The Corrosive Grip: How Corruption Inhibits Green Finance in Enhancing Environmental Sustainability
Abstract
1. Introduction
2. Literature Review
2.1. Renewable Energy and Environmental Sustainability
2.2. Institutional Quality and Environmental Sustainability
2.3. Digitalization and Technological Innovation on Environmental Sustainability
2.4. Green Finance and Environmental Sustainability
3. Methodology and Data
3.1. Model Specification
3.2. Data
3.3. Method
4. Results and Discussion
5. Conclusions
Policy Recommendations
Author Contributions
Funding
Data Availability Statement
Conflicts of Interest
Appendix A
| Principal components/correlation Rotation: (unrotated = principal) | ||||
| Component | Eigenvalue | Difference | Proportion | Cumulative |
| Comp1 | 2.3105 | 1.84002 | 0.7702 | 0.7702 |
| Comp2 | 0.4705 | 0.251524 | 0.1568 | 0.9270 |
| Comp3 | 0.2189 | . | 0.0730 | 1.0000 |
| Principal components (eigenvectors) | ||||
| Variable | Comp1 | Comp2 | Comp3 | Unexplained |
| MCS | 0.5508 | 0.7629 | 0.3385 | 0 |
| FBS | 0.5694 | −0.6400 | 0.5160 | 0 |
| IU | 0.6103 | −0.0915 | −0.7869 | 0 |
| Principal components/correlation Rotation: orthogonal varimax (Kaiser off) | ||||
| Component | Variance | Difference | Proportion | Cumulative |
| Comp1 | 1.00002 | 0.00001 | 0.3333 | 0.3333 |
| Comp2 | 1 | 0.00002 | 0.3333 | 0.6667 |
| Comp3 | 0.9999 | . | 0.3333 | 1.0000 |
| Rotated components | ||||
| Variable | Comp1 | Comp2 | Comp3 | Unexplained |
| MCS | 1.0000 | −0.0000 | −0.0000 | 0 |
| FBS | 0.0000 | 1.0000 | −0.0000 | 0 |
| IU | 0.0000 | 0.0000 | 1.0000 | 0 |
| Component rotation matrix | ||||
| Comp1 | Comp2 | Comp3 | ||
| Comp1 | 0.5509 | 0.5694 | 0.6102 | |
| Comp2 | 0.7629 | −0.6400 | −0.0915 | |
| Scoring coefficients for orthogonal varimax rotation | ||||
| Variable | Comp1 | Comp2 | Comp3 | |
| MCS | 1.0000 | −0.0000 | −0.0000 | |
| FBS | 0.0000 | 1.0000 | −0.0000 | |
| Principal components/correlation Rotation: (unrotated = principal) | ||||
| Component | Eigenvalue | Difference | Proportion | Cumulative |
| Comp1 | 1.7979 | 1.5958 | 0.8989 | 0.8989 |
| Comp2 | 0.2021 | . | 0.1011 | 1.0000 |
| Principal components (eigenvectors) | ||||
| Variable | Comp1 | Comp2 | Unexplained | |
| CC | 0.7071 | 0.7071 | 0 | |
| GE | 0.7071 | −0.7071 | 0 | |
| Principal components/correlation Rotation: orthogonal varimax (Kaiser off) | ||||
| Component | Variance | Difference | Proportion | Cumulative |
| Comp1 | 1 | 0.0000 | 0.5000 | 0.5000 |
| Comp2 | 1 | . | 0.5000 | 1.0000 |
| Rotated components | ||||
| Variable | Comp1 | Comp2 | Unexplained | |
| CC | 0.0000 | 1.0000 | 0 | |
| GE | 1.0000 | −0.0000 | 0 | |
| Component rotation matrix | ||||
| Comp1 | Comp2 | |||
| Comp1 | 0.7071 | 0.7071 | ||
| Comp2 | −0.7071 | 0.7071 | ||
| Scoring coefficients for orthogonal varimax rotation | ||||
| Variable | Comp1 | Comp2 | ||
| CC | 0.0000 | |||
| GE | 1.0000 | −0.0000 | ||
Appendix B
| Statistic | p-Value | Statistic | p-Value | ||
|---|---|---|---|---|---|
| Pesaran (2004) | |||||
| LCF | 18.85 *** | 0.000 | Friedman (1937) | 28.768 *** | 0.0014 |
| RE | 5.52 *** | 0.000 | Pesaran (2015) | 0.653 | 0.5138 |
| GOV | −2.05 ** | 0.040 | Frees (2004, 1995) | 2.508 *** | |
| IQ | 0.36 | 0.719 | |||
| DIG | 33.28 *** | 0.000 | Heterogeneity | ||
| logGF | 4.33 *** | 0.000 | Δ | 8.416 *** | 0.000 |
| Δ adj. | 10.432 *** | 0.000 |
| Statistic | p-Value | Statistic | p-Value | |
|---|---|---|---|---|
| Level | 1st Difference | |||
| LCF | −2.454 ** | 0.010 | ||
| RE | −2.496 *** | 0.006 | ||
| GOV | −1.748 | 0.530 | −3.778 *** | 0.000 |
| IQ | −1.391 | 0.902 | −3.120 *** | 0.000 |
| DIG | −2.912 *** | 0.002 | ||
| logGF | −3.042 *** | 0.000 | ||
| Variable | VIF | 1/VIF |
|---|---|---|
| GOV | 3.94 | 0.2540 |
| IQ | 3.69 | 0.2710 |
| DIG | 1.47 | 0.6807 |
| logGF | 1.13 | 0.8814 |
| RE | 1.11 | 0.8982 |
| Mean VIF | 2.13 |
| Statistic | p-Value | |
|---|---|---|
| Kao | ||
| Modified DF | −2.5103 *** | 0.0060 |
| DF | −4.4697 *** | 0.0000 |
| ADF | −3.5163 *** | 0.0002 |
| Unadjusted modified DF | −4.6067 *** | 0.0000 |
| Unadjusted DF | −5.2818 *** | 0.0000 |
| Pedroni | ||
| Modified PP | 2.5342 *** | 0.0056 |
| PP | −2.9802 *** | 0.0014 |
| ADF | −3.9276 *** | 0.0000 |
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| Variable | Source | Measurements |
|---|---|---|
| Load Capacity Factor (LCF) | GFN | Ratio of BC to EFP gha per capita |
| Renewable Energy (RE) | WB | % of total energy used |
| Governance (GOV) | WB | Percentile rank, with 0 corresponding to lowest rank and 100 to highest rank to which agents have confidence in and abide by the rules of society, and, in particular, the quality of contract enforcement, property rights, the police, and the courts, as well as the likelihood of crime and violence |
| Institutional Quality (IQ) | WB | Index calculated with CC and GE, measured as ranks from −2.5 to 2.5, with the PCA |
| Digitalization (DIG) | WB | Index of three dimensions of FBS, MCS and IU calculated by employing the PCA |
| Green finance (GF) | OWD | International financial support on R&D for clean technologies and RE (total in US dollars) |
| Variable | Obs | Mean | Std. Dev. | Min | Max |
|---|---|---|---|---|---|
| BC | 253 | 5.2175 | 6.8614 | 0.2434 | 32.5134 |
| EFP | 253 | 1.2681 | 0.5151 | 0.5540 | 2.7678 |
| RE | 253 | 71.5477 | 25.1596 | 3.68 | 98.34 |
| FBS | 253 | 0.1968 | 0.4764 | 0 | 3.3622 |
| IU | 252 | 11.3749 | 15.4089 | 0.0059 | 73.4717 |
| MCS | 253 | 40.8840 | 36.2202 | 0 | 149.1076 |
| GOV | 253 | 16.2333 | 14.7512 | 0.4694 | 69.7202 |
| GE | 253 | −1.0953 | 0.4281 | −1.8794 | 0.2740 |
| CC | 253 | −0.9960 | 0.5635 | −1.6454 | 0.7763 |
| GF | 253 | 29,800,000 | 127,000,000 | 0 | 1,280,000,000 |
| Coef. | Std. Err. | p-Value | Coef. | Std. Err. | p-Value | |
|---|---|---|---|---|---|---|
| Quantile | 0.1 | 0.25 | ||||
| RE | 0.0227 *** | 0.0078 | 0.004 | 0.0241 *** | 0.0072 | 0.001 |
| logGF | −0.0962 *** | 0.0253 | 0.000 | −0.1086 *** | 0.0234 | 0.000 |
| DIG | 1.3637 *** | 0.2019 | 0.000 | 1.2380 *** | 0.1867 | 0.000 |
| GOV | 0.0219 | 0.0274 | 0.423 | 0.0414 | 0.0253 | 0.102 |
| IQ | −0.8253 ** | 0.3260 | 0.011 | −1.0683 *** | 0.3017 | 0.000 |
| Quantile | 0.5 | 0.75 | ||||
| RE | 0.0269 *** | 0.0080 | 0.001 | 0.0269 *** | 0.0080 | 0.001 |
| logGF | −0.1322 *** | 0.0263 | 0.000 | −0.1322 *** | 0.0263 | 0.000 |
| DIG | 0.9981 *** | 0.2118 | 0.000 | 0.9981 *** | 0.2118 | 0.000 |
| GOV | 0.0786 *** | 0.0290 | 0.007 | 0.0786 *** | 0.0290 | 0.007 |
| IQ | −1.5321 *** | 0.3454 | 0.000 | −1.5321 *** | 0.3454 | 0.000 |
| Quantile | 0.9 | |||||
| RE | 0.0385 * | 0.0233 | 0.099 | |||
| logGF | −0.2326 *** | 0.0765 | 0.002 | |||
| DIG | −0.0230 | 0.6145 | 0.970 | |||
| GOV | 0.2370 *** | 0.0840 | 0.005 | |||
| IQ | −3.5060 *** | 1.0001 | 0.000 |
| Coef. | Std. Err. | p-Value | Coef. | Std. Err. | p-Value | |
|---|---|---|---|---|---|---|
| PCSE | FGLS | |||||
| RE | 0.0289 *** | 0.0054 | 0.000 | 0.0289 *** | 0.0087 | 0.003 |
| logGF | −0.14948 *** | 0.0345 | 0.000 | −0.1494 *** | 0.0181 | 0.000 |
| DIG | 0.8225 ** | 0.3855 | 0.033 | 0.8225 * | 0.4194 | 0.063 |
| GOV | 0.1058 *** | 0.0220 | 0.000 | 0.1058 ** | 0.0460 | 0.031 |
| IQ | −1.8715 *** | 0.3337 | 0.000 | −1.8715 *** | 0.5344 | 0.002 |
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Matimbia, L.M.; Deka, A.; Ozdeser, H.; Deka, S. The Corrosive Grip: How Corruption Inhibits Green Finance in Enhancing Environmental Sustainability. Risks 2026, 14, 31. https://doi.org/10.3390/risks14020031
Matimbia LM, Deka A, Ozdeser H, Deka S. The Corrosive Grip: How Corruption Inhibits Green Finance in Enhancing Environmental Sustainability. Risks. 2026; 14(2):31. https://doi.org/10.3390/risks14020031
Chicago/Turabian StyleMatimbia, Levi Mbaka, Abraham Deka, Huseyin Ozdeser, and Sindiso Deka. 2026. "The Corrosive Grip: How Corruption Inhibits Green Finance in Enhancing Environmental Sustainability" Risks 14, no. 2: 31. https://doi.org/10.3390/risks14020031
APA StyleMatimbia, L. M., Deka, A., Ozdeser, H., & Deka, S. (2026). The Corrosive Grip: How Corruption Inhibits Green Finance in Enhancing Environmental Sustainability. Risks, 14(2), 31. https://doi.org/10.3390/risks14020031

