Patents on Environmental Technologies and Environmental Sustainability in Spain
Abstract
:1. Introduction
2. Reviews of Published Works of Literature
3. Methodology
Theoretical Underpinning
4. Empirical Findings
5. Conclusions and Policy Direction
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
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LCO2 | LPATENT | LTRA | LGDP | LENE | |
---|---|---|---|---|---|
Mean | 5.431048 | 2.106650 | 11.46357 | 24.16477 | 3.172979 |
Median | 5.420836 | 1.903416 | 11.53897 | 24.23227 | 3.197235 |
Maximum | 5.552997 | 2.783992 | 11.69250 | 24.38295 | 3.266827 |
Minimum | 5.328290 | 1.372244 | 11.05903 | 23.87282 | 3.021352 |
Std. Dev. | 0.063958 | 0.439341 | 0.184800 | 0.164319 | 0.071971 |
Skewness | 0.347060 | 0.045509 | −0.803801 | −0.494069 | −0.720078 |
Kurtosis | 2.031000 | 1.389373 | 2.290400 | 1.689565 | 2.219527 |
Jarque-Bera | 6.867031 | 12.57829 | 14.92495 | 13.01933 | 12.96873 |
Probability | 0.032273 | 0.001856 | 0.000574 | 0.001489 | 0.001527 |
At Level | ||||||
---|---|---|---|---|---|---|
LCO2E | LPATENT | LTRA | LGDP | LENE | ||
LS | t-Statistic (tau) | −4.190 | −5.217 * | −4.899 | −5.312 * | −4.497 |
Break Points | 1998Q3 2008Q2 | 2006Q3 2009Q3 | 1998Q2 2008Q4 | 2002Q1 2010Q4 | 1998Q4 2007Q4 | |
Test critical values | 1% level | −6.107 | −5.813 | −6.107 | −6.005 | −6.107 |
5% level | −5.495 | −5.389 | −5.495 | −5.461 | −5.495 | |
10% level | −5.221 | −5.064 | −5.221 | −5.217 | −5.221 | |
At First Difference | ||||||
LCO2E | LPATENT | LTRA | LGDP | LENE | ||
LS | t-Statistic (tau) | −5.9170 *** | −6.525 *** | −6.073 *** | −5.369 ** | −6.280 |
Break Points | 2006Q3 2009Q3 | 2000Q3 2002Q1 | 2006Q3 2011Q2 | 2006Q4 2008Q3 | 1995Q2 2007Q3 | |
Test critical values | 1% level | −5.813 | −5.975 | −5.813 | −6.006 | −6.101 |
5% level | −5.389 | −5.336 | −5.389 | −5.304 | −5.490 | |
10% level | −5.064 | −5.024 | −5.064 | −5.055 | −5.217 |
Nonlinear-ARDL Long Run Form | ||||
---|---|---|---|---|
Variable | Coefficient | Std. Error | t-Statistic | Prob. |
LPATENT_POS | −0.036359 | 0.009741 | −3.732584 | 0.0003 |
LPATENT_NEG | 0.014676 | 0.012196 | 1.203308 | 0.2320 |
LTRA_POS | −0.295727 | 0.071297 | −4.147848 | 0.0001 |
LTRA_NEG | 0.738483 | 0.127675 | 5.784079 | 0.0000 |
LGDP_POS | 0.357159 | 0.060363 | 5.916906 | 0.0000 |
LGDP_NEG | 0.482314 | 0.253260 | 1.904422 | 0.0600 |
LENE_POS | 1.253606 | 0.179875 | 6.969309 | 0.0000 |
LENE_NEG | 0.198025 | 0.343001 | 0.577330 | 0.5652 |
C | 5.325571 | 0.004880 | 1091.307 | 0.0000 |
Bounds Test | ||||
F-Bounds Test | Null Hypothesis: No levels relationship | |||
Test Statistic | Value | Signif. | I(0) | I(1) |
Asymptotic: n = 1000 | ||||
F-statistic | 6.4232 *** | 10% | 1.85 | 2.85 |
k | 8 | 5% | 2.11 | 3.15 |
2.5% | 2.33 | 3.42 | ||
1% | 2.62 | 3.77 | ||
Reset test | ||||
Value | df | Probability | ||
t-statistic | 1.199189 | 71 | 0.2344 | |
F-statistic | 1.438055 | (1, 71) | 0.2344 | |
Likelihood ratio | 2.205710 | 1 | 0.1375 |
DOLS | ||||
---|---|---|---|---|
Variable | Coefficient | Std. Error | t-Statistic | Prob. |
LPATENT | −0.053855 ** | 0.020591 | −2.615466 | 0.0107 |
LTRA | −0.502786 *** | 0.082855 | −6.068275 | 0.0000 |
LGDP | 0.280540 *** | 0.102474 | 2.737660 | 0.0077 |
LENE | 1.526068 *** | 0.105342 | 14.48676 | 0.0000 |
C | −0.332801 | 1.744983 | −0.190719 | 0.8493 |
CCR | ||||
Variable | Coefficient | Std. Error | t-Statistic | Prob. |
LPATENT | −0.042921 * | 0.025824 | −1.662092 | 0.0993 |
LTRA | −0.405622 *** | 0.102656 | −3.951297 | 0.0001 |
LGDP | 0.136345 | 0.113126 | 1.205247 | 0.2307 |
LENE | 1.543956 ** | 0.197816 | 7.805004 | 0.0000 |
C | 1.978864 | 2.058224 | 0.961443 | 0.3384 |
FMOLS | ||||
Variable | Coefficient | Std. Error | t-Statistic | Prob. |
LPATENT | −0.045282 *** | 0.011887 | −3.809294 | 0.0002 |
LTRA | −0.369883 *** | 0.070802 | −5.224204 | 0.0000 |
LGDP | 0.110820 | 0.097278 | 1.139217 | 0.2571 |
LENE | 1.533490 *** | 0.106758 | 14.36416 | 0.0000 |
C | 2.220897 | 1.585968 | 1.400341 | 0.1642 |
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Oyebanji, M.O.; Castanho, R.A.; Genc, S.Y.; Kirikkaleli, D. Patents on Environmental Technologies and Environmental Sustainability in Spain. Sustainability 2022, 14, 6670. https://doi.org/10.3390/su14116670
Oyebanji MO, Castanho RA, Genc SY, Kirikkaleli D. Patents on Environmental Technologies and Environmental Sustainability in Spain. Sustainability. 2022; 14(11):6670. https://doi.org/10.3390/su14116670
Chicago/Turabian StyleOyebanji, Modupe Oluyemisi, Rui Alexandre Castanho, Sema Yilmaz Genc, and Dervis Kirikkaleli. 2022. "Patents on Environmental Technologies and Environmental Sustainability in Spain" Sustainability 14, no. 11: 6670. https://doi.org/10.3390/su14116670
APA StyleOyebanji, M. O., Castanho, R. A., Genc, S. Y., & Kirikkaleli, D. (2022). Patents on Environmental Technologies and Environmental Sustainability in Spain. Sustainability, 14(11), 6670. https://doi.org/10.3390/su14116670