Environmental Sustainability in BRICS Economies: The Nexus of Technology Innovation, Economic Growth, Financial Development, and Renewable Energy Consumption
Abstract
:1. Introduction
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- How can financial development, economic growth, technological innovation, and renewable energy consumption impact the environmental sustainability in BRICS countries?
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- What is the function of trade openness in mediating the relationship between economic growth, technical innovation, financial development, renewable energy usage, and environmental sustainability in BRICS countries?
2. Literature Review
2.1. Financial Development and Environmental Sustainability
2.2. Economic Growth and Environmental Sustainability
2.3. Renewable Energy Consumption and Environmental Sustainability
2.4. Technological Innovation and Environmental Sustainability
2.5. Trade Openness and Environmental Sustainability
2.6. Financial Development and Trade Openness
2.7. Economic Growth and Trade Openness
2.8. Renewable Energy Consumption and Trade Openness
2.9. Technological Innovation and Trade Openness
2.10. Mediating Role of Trade Openness
3. Research Methodology
3.1. Data Sources and Variables Measurement
3.2. Empirical Model and Analysis
3.3. Conceptual Framework
4. Data Analysis
4.1. Descriptive Statistics
4.2. Pairwise Correlations
4.3. Shapiro–Wilk W Test for Normal Data
4.4. Cross-Sectional Independence Test
4.5. Testing for Slope Heterogeneity
4.6. Hausman Specification Test
4.7. Fixed-Effect Models Results
5. Discussion, Conclusions, and Implications
5.1. Discussion
5.2. Conclusions
5.3. Implications
5.4. Limitations and Suggestions for Future Research
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
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Variables | Abb. | Variables Measurement | Data Source |
---|---|---|---|
Technological Innovations | TINN | Individuals using the Internet (% of the population) | WDI (World Development Indicators) |
Renewable Energy Consumption | EC | % of total final energy consumption | WDI (World Development Indicators) |
Financial Development | FinD | ICT service exports (% of service exports, BOP) | WDI (World Development Indicators) |
Economic Growth | GDP1 | GDP growth (% annual) | WDI (World Development Indicators) |
Trade Openness | OPP | Trade as a % of GDP | WDI (World Development Indicators) |
Environmental Sustainability | CO2 | CO2 Emissions (metric tons per capita) | WDI (World Development Indicators) |
Variable | Obs | Mean | Std. Dev. | Min | Max |
---|---|---|---|---|---|
TINN | 100 | 109.117 | 67.62 | 1 | 226 |
EC | 100 | 98.85 | 66.328 | 1 | 214 |
FinD | 100 | 114.588 | 69.28 | 1 | 234 |
GDP1 | 100 | 115.388 | 68.134 | 1 | 234 |
CO2 | 100 | 101.375 | 68.062 | 1 | 220 |
OPP | 100 | 107.879 | 68.814 | 1 | 227 |
Variables | (1) | (2) | (3) | (4) | (5) | (6) |
---|---|---|---|---|---|---|
(1) TINN | 1.000 | |||||
(2) EC | −0.072 | 1.000 | ||||
(3) FinD | 0.230 | −0.175 | 1.000 | |||
(4) GDP1 | −0.245 | −0.012 | −0.061 | 1.000 | ||
(5) CO2 | 0.238 | 0.178 | 0.058 | −0.234 | 1.000 | |
(6) OPP | −0.260 | 0.319 | −0.102 | 0.365 | −0.196 | 1.000 |
Variable | Obs | W | V | z | Prob > z |
---|---|---|---|---|---|
residuals | 100 | 0.992 | 0.576 | −1.213 | 0.887 |
Pesaran’s test of cross-sectional independence = 4.388, Pr = 0.0000 |
Friedman’s test of cross sectional independence = 37.210, Pr = 0.0001 |
Delta | p-Value | |||
---|---|---|---|---|
6.394 | 0.000 | |||
adj | 7.931 | 0.000 |
Coef. | |
---|---|
Chi-square test value | 4.622 |
p-value | 0.004 |
(1) | (2) | (3) | |
---|---|---|---|
Variables | CO2 | CO2 | CO2 |
TINN | 0.2716 *** | 0.2545 *** | 0.2368 ** |
(0.0481) | (0.0479) | (0.0722) | |
EC | 0.385 *** | 0.360 *** | 0.385 *** |
(0.0499) | (0.0501) | (0.0499) | |
FinD | 0.2361 *** | 0.2135 *** | 0.2349 *** |
(0.0449) | (0.0451) | (0.0450) | |
GDP1 | −0.2370 *** | −0.2418 ** | −0.2342 *** |
(0.0442) | (0.0436) | (0.0445) | |
OPP | 0.230 *** | ||
(0.0458) | |||
OPP∗TINN | 0.30373 *** | ||
(0.0575) | |||
Constant | 55.63 *** | 38.32 *** | 55.31 *** |
(9.749) | (11.58) | (9.775) | |
Observations | 100 | 100 | 100 |
R-squared | 0.632 | 0.656 | 0.633 |
Number of countries | 5 | 5 | 5 |
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Share and Cite
Asif, M.; Li, J.-Q.; Zia, M.A.; Hashim, M.; Bhatti, U.A.; Bhatti, M.A.; Hasnain, A. Environmental Sustainability in BRICS Economies: The Nexus of Technology Innovation, Economic Growth, Financial Development, and Renewable Energy Consumption. Sustainability 2024, 16, 6934. https://doi.org/10.3390/su16166934
Asif M, Li J-Q, Zia MA, Hashim M, Bhatti UA, Bhatti MA, Hasnain A. Environmental Sustainability in BRICS Economies: The Nexus of Technology Innovation, Economic Growth, Financial Development, and Renewable Energy Consumption. Sustainability. 2024; 16(16):6934. https://doi.org/10.3390/su16166934
Chicago/Turabian StyleAsif, Muhammad, Jian-Qiao Li, Muhammad Azam Zia, Muhammad Hashim, Uzair Aslam Bhatti, Mughair Aslam Bhatti, and Ahmad Hasnain. 2024. "Environmental Sustainability in BRICS Economies: The Nexus of Technology Innovation, Economic Growth, Financial Development, and Renewable Energy Consumption" Sustainability 16, no. 16: 6934. https://doi.org/10.3390/su16166934
APA StyleAsif, M., Li, J.-Q., Zia, M. A., Hashim, M., Bhatti, U. A., Bhatti, M. A., & Hasnain, A. (2024). Environmental Sustainability in BRICS Economies: The Nexus of Technology Innovation, Economic Growth, Financial Development, and Renewable Energy Consumption. Sustainability, 16(16), 6934. https://doi.org/10.3390/su16166934