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Investigating the Asymmetric Effect of Economic Growth on Environmental Quality in the Next 11 Countries
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This study investigates the asymmetric cointegration and causal relationships between economic growth, carbon emissions, and energy consumption in the next eleven (11) countries over the period 1972–2013. The nonlinear autoregressive distributed lag (NARDL) bounds testing approach and nonpragmatic Granger causality tests are employed. This research’s empirical results have entrenched vital relationships that have significant policy implications. We affirm nonlinear cointegration among the variables in Bangladesh, Iran, Turkey, and Vietnam. The long-run asymmetric effect outcomes indicate a definite boom in economic growth, significantly increases carbon emission in Turkey, and a decline in Vietnam. Additionally, a positive shock to energy consumption significantly increases the carbon emission in Bangladesh, Iran, and Turkey, but a decrease in emissions in Vietnam. Findings from the Wald test reveal a long-run asymmetric effect between carbon emission and economic growth in Bangladesh, Iran, and Vietnam, and for Iran, an asymmetric short-run impact. Long-run and short-run asymmetric effects between carbon emission and energy consumption in Bangladesh and Iran. In terms of asymmetric causality results, bidirectional causality between carbon emission and economic growth was noted in Bangladesh and Turkey, and a unidirectional causality from economic growth to carbon emission in Egypt and South Korea. Energy consumption causes carbon emission in Bangladesh, Egypt, Pakistan, South Korea, and not vice versa. We determined a bidirectional asymmetric causality relationship between carbon emission and energy consumption in Vietnam and a unidirectional causality link from carbon emissions to Turkey’s energy consumption.
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“Asymmetric effects were formally tested using the Wald test, confirming that the airline industry responds differently to economic expansions and recessions (Ampofo et al., 2021).”
From Passenger and Freight Demand under Macroeconomic Volatility: Evidence from South Korea and The United States (2026) · cites this paper as Ampofo et al., 2021
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Sorted by citations
Jung, N. (2026) · Transport and Telecommunication Journal · doi:10.2478/ttj-2026-0011 · Cited by 1
“Asymmetric effects were formally tested using the Wald test, confirming that the airline industry responds differently to economic expansions and recessions (Ampofo et al., 2021).”
Metadata
- Authors
- Ampofo, G. K. M., Cheng, J., Ayimadu, E. T., & Asante, D. A.
- Affiliations
- China University of Geosciences (CN)
- Corresponding author
- Cheng, Jinhua
- Venue
- Energies
- Publisher
- MDPI AG
- Published
- 2021-01-18
- Volume
- 14
- Issue
- 2
- Pages
- 491
- ISSN
- 1996-1073 (ISSN-L)
- OpenAlex
- W3121704981
- Cited by
- 20
- References
- 6
- Citations by year
- 2026: 1 · 2025: 4 · 2024: 1 · 2023: 2 · 2022: 10 · 2021: 2
- FWCI
- 2.86
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- Energies (publishedVersion, cc-by)
- RePEc: Research Papers in Economics (submittedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Topics
- Social Sciences › Economics, Econometrics and Finance › Economics and Econometrics › Energy, Environment, Economic Growth
- Social Sciences › Economics, Econometrics and Finance › Economics and Econometrics › Climate Change Policy and Economics
- Physical Sciences › Energy › Renewable Energy, Sustainability and the Environment › Energy, Environment, and Transportation Policies
- Keywords
- economic growth, environmental quality, CO2 emissions, energy consumption, asymmetric effects, nonlinear cointegration, Granger causality, developing countries, Bangladesh, Iran, Turkey, Vietnam, Egypt, South Korea, Pakistan
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