)

1972–2004

45 sub-Saharan African states

Democracy; real GDP per capita; population size; political stability; ethnic fractionalization

OLS; FE; GMM

There is a positive effect of democracy on the growth in sub-Saharan Africa

Hasan, Wachtel and Zhou (2009)

1986–2002

China (31 provinces)

Per capita real GDP; exports; secondary school enrolment; bank loans; equity and debt issuance; private-sector presence; rule of law; awareness of property rights; relative pluralism

Two-step system GMM

Stronger growth can be associated with the development of financial markets, legal environment, awareness of property rights and political pluralism

Jude and Levieuge (2017)

1984–2009

93 developing countries

Growth; FDI; GDP per capita; population growth; domestic investment; trade openness; government consumption; inflation; human capital; institutional quality

GMM estimator; panel smooth transition regression

The effect of FDI on economic growth in developing countries can be modulated by institutional quality

Aisen and Veiga (2013)

1960–2004

169 countries

GDP per capita; investment; human capital; population growth; trade; inflation; government; political instability; institutional

System GMM estimator

High degrees of political instability will lower the growth rates of GDP per capita

Addison and Baliamoune-Lutz (2006)

1975–1999

3 Maghreb countries

Income per capita; institutional quality; trade reform; financial reform

Random effects estimation; fixed effects estimation

Partial improvement of low institutional quality may have negative effects on income per capita, with financial and trade reforms

Aixala and Fabro (2008)

1975–2000

62 rich countries and 94 poor countries

Per capita GDP; annual growth of the population; gross fixed capital formation as a percentage of GDP; rate of secondary school enrolment; institutional quality

OLS: ordinary least squares; 2SLS: two-stage least squares; GMM: generalized method of moments

Rule of law is fundamental for rich countries, while control of corruption is fundamental for poor countries

Butkiewicz and Yanikkaya (2006)

1970–1999

100 countries

Growth rate of real output; real GDP per capita; physical capital stock per person; human capital per person; rule of law; democracy; trade intensity ratios

Seemingly unrelated regression (SUR) estimates; three-stage least squares (3SLS)

Increases in real economic growth can be caused by maintenance of the rule of law and democratic institutions

Balassa (1978)

1960–1973

11 countries

Gross national product; labour; exports; purchasing power; domestic investment; foreign investment

OLS regression

The contribution of export growth on rate of economic growth is more than domestic and foreign capital and labour

Edwards (1998)

1960–1990

93 countries

Real GDP; physical capital; human capital; Openness;

Weighted least squares; instrumental weighted least squares

Faster productivity growth tends to associate with more open countries

Ajmi et al. (2015)

1911–2011

South Africa

GDP; exports

Nonlinear Granger causality test

There is episodic and nonlinear causal relation between exports and GDP

Lean and Smyth (2010)

1980–2006

5 ASEAN countries

Electricity consumption per capita; real GDP per capita; carbon dioxide emissions per capita

Panel DOLS; panel Granger causality

There is a nonlinear relationship between emissions and real output as explained by environmental Kuznets curve

Pistoresi and Rinaldi (2012)

1863–2004

Italy

Real GDP; real imports; real exports

Cointegration; Granger causality

There is comovement among real exports, imports and GDP in the long run

Goh et al. (2017)

1970–2012

11 Asian economies

GDP; exports; FDI

ARDL tests of cointegration; Granger causality

FDI and exports are not the sole sources for economic growth in selected Asian economies

Bakari and Krit (2017)

1969–2015

Tunisia

GDP; investment; imports; industrial exports

Cointegration analysis; Granger-Causality

Industrial exports cannot be the source of economic growth in Tunisia

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Yiew, TH., Lee, CY. & Lau, LS. Economic growth in selected G20 countries: How do different pollution emissions matter?. Environ Dev Sustain 23, 11451–11474 (2021). https://doi.org/10.1007/s10668-020-01121-1

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s10668-020-01121-1

Keywords

Navigation