Is the Greening Instrument a Valid Precedent for the New Green Architecture of the CAP? The Case of Spain
Abstract
:1. Introduction
1.1. Environmental Practices in Spain
1.2. Effects of Greening
2. Materials and Methods
2.1. Sample and Variables
2.2. Functional Form of the Model
3. Results
4. Discussion
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
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Trends in Farms (Having over 10 ha) | ||||||
---|---|---|---|---|---|---|
Number of Crops | 2014 | 2015 | 2016 | 2017 | 2018 | 2019 |
1 | 24,175 | 10,302 | 8974 | 8322 | 8111 | 7831 |
2 | 44,596 | 21,249 | 19,709 | 17,743 | 17,367 | 16,700 |
3 | 42,382 | 45,011 | 42,239 | 40,098 | 38,140 | 37,380 |
4 | 30,915 | 45,232 | 45,233 | 44,038 | 42,681 | 41,653 |
5 | 17,555 | 27,692 | 28,148 | 28,365 | 28,388 | 27,597 |
6 | 9250 | 14,414 | 14,906 | 15,579 | 15,655 | 15,568 |
7 | 4381 | 7297 | 7473 | 7899 | 8000 | 7996 |
>8 | 3253 | 5961 | 6461 | 6738 | 7148 | 7059 |
Total | 176,507 | 177,158 | 172,143 | 168,782 | 165,490 | 161,784 |
Crop Year | No. of Owners | Total Agricultural Land of Each Owner (ha) | 5% Ecological Focus Area (ha) | Fallow Land (ha) | Nitrogen-Fixing Crops (ha) |
---|---|---|---|---|---|
2015 | 144,736 | 10,351,311.60 | 517,565.58 | 2,197,081.14 | 788,399.79 |
2016 | 142,149 | 10,494,838.20 | 524,741.91 | 2,222,031.22 | 781,766.17 |
2017 | 139,660 | 10,436,137.40 | 521,806.87 | 2,232,053.05 | 833,270.51 |
2018 | 137,198 | 10,409,498.60 | 520,508.03 | 2,252,822.29 | 871,079.80 |
2019 | 134,323 | 10,271,980.24 | 513,599.01 | 2,188,507.69 | 826,501.87 |
Dependent Variables | ||||||
---|---|---|---|---|---|---|
Source | Units and Type | Min. | Max. | Mean | Std. Dev. | |
Agricultural income | MAPA | Millions of € Continuous | 26.89 | 11,224.81 | 1478.002 | 2003.13 |
Affiliates, Special Agricultural Regime | MISM | Inhabitants Continuous | 1.86 | 491,932.9 | 41,128.44 | 10,3471.7 |
Ecological focus areas | MAPA | Ha Continuous | 6.54 | 284,346.9 | 38,019.89 | 67,547.19 |
Permanent grassland/UAA | MAPA | Ha Continuous | 0.097821 | 5.634796 | 0.692801 | 0.939068 |
LULUCF emissions, adapted | Spanish emissions inventory system | Tn eq CO2 Continuous | 46.68 | 2544.388 | 684.35 | 697.17 |
Independent Variables | ||||||
Frequency 0 | Frequency 1 | |||||
Year (T) | 76 | 76 | Takes value “0” for year prior to Green Payment (2011–2014), and value “1” for years with Green Payment (2015–2018). | |||
Autonomous Community (P) | 80 | 72 | Takes value “0” if the Community receives Green Payment and value “1” otherwise. | |||
Impact (P × T) | 80 | 72 | This is the product of the above two variables. |
Z Test, Ho: Diff = 0 | z | Diff = Mean(2011–2014) − Mean(2015–2018) | |
---|---|---|---|
Agricultural income | –1.6 × 103 | Ha: diff < 0 | Ha: diff != 0 |
Pr(Z < z) = 0.0000 | Pr(|Z| > |z|) = 0.0000 | ||
Affiliates of the Special Agricultural Regime | 6.6 × 103 | Ha: diff != 0 | Ha: diff > 0 |
Pr(|Z| > |z|) = 0.0000 | Pr(Z > z) = 0.0000 | ||
Ecological focus areas | –5.2 × 104 | Ha: diff < 0 | Ha: diff != 0 |
Pr(Z < z) = 0.0000 | Pr(|Z| > |z|) = 0.0000 | ||
Permanent grassland/ UAA | 1.3 × 105 | Ha: diff != 0 | Ha: diff > 0 |
Pr(|Z| > |z|) = 0.0000 | Pr(Z > z) = 0.0000 | ||
LULUCF emissions, adapted | –3.4 × 102 | Ha: diff < 0 | Ha: diff != 0 |
Pr(Z < z) = 0.0000 | Pr(|Z| > |z|) = 0.0000 |
Model (lhsonly) Left-Hand-Side Box–Cox Model. | Ho | Restricted Log Likelihood | LR Statistic chi2 | p-Value Prob > chi2 |
---|---|---|---|---|
Agricultural income | theta = −1 | −1270.2552 | 297.99 | 0.000 |
theta = 0 | −1122.2276 | 1.93 | 0.165 (1) | |
theta = 1 | −1225.9494 | 209.37 | 0.000 | |
Affiliates, Special Agricultural Regime | theta = −1 | −2401.1087 | 1517.72 | 0.000 |
theta = 0 | −1658.1185 | 31.74 | 0.000 | |
theta = 1 | −1969.5078 | 654.52 | 0.000 | |
Ecological focus areas | theta = −1 | −2045.6416 | 1079.95 | 0.000 |
theta = 0 | −1511.9257 | 12.52 | 0.000 | |
theta = 1 | −1704.4586 | 397.59 | 0.000 | |
Permanent grassland/UAA | theta = −1 | −85.064419 | 64.74 | 0.000 |
theta = 0 | −56.766419 | 8.14 | 0.004 | |
theta = 1 | −177.01156 | 248.63 | 0.000 | |
LULUCF emissions, adapted | theta = −1 | −1106.8939 | 169.98 | 0.000 |
theta = 0 | −1022.3087 | 0.81 | 0.368 (1) | |
theta = 1 | −1083.1647 | 122.52 | 0.000 |
Model(lhsonly) Left-Hand-Side Box–Cox Model | Power | Coeff. | Std Err. | z | P > z | Log Likelihood |
---|---|---|---|---|---|---|
Agricultural income | theta | 0.0855878 | 0.0615002 | 1.39 | 0.164 | −1121.262 |
Affiliates, Special Agricultural Regime | theta | 0.1322807 | 0.024237 | 5.46 | 0.000 (1) | −1642.248 |
Ecological focus areas | theta | 0.1166044 | 0.0340743 | 3.42 | 0.001 (1) | −1505.6652 |
Permanent grassland/UAA | theta | −0.2328827 | 0.0844487 | −2.76 | 0.006 (1) | −52.69423 |
LULUCF emissions, adapted | theta | 0.071377 | 0.0794359 | 0.90 | 0.369 | −1021.904 |
Agricultural Income | Affiliates Special Agricultural Regime | Ecological Focus Areas | Permanent Grassland/UAA | LULUCF Emissions, Adapted | |
---|---|---|---|---|---|
Impact α | 702.732 | 0.0062381 | 27,916.8 | 0.2689237 | 1.085401 |
(1.843) ** | (7.03) *** | (2.073) ** | (1.70) ** | (2.299) ** | |
Time β2 | −400.624 | −0.0062381 | −18,066.4 | 0.2748973 | −0.9963054 |
(−1.225) | (−7.14) *** | (−1.515) | (1.74) ** | (−1.19) | |
Constant | 1337.28 | 0.0001472 | 29,827.2 | −0.5061231 | 5.91689 |
(6.48) *** | (0.74) | (4.715) *** | (−18.96) *** | (41.64) *** | |
Specification error test (hatsq) | |||||
Coefficient | 3.35 × 10–10 | 3.46 × 10–6 | 1.16 × 10–11 | 4 × 10–5 | 1.40 × 10–7 |
(t) | (0.00) | (0.00) | (0.00) | (0.00) | (0.00) |
P >|t| | 1 | 1 | 1 | 1 | 1 |
F-Snedecor | 17.49678 | 25.85 | 2.180550 | 2.83374 | 2.554449 |
Value p (of F) | 0.0177807 | 0.00 | 0.116572 | 0.09354 | (0.0889) |
Degrees of freedom | (2, 133) | (2, 149) | (2, 149) | (2, 133) | (2, 133) |
White heteroscedasticity test | |||||
LM | 1.30098 | 2.04864 | 2.53744 | 0.05 | 0.24 |
p = P(Chi-squared(2)) | 0.52179 | (0.197899) | 0.281191 | 0.8125 | 0.6275 |
Reciprocal condition number | |||||
Cond. | 3.221 | 10.00 | 9.918 | 9.396 | 9.926 |
Eta-Squared | Eta-Squared (%) | |
---|---|---|
Agricultural income | 0.0017785 | 0.1778% |
Affiliates, Special Agricultural Regime | 0.0010569 | 0.10569% |
Ecological focus areas | 0.0046584 | 0.465% |
Permanent grassland/UAA | 0.022263 | 2.2263% |
LULUCF emissions adapted | 0.0123697 | 1.2369% |
Size Effect | Estimate | |
---|---|---|
Agricultural Income | Cohen’s d | −0.1564343 |
Hedges’s g | −0.1555569 | |
Glass’s delta 1 | −0.1874364 | |
Glass’s delta 2 | −0.1360496 | |
Point-biserial r | −0.0785214 | |
Affiliates, Special Agricultural Regime | Cohen’s d | −0.0105917 |
Hedges’s g | −0.0105386 | |
Glass’s delta 1 | −0.0106417 | |
Glass’s delta 2 | −0.0105368 | |
Point-biserial r | −0.0053236 | |
Ecological focus areas | Cohen’s d | −0.1656366 |
Hedges’s g | −0.1648068 | |
Glass’s delta 1 | −0.1995442 | |
Glass’s delta 2 | −0.1427681 | |
Point-biserial r | −0.082966 | |
Permanent grassland/UAA | Cohen’s d | −0.0616176 |
Hedges’s g | −0.0612719 | |
Glass’s delta 1 | −0.0594865 | |
Glass’s delta 2 | −0.0641509 | |
Point-biserial r | −0.03100095 | |
LULUCF emissions adapted | Cohen’s d | −0.1001834 |
Hedges’s g | −0.0996214 | |
Glass’s delta 1 | −0.1011371 | |
Glass’s delta 2 | −0.0991999 | |
Point-biserial r | −0.0503782 |
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Díaz-Poblete, C.; García-Cortijo, M.C.; Castillo-Valero, J.S. Is the Greening Instrument a Valid Precedent for the New Green Architecture of the CAP? The Case of Spain. Sustainability 2021, 13, 5705. https://doi.org/10.3390/su13105705
Díaz-Poblete C, García-Cortijo MC, Castillo-Valero JS. Is the Greening Instrument a Valid Precedent for the New Green Architecture of the CAP? The Case of Spain. Sustainability. 2021; 13(10):5705. https://doi.org/10.3390/su13105705
Chicago/Turabian StyleDíaz-Poblete, Carmelo, María Carmen García-Cortijo, and Juan Sebastián Castillo-Valero. 2021. "Is the Greening Instrument a Valid Precedent for the New Green Architecture of the CAP? The Case of Spain" Sustainability 13, no. 10: 5705. https://doi.org/10.3390/su13105705
APA StyleDíaz-Poblete, C., García-Cortijo, M. C., & Castillo-Valero, J. S. (2021). Is the Greening Instrument a Valid Precedent for the New Green Architecture of the CAP? The Case of Spain. Sustainability, 13(10), 5705. https://doi.org/10.3390/su13105705