From Finance to Footprints: Environmental Taxes and the Finance–Environment Nexus in Sub-Saharan Africa
Abstract
1. Introduction
2. Literature Review
2.1. Financial Development and Environmental Sustainability in Sub-Saharan Africa
2.2. Environmental Taxation and Environmental Quality
2.3. Institutional Quality and Environmental Outcomes
2.4. Environmental Taxes as Fiscal Instruments in African Economies
2.5. Theoretical Framework
3. Methodology
3.1. Model Specification
3.2. Measurement of Variables
3.3. Estimation Techniques and Diagnostic Strategy
4. Results
4.1. Descriptive Statistics
4.2. Diagnostics Tests
4.2.1. Correlation Analysis
4.2.2. Variance Inflation Factor (VIF) Test
4.2.3. Stationarity Test
4.2.4. Summary of Key Diagnostics
4.3. Inferential Statistics
5. Discussion
5.1. Economic Implications
5.2. Theoretical and Practical Implications
5.3. Policy Implications
6. Conclusions
Limitations and Future Research
Author Contributions
Funding
Institutional Review Board Statement
Data Availability Statement
Conflicts of Interest
References
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| Variable | Definition | Unit | Source |
|---|---|---|---|
| ENVSUS | Ecological footprint index used as a proxy for environmental pressure | Index (0–1) | Global Footprint Network |
| FDEV | Financial development was measured using the financial development index (depth, access, efficiency) | Index (0–1) | World Bank Global Financial Development Database |
| FDI | Foreign direct investment inflows (% of GDP) | % of GDP | WDI |
| GOVEXP | Government expenditure (% of GDP) | % of GDP | WDI |
| POPG | Population density | Persons per km2 | WDI |
| REGQTY | Regulatory quality index measuring institutional effectiveness | Index (−2.5 to +2.5) | WGI |
| ENVTAX | Environmental tax revenue | % of GDP | OECD |
| (FDEVit × ENVTAXit) | This captures the extent to which environmental taxation conditions the effect of financial development on environmental pressure across countries and over time | N/A | Section 3.1 |
| ENVSUS | ENVTAX | FDEV | FDI | GOVEXP | POPG | REGQTY | |
|---|---|---|---|---|---|---|---|
| Mean | 0.94 | 2.70 | 0.19 | 4.16 | 14.65 | 1.90 | −0.37 |
| Median | 0.75 | 1.43 | 0.12 | 2.96 | 13.71 | 1.94 | −0.30 |
| Maximum | 2.38 | 21.92 | 0.59 | 30.45 | 32.53 | 2.76 | 0.75 |
| Minimum | 0.35 | 0.00 | 0.08 | −11.19 | 2.83 | 0.46 | −1.16 |
| Std. Dev. | 0.51 | 3.91 | 0.13 | 5.38 | 5.77 | 0.53 | 0.40 |
| Skewness | 1.39 | 3.04 | 1.72 | 2.56 | 0.70 | −1.09 | 0.14 |
| Kurtosis | 3.89 | 12.2 | 4.98 | 12.0 | 3.37 | 4.22 | 2.38 |
| Jarque–Bera | 70.41 | 995.8 | 130.2 | 886.7 | 17.1 | 51.7 | 3.82 |
| Probability | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.15 |
| Observations | 198 | 198 | 198 | 198 | 198 | 198 | 198 |
| ENVSUS | ENVTAX | FDEV | FDI | GOVEXP | POPG | REGQTY | |
|---|---|---|---|---|---|---|---|
| ENVSUS | 1.00 | −0.06 | 0.57 | 0.17 | −0.05 | −0.58 | 0.29 |
| ENVTAX | 1.00 | 0.12 | −0.15 | 0.09 | 0.13 | −0.02 | |
| FDEV | 1.00 | −0.09 | 0.60 | 0.07 | 0.53 | ||
| FDI | 1.00 | −0.19 | −0.39 | 0.01 | |||
| GOVEXP | 1.00 | 0.20 | 0.18 | ||||
| POPG | 1.00 | 0.35 | |||||
| REGQTY | 1.00 |
| Coefficient | Uncentered | |
|---|---|---|
| Variable | Variance | VIF |
| ENVTAX | 3.25 × 10−6 | 1.226885 |
| FDEV | 0.180914 | 1.639985 |
| FDI | 2.80 × 10−6 | 1.415811 |
| GOVEXP | 1.51 × 10−5 | 1.684340 |
| POPG | 0.026929 | 2.255901 |
| REGQTY | 0.001880 | 1.222345 |
| Series | Transformation Tested | ADF–Fisher χ2 | p-Value | Choi Z-Stat | p-Value | Stationarity Decision | Implied Integration Order |
|---|---|---|---|---|---|---|---|
| POPG | Level | 37.637 | 0.020 | −2.495 | 0.006 | Stationary at level | I(0) |
| ENVTAX | First difference D(ENVTAX) | 66.999 | 0.000 | −5.447 | 0.000 | Stationary after differencing | I(1) |
| REGQTY | First difference D(REGQTY) | 72.668 | 0.000 | −5.582 | 0.000 | Stationary after differencing | I(1) |
| GOVEXP | First difference D(GOVEXP) | 60.040 | 0.000 | −3.991 | 0.000 | Stationary after differencing | I(1) |
| ENVSUS | First difference D(ENVSUS) | 65.828 | 0.000 | −5.062 | 0.000 | Stationary after differencing | I(1) |
| FDI | First difference D(FDI) | 75.022 | 0.000 | −5.656 | 0.000 | Stationary after differencing | I(1) |
| FDEV | First difference D(FDEV) | 69.705 | 0.000 | −5.483 | 0.000 | Stationary after differencing | I(1) |
| Test | Statistic | p-Value | Inferences |
|---|---|---|---|
| Hausman (FE vs. RE) | χ2 = 84.74 (df = 6) | 0.00 | Fixed effects preferred |
| VIF range | 1.22–2.26 | – | No multicollinearity concern |
| Unit root | ADF-Fisher D(ENVSUS) = 65.83 | 0.00 | Stationary in first difference |
| ADF-Fisher POPG = 37.64 | 0.02 | Level-stationary | |
| Kao cointegration | ADF t = 0.195 | 0.42 | Mixed: formal test NS |
| Durbin–Watson | 2.0 | - | No autocorrelation |
| Adj. R-squared | FE-EGLS (0.98); FMOLS (0.98) | - | Strong deterministic model |
| F-stat/Wald | FE-EGLS (762.95) | 0.00 | Significant model |
| Residual ADF (RESID-1) | −0.365 | 0.00 | Supports cointegration |
| ARDL ECT (COINTEQ) | −0.593 | 0.00 | Long-run equilibrium present |
| Variable | FE-EGLS (Levels) | FMOLS (Long-Run) | ARDL (Long-Run) | ARDL Short-Run | ARDL Long-Run (Mod) | ARDL Short-Run (Mod) | GMM (Baseline) | GMM (Mod) |
|---|---|---|---|---|---|---|---|---|
| ENVSUS (−1) | — | — | — | — | — | — | 0.58 (0.05) * | −0.39 (0.87) |
| ENVTAX | −0.00 (0.20) | −0.00 (0.88) | −0.01 (0.00) * | −0.04 (0.17) | 0.05 (0.00) * | 0.32 (0.10) | 0.01 (0.90) | 0.36 (0.60) |
| FDEV | 0.38 (0.00) * | 0.21 (0.62) | −0.25 (0.35) | 0.50 (0.10) | 0.58 (0.14) | 3.41 (0.05) * | −0.03 (0.98) | 1.63 (0.45) |
| FDI | −0.01 (0.00) * | −0.01 (0.00) * | 0.00 (0.15) | 0.01 (0.12) | −0.00 (0.94) | 0.01 (0.30) | 0.01 (0.70) | 0.04 (0.52) |
| GOVEXP | −0.01 (0.00) * | −0.02 (0.00) * | −0.00 (0.67) | 0.02 (0.21) | −0.00 (0.30) | 0.01 (0.40) | 0.00 (0.98) | 0.05 (0.75) |
| POPG | 0.25 (0.00) * | 0.58 (0.00) * | −0.02 (0.92) | −10.7 (0.14) | 0.49 (0.01) * | −14.9 (0.23) | 0.11 (0.85) | 1.79 (0.59) |
| REGQTY | 0.10 (0.00) * | 0.21 (0.00) * | −0.13 (0.00) * | 0.14 (0.00) * | 0.19 (0.00) * | −0.02 (0.80) | −0.32 (0.57) | −1.65 (0.55) |
| FDEV × ENVTAX | — | — | — | — | −0.24 (0.00) * | −2.03 (0.13) | — | −0.98 (0.68) |
| C | 0.63 (0.00) * | — | — | 0.71 (0.00) * | — | 0.45 (0.19) | — | — |
| ECT | — | — | — | −0.59 (0.00) * | — | −0.62 (0.00) * | — | — |
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Okere, W.; Ambe, C.; Vilakazi, S.P. From Finance to Footprints: Environmental Taxes and the Finance–Environment Nexus in Sub-Saharan Africa. Economies 2026, 14, 188. https://doi.org/10.3390/economies14050188
Okere W, Ambe C, Vilakazi SP. From Finance to Footprints: Environmental Taxes and the Finance–Environment Nexus in Sub-Saharan Africa. Economies. 2026; 14(5):188. https://doi.org/10.3390/economies14050188
Chicago/Turabian StyleOkere, Wisdom, Cosmas Ambe, and Sanele Phumlani Vilakazi. 2026. "From Finance to Footprints: Environmental Taxes and the Finance–Environment Nexus in Sub-Saharan Africa" Economies 14, no. 5: 188. https://doi.org/10.3390/economies14050188
APA StyleOkere, W., Ambe, C., & Vilakazi, S. P. (2026). From Finance to Footprints: Environmental Taxes and the Finance–Environment Nexus in Sub-Saharan Africa. Economies, 14(5), 188. https://doi.org/10.3390/economies14050188

