Emissions Reduction Policies and Their Effects on Economy
Abstract
:1. Introduction
2. Literature Review
2.1. Cap-and-Trade
2.1.1. Strict Carbon Cap
2.1.2. Cap-and-Offset
2.1.3. Cap-and-Price
2.1.4. Carbon Banking-and-Borrowing
2.2. Carbon Tax
3. Data and Methodology
- Dependent Variable
- Natural log of GDP [Ln(GDP)] at constant prices is considered to measure the economic performance of the countries, which is a part of the analysis. GDP is considered the most widely used parameter for measuring the economic performance of countries.
- Independent Variables
- Natural log of CO2 emissions [Ln(CO2)]; higher emissions reflect more industrial activities contributing to higher GDP.
- Carbon tax (CT) rate is captured as a binary variable where 1 is the countries that have implemented the same and 0 otherwise.
- Control Variables
- Natural log of the population [Ln(P)]; the larger the population, the higher the GDP as more people will be contributing to economic activities keeping other factors stationary.
- R&D intensity (RDI): R&D Intensity is captured using a ratio of R&D as a percentage of GDP. We have assumed that countries spending more on R&D must spend some amount on cleaner technologies in production. Hence, it will have an impact on GDP and emissions. However, it may not capture the direct impact.
- Interaction Variable
- Interactions of CO2 emissions and a carbon tax (Interact CO2 × CT) explain the impact of a carbon tax on emissions. Interact CO2 is a binary variable for a carbon tax to understand the impact of a carbon tax on GDP.
4. Results and Analysis: Relationship between Carbon Reduction Policies, CO2 Emissions, and GDP
5. Conclusions and Policy Implications
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
Appendix A
Country | Year Adopted | Tax Rate |
---|---|---|
Chile | 2014 | USD 5 per tCO2e (2018) |
Costa Rica | 1997 | 3.5% tax on hydrocarbon fossil fuels |
Denmark | 1992 | USD 31 per tCO2e (2014) |
Finland | 1990 | EUR 35 per tCO2e (2013) |
France | 2014 | EUR 7 per tCO2e (2014) |
Iceland | 2010 | USD 10 per tCO2e (2014) |
Ireland | 2010 | EUR 20 per tCO2e (2013) |
Japan | 2012 | USD 2 per tCO2e |
Mexico | 2012 | MXN 10–50 per tCO2e (2014) * |
Norway | 1991 | USD 4–69 per tCO2e (2014) ** |
Portugal | 2014 | EUR 5 per tCO2e (2015) |
South Africa | 2016 | ZAR 120/tCO2 (Proposed tax rate for 2016) *** |
Sweden | 1991 | USD 168 per tCO2e (2014) |
Switzerland | 2008 | USD 68 per tCO2e (2014) |
United Kingdom | 2013 | USD 15.75 per tCO2e (2014) |
Appendix B
Country | Null Hypothesis | Chi-Square Statistics | Prob. | Decision |
---|---|---|---|---|
Argentina | CO2 Emissions do not Granger cause GDP | 8.2106 | 0.016 | Reject |
Argentina | GDP does not cause CO2 emissions | 6.3478 | 0.042 | Reject |
Argentina | Population does not cause GDP | 3.6333 | 0.163 | Accept |
Argentina | GDP does not cause Population | 2.2166 | 0.33 | Accept |
Argentina | A Carbon Tax does not cause GDP | 0.93152 | 0.628 | Accept |
Argentina | GDP does not cause a Carbon Tax | 4.1118 | 0.128 | Accept |
Argentina | CO2 emissions do not cause a Carbon Tax | 648.65 | 0 | Reject |
Argentina | A Carbon Tax does not cause CO2 emissions | 10.538 | 0.005 | Reject |
Canada | CO2 Emissions do not Granger cause GDP | 0.13589 | 0.934 | Accept |
Canada | GDP does not cause CO2 emissions | 0.96564 | 0.617 | Accept |
Canada | Population does not cause GDP | 0.43633 | 0.804 | Accept |
Canada | GDP does not cause Population | 2.2182 | 0.33 | Accept |
Canada | A Carbon Tax does not cause GDP | NA | NA | NA |
Canada | GDP does not cause a Carbon Tax | NA | NA | NA |
Canada | CO2 emissions do not cause a Carbon Tax | NA | NA | NA |
Canada | A Carbon Tax does not cause CO2 emissions | NA | NA | NA |
Chile | CO2 Emissions do not Granger cause GDP | 12.058 | 0.002 | Reject |
Chile | GDP does not cause CO2 emissions | 9.1148 | 0.01 | Reject |
Chile | Population does not cause GDP | 3.363 | 0.186 | Accept |
Chile | GDP does not cause Population | 6.6681 | 0.036 | Reject |
Chile | A Carbon Tax does not cause GDP | 4.7232 | 0.094 | Reject |
Chile | GDP does not cause a Carbon Tax | - | - | - |
Chile | CO2 emissions do not cause a Carbon Tax | 9.7734 | 0.008 | Reject |
Chile | A Carbon Tax does not cause CO2 emissions | 390.5 | 0 | Reject |
Colombia | CO2 Emissions do not Granger cause GDP | 33.318 | 0 | Reject |
Colombia | GDP does not cause CO2 emissions | 5.2206 | 0.074 | Reject |
Colombia | Population does not cause GDP | 5.9142 | 0.052 | Reject |
Colombia | GDP does not cause Population | 0.19033 | 0.909 | Accept |
Colombia | A Carbon Tax does not cause GDP | 5.4695 | 0.065 | NA |
Colombia | GDP does not cause a Carbon Tax | - | - | - |
Colombia | CO2 emissions do not cause a Carbon Tax | 3.2868 | 0.193 | Accept |
Colombia | A Carbon Tax does not cause CO2 emissions | 421.08 | 0 | Reject |
Costa Rica | CO2 Emissions do not Granger cause GDP | 8.2106 | 0.016 | Reject |
Costa Rica | GDP does not cause CO2 emissions | 6.3478 | 0.042 | Reject |
Costa Rica | Population does not cause GDP | 3.6333 | 0.163 | Accept |
Costa Rica | GDP does not cause Population | 2.2166 | 0.33 | Accept |
Costa Rica | A Carbon Tax does not cause GDP | 0.93152 | 0.628 | Accept |
Costa Rica | GDP does not cause a Carbon Tax | 4.1118 | 0.128 | Accept |
Costa Rica | CO2 emissions do not cause a Carbon Tax | 648.65 | 0 | Reject |
Costa Rica | A Carbon Tax does not cause CO2 emissions | 10.538 | 0.005 | Reject |
Denmark | CO2 Emissions do not Granger cause GDP | 6.1507 | 0.046 | Reject |
Denmark | GDP does not cause CO2 emissions | 1.4929 | 0.474 | Accept |
Denmark | Population does not cause GDP | 1.3908 | 0.499 | Accept |
Denmark | GDP does not cause Population | 3.2439 | 0.198 | Accept |
Denmark | A Carbon Tax does not cause GDP | 0.22421 | 0.894 | Accept |
Denmark | GDP does not cause a Carbon Tax | 2.4844 | 0.647 | Accept |
Denmark | CO2 emissions do not cause a Carbon Tax | 1.6834 | 0.431 | Accept |
Denmark | A Carbon Tax does not cause CO2 emissions | 3.0526 | 0.217 | Accept |
Finland | CO2 Emissions do not Granger cause GDP | 12.477 | 0.002 | Reject |
Finland | GDP does not cause CO2 emissions | 0.6814 | 0.711 | Reject |
Finland | Population does not cause GDP | 2.6028 | 0.272 | Accept |
Finland | GDP does not cause Population | 0.98397 | 0.611 | Accept |
Finland | A Carbon Tax does not cause GDP | 6.0124 | 0.049 | Reject |
Finland | GDP does not cause a Carbon Tax | 5.0905 | 0.278 | Accept |
Finland | CO2 emissions do not cause A Carbon Tax | 1.9885 | 0.37 | Accept |
Finland | A Carbon Tax does not cause CO2 emissions | 8.534 | 0.014 | Reject |
France | CO2 Emissions do not Granger cause GDP | 84.445 | 0 | Reject |
France | GDP does not cause CO2 emissions | 0.32609 | 0.85 | Accept |
France | Population does not cause GDP | 3.423 | 0.181 | Accept |
France | GDP does not cause Population | 0.51664 | 0.772 | Accept |
France | A Carbon Tax does not cause GDP | 1.6658 | 0.435 | Accept |
France | GDP does not cause a Carbon Tax | 2.3012 | 0.681 | Accept |
France | CO2 emissions do not cause A Carbon Tax | 0.13981 | 0.932 | Accept |
France | A Carbon Tax does not cause CO2 emissions | 4.9053 | 0.086 | Reject |
Iceland | CO2 Emissions do not Granger cause GDP | 1.6598 | 0.436 | Accept |
Iceland | GDP does not cause CO2 emissions | 0.29303 | 0.864 | Accept |
Iceland | Population does not cause GDP | 0.61628 | 0.735 | Accept |
Iceland | GDP does not cause Population | 0.02472 | 0.988 | Accept |
Iceland | A Carbon Tax does not cause GDP | NA | NA | NA |
Iceland | GDP does not cause a Carbon Tax | NA | NA | NA |
Iceland | CO2 emissions do not cause A Carbon Tax | NA | NA | NA |
Iceland | A Carbon Tax does not cause CO2 emissions | NA | NA | NA |
Ireland | CO2 Emissions do not Granger cause GDP | 0.82113 | 0.663 | Accept |
Ireland | GDP does not cause CO2 emissions | 2.4029 | 0.301 | Accept |
Ireland | Population does not cause GDP | 2.6568 | 0.265 | Accept |
Ireland | GDP does not cause Population | 1.4608 | 0.482 | Accept |
Ireland | A Carbon Tax does not cause GDP | 4.6515 | 0.098 | Reject |
Ireland | GDP does not cause a Carbon Tax | 18.341 | 0.72 | Accept |
Ireland | CO2 emissions do not cause A Carbon Tax | 0.65586 | 0.72 | Accept |
Ireland | A Carbon Tax does not cause CO2 emissions | 0.46979 | 0.791 | Accept |
Japan | CO2 Emissions do not Granger cause GDP | 15.454 | 0 | Reject |
Japan | GDP does not cause CO2 emissions | 0.8175 | 0.664 | Accept |
Japan | Population does not cause GDP | 2.5384 | 0.281 | Accept |
Japan | GDP does not cause Population | 10.856 | 0.004 | Reject |
Japan | A Carbon Tax does not cause GDP | 2.2478 | 0.325 | Accept |
Japan | GDP does not cause a Carbon Tax | 0.59025 | 0.744 | Accept |
Japan | CO2 emissions do not cause A Carbon Tax | 0.96169 | 0.618 | Accept |
Japan | A Carbon Tax does not cause CO2 emissions | 1.1893 | 0.552 | Accept |
Mexico | CO2 Emissions do not Granger cause GDP | 19.007 | 0 | Reject |
Mexico | GDP does not cause CO2 emissions | 0.68407 | 0.71 | Accept |
Mexico | Population does not cause GDP | 0.67885 | 0.712 | Accept |
Mexico | GDP does not cause Population | 0.68407 | 0.71 | Accept |
Mexico | A Carbon Tax does not cause GDP | 0.66916 | 0.716 | Accept |
Mexico | GDP does not cause a Carbon Tax | 6.2272 | 0.183 | Accept |
Mexico | CO2 emissions do not cause A Carbon Tax | 4.2193 | 0.121 | Accept |
Mexico | A Carbon Tax does not cause CO2 emissions | 4.9897 | 0.083 | Reject |
Norway | CO2 Emissions do not Granger cause GDP | 14.284 | 0.001 | Reject |
Norway | GDP does not cause CO2 emissions | 0.86477 | 0.649 | Accept |
Norway | Population does not cause GDP | 11.625 | 0.003 | Reject |
Norway | GDP does not cause Population | 0.1561 | 0.925 | Accept |
Norway | A Carbon Tax does not cause GDP | 3.0999 | 0.212 | Accept |
Norway | GDP does not cause a Carbon Tax | 8.2498 | 0.128 | Accept |
Norway | CO2 emissions do not cause A Carbon Tax | 1.9002 | 0.387 | Accept |
Norway | A Carbon Tax does not cause CO2 emissions | 1.7274 | 0.422 | Accept |
Poland | CO2 Emissions do not Granger cause GDP | 66.478 | 0 | Reject |
Poland | GDP does not cause CO2 emissions | 3.9667 | 0.138 | Accept |
Poland | Population does not cause GDP | 3.9543 | 0.138 | Accept |
Poland | GDP does not cause Population | 2.465 | 0.292 | Accept |
Poland | A Carbon Tax does not cause GDP | 2.3717 | 0.305 | Accept |
Poland | GDP does not cause a Carbon Tax | 1.457 | 0.834 | Accept |
Poland | CO2 emissions do not cause A Carbon Tax | 0.95056 | 0.622 | Accept |
Poland | A Carbon Tax does not cause CO2 emissions | 0.51505 | 0.773 | Accept |
Portugal | CO2 Emissions do not Granger cause GDP | 60.574 | 0 | Reject |
Portugal | GDP does not cause CO2 emissions | 0.47996 | 0.787 | Accept |
Portugal | Population does not cause GDP | 1.1788 | 0.555 | Accept |
Portugal | GDP does not cause Population | 3.833 | 0.147 | Accept |
Portugal | A Carbon Tax does not cause GDP | 1.8702 | 0.393 | Accept |
Portugal | GDP does not cause a Carbon Tax | 3.0723 | 0.215 | Accept |
Portugal | CO2 emissions do not cause A Carbon Tax | 0.40092 | 0.818 | Accept |
Portugal | A Carbon Tax does not cause CO2 emissions | 3.9024 | 0.142 | Accept |
South Africa | CO2 Emissions do not Granger cause GDP | 120.03 | 0 | Reject |
South Africa | GDP does not cause CO2 emissions | 4.4186 | 0.352 | Accept |
South Africa | Population does not cause GDP | 17.271 | 0.002 | Reject |
South Africa | GDP does not cause Population | 10.962 | 0.027 | Reject |
South Africa | A Carbon Tax does not cause GDP | NA | NA | NA |
South Africa | GDP does not cause a Carbon Tax | NA | NA | NA |
South Africa | CO2 emissions do not cause a Carbon Tax | NA | NA | NA |
South Africa | A Carbon Tax does not cause CO2 emissions | NA | NA | NA |
Spain | CO2 Emissions do not Granger cause GDP | 69.869 | 0 | Reject |
Spain | GDP does not cause CO2 emissions | 3.6909 | 0.158 | Accept |
Spain | Population does not cause GDP | 1.7574 | 0.415 | Accept |
Spain | GDP does not cause Population | 4.0514 | 0.132 | Accept |
Spain | A Carbon Tax does not cause GDP | 3.2777 | 0.194 | Accept |
Spain | GDP does not cause a Carbon Tax | 3.3761 | 0.497 | Accept |
Spain | CO2 emissions do not cause A Carbon Tax | 2.5027 | 0.286 | Accept |
Spain | A Carbon Tax does not cause CO2 emissions | 11.537 | 0.003 | Reject |
Sweden | CO2 Emissions do not Granger cause GDP | 5.8116 | 0.055 | Reject |
Sweden | GDP does not cause CO2 emissions | 2.8163 | 0.245 | Accept |
Sweden | Population does not cause GDP | 2.5932 | 0.273 | Accept |
Sweden | GDP does not cause Population | 1.7684 | 0.413 | Accept |
Sweden | A Carbon Tax does not cause GDP | 3.9837 | 0.136 | Accept |
Sweden | GDP does not cause a Carbon Tax | 0.59677 | 0.963 | Accept |
Sweden | CO2 emissions do not cause A Carbon Tax | 0.23204 | 0.89 | Accept |
Sweden | A Carbon Tax does not cause CO2 emissions | 1.5131 | 0.469 | Accept |
Switzerland | CO2 Emissions do not Granger cause GDP | 30.602 | 0 | Reject |
Switzerland | GDP does not cause CO2 emissions | 4.8329 | 0.089 | Reject |
Switzerland | Population does not cause GDP | 1.8377 | 0.399 | Accept |
Switzerland | GDP does not cause Population | 14.594 | 0.001 | Reject |
Switzerland | A Carbon Tax does not cause GDP | 12.344 | 0.002 | Reject |
Switzerland | GDP does not cause a Carbon Tax | 5.7673 | 0.217 | Accept |
Switzerland | CO2 emissions do not cause A Carbon Tax | 0.992 | 0.609 | Accept |
Switzerland | A Carbon Tax does not cause CO2 emissions | 1.7385 | 0.419 | Accept |
Ukraine | CO2 Emissions do not Granger cause GDP | 1.2373 | 0.539 | Accept |
Ukraine | GDP does not cause CO2 emissions | 2.1411 | 0.343 | Accept |
Ukraine | Population does not cause GDP | 12.194 | 0.002 | Reject |
Ukraine | GDP does not cause Population | 0.24094 | 0.887 | Accept |
Ukraine | A Carbon Tax does not cause GDP | 1.9846 | 0.371 | Accept |
Ukraine | GDP does not cause a Carbon Tax | 4.0877 | 0.394 | Accept |
Ukraine | CO2 emissions do not cause A Carbon Tax | 0.23849 | 0.888 | Accept |
Ukraine | A Carbon Tax does not cause CO2 emissions | 0.39178 | 0.822 | Accept |
UK | CO2 Emissions do not Granger cause GDP | 89.732 | 0 | Reject |
UK | GDP does not cause CO2 emissions | 0.30143 | 0.86 | Accept |
UK | Population does not cause GDP | 1.4386 | 0.487 | Accept |
UK | GDP does not cause Population | 0.36131 | 0.835 | Accept |
UK | A Carbon Tax does not cause GDP | NA | NA | NA |
UK | GDP does not cause a Carbon Tax | NA | NA | NA |
UK | CO2 emissions do not cause A Carbon Tax | NA | NA | NA |
UK | A Carbon Tax does not cause CO2 emissions | NA | NA | NA |
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Accept | Reject | Grand Total | |
---|---|---|---|
Carbon Tax does not Granger cause CO2 emissions | 9 | 8 | 17 |
Carbon Tax does not Granger cause GDP | 12 | 4 | 16 |
CO2 emissions do not Granger cause GDP | 4 | 17 | 21 |
CO2 emissions do not Granger cause Carbon tax | 14 | 3 | 17 |
GDP does not Granger causes carbon tax | 15 | 15 | |
GDP does not Granger cause CO2 emissions | 15 | 6 | 21 |
GDP does not Granger cause Population | 17 | 4 | 21 |
Population does not Granger cause GDP | 17 | 4 | 21 |
Variables | Pooled OLS | Static Panel Data Estimation | |
---|---|---|---|
Fixed Effects | Random Effects | ||
Ln(CO2) | 0.676 (3.32) *** | 0.582 (4.54) *** | 0.589 (5.12) *** |
CT | 4.851 (7.62) *** | 1.477 (3.41) *** | 1.495 (3.49) *** |
(Interact CO2) × (CT) | −0.415 (−7.30) *** | −0.106 (−3.12) ** | −0.108 (−3.91) *** |
Ln(P) | 0.162 (5.27) *** | 0.193 (4.58) *** | 0.193 (4.52) *** |
RDI | 0.252 (9.92) *** | 0.108 (5.39) *** | 0.109 (5.41) *** |
Constant | 15.762 (13.35) *** | 16.445 (12.71) *** | 16.377 (14.94) *** |
No. of observations | 626 | 626 | 626 |
F Statistics/Wald Χ2 | 931.699 *** | 41.88 *** | 245.92 *** |
R2 | 0.788 | 0.762 | 0.762 |
Hausman Test | Χ2 = 3.14, Prob > chi square = 0.542 (RE chosen over FE) | ||
B-P LM test for random effects | Χ2 (01) = 0.01 Pr > χ2: 0.461 (Pool OLS have chosen over RE) |
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Gurtu, A.; Vyas, V.; Gurtu, A. Emissions Reduction Policies and Their Effects on Economy. J. Risk Financial Manag. 2022, 15, 404. https://doi.org/10.3390/jrfm15090404
Gurtu A, Vyas V, Gurtu A. Emissions Reduction Policies and Their Effects on Economy. Journal of Risk and Financial Management. 2022; 15(9):404. https://doi.org/10.3390/jrfm15090404
Chicago/Turabian StyleGurtu, Apoorva, Vidhisha Vyas, and Amulya Gurtu. 2022. "Emissions Reduction Policies and Their Effects on Economy" Journal of Risk and Financial Management 15, no. 9: 404. https://doi.org/10.3390/jrfm15090404
APA StyleGurtu, A., Vyas, V., & Gurtu, A. (2022). Emissions Reduction Policies and Their Effects on Economy. Journal of Risk and Financial Management, 15(9), 404. https://doi.org/10.3390/jrfm15090404