Is Sustainability Compatible with Profitability? An Empirical Analysis on Family Farming Activity
Abstract
:1. Introduction
2. Empirical Analysis
2.1. Case Study
2.2. Data and Methods
3. Estimations and Results
4. Discussion and Conclusions
Acknowledgments
Author Contributions
Conflicts of Interest
Appendix A
1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | 14 | 15 | |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1. PROFIT | 1 | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
2. DM | −0.32 | 1 | - | - | - | - | - | - | - | - | - | - | - | - | - |
3. FA | −0.11 | 0.29 | 1 | - | - | - | - | - | - | - | - | - | - | - | - |
4. FED | 0.19 | −0.03 | −0.11 | 1 | - | - | - | - | - | - | - | - | - | ||
5. GEN | 0.07 | −0.08 | −0.31 | 0.04 | 1 | - | - | - | - | - | - | -- | - | ||
6. SC | 0.40 | 0.21 | −0.02 | 0.21 | 0.06 | 1 | - | - | - | - | - | - | |||
7. SP | −0.22 | 0.15 | −0.05 | −0.14 | 0.21 | 0.14 | 1 | - | - | - | - | - | - | - | - |
8. COP | 0.02 | −0.02 | 0.29 | −0.17 | 0.02 | −0.18 | 0.01 | 1 | - | - | - | - | - | - | - |
9. OPM | 0.36 | 0.09 | 0.15 | 0.08 | 0.19 | 0.12 | −0.27 | 0.03 | 1 | - | - | - | - | - | - |
10. EC | 0.16 | 0.02 | −0.11 | −0.01 | 0.10 | 0.00 | −0.06 | 0.04 | 0.15 | 1 | - | - | - | - | - |
11. DL | 0.09 | 0.05 | 0.27 | −0.19 | −0.04 | −0.11 | 0.01 | 0.09 | −0.05 | −0.10 | 1 | - | - | - | - |
12. SEC | 0.01 | 0.04 | 0.05 | 0.00 | 0.04 | 0.05 | −0.05 | 0.28 | 0.21 | 0.14 | 0.34 | 1 | - | - | - |
13. EII | 0.19 | 0.08 | 0.12 | 0.05 | 0.15 | 0.21 | −0.03 | 0.15 | 0.25 | 0.15 | 0.10 | 0.38 | 1 | - | - |
14. RD | 0.28 | 0.06 | 0.04 | −0.06 | 0.14 | 0.11 | 0.07 | 0.18 | 0.29 | −0.07 | 0.14 | 0.17 | 0.25 | 1 | - |
15. LI | −0.27 | −0.10 | −0.25 | −0.09 | −0.20 | −0.40 | −0.11 | 0.11 | −0.14 | 0.22 | −0.04 | 0.14 | −0.02 | −0.10 | 1 |
Appendix B. Diagnostic Plots for the Estimated Model
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Sustainability Dimensions | Variables | Description |
---|---|---|
Socio-economic variables | DM (Decision-Markers) | Number of family farm decision-makers. |
FA (Farm decision-markers´ Age) | Family farm decision-makers’ age. | |
FED (Farm decision-markers´ Education) | Family farm decision-makers’ level of education. Measured on a scale of 1 (no education), 2 (primary education), 3 (middle school), 4 (high school or vocational training), or 5 (university or higher education). | |
GEN (Generation) | Number of generations that have run the family farm. This is indicative of the farm’s age. | |
SC (Scale) | Number of hectares cultivated by the family farm, as an indication of the farm’s size. | |
SP (Specialization) | Level of specialization, i.e., number of crops cultivated by the family farm. Thus the lower this variable is, the higher the family farm’s specialization. | |
COP (Cooperatives) | Cooperatives efficiency, i.e., the family farm’s valuation of the efficiency of the marketing cooperatives in the sector. | |
Environmental-innovation variables | OPM (Organic Production Management) | Organic production and/or integrated pest management (in kilograms) per hectare of total cultivated area. A weighted mean of all the crops was calculated. |
EC (Environmental Certification) | Other environmental certifications not related to production. Dummy variable scored 0 (No) and 1 (Yes). | |
DL (Daily Life) | How much the family farm tries to develop environmental-respectful practices in their daily life. Measured on a scale of 1 (not at all) to 5 (very much). | |
SEC (Sector) | How family farm feels the influence from the sector to more aware about environmental sustainability. Measured on a scale of 1 (less) to 5 (more). | |
EII (Environmental Innovation Investment) | It indicates whether the family farm invests in any agroecological improvement, innovation or new technology for reducing environmental impact. | |
RD (Research and Development) | Family farm’s proactive work with research centers and universities on new environmental-respectful cultivation techniques and structural innovations in the farm to improve their competitiveness, scored from 1–5. | |
LI (Labor intensity) | Average number of workers per cultivated area (hired and family workers). Thus the lower this variable is, the higher the family farm’s use of technology. |
Variable | Mean | Std. Dev. | Min | Max |
---|---|---|---|---|
PROFIT 2 | 34,180.42 | 43,553.18 | −5000.99 | 243,909.20 |
DM | 1.96 | 0.94 | 1 | 4 |
FA | 45.67 | 10.14 | 22 | 66 |
FED | 3.11 | 0.99 | 1 | 5 |
GEN | 1.94 | 0.75 | 1 | 4 |
SC | 3.01 | 3.21 | 0.4 | 20 |
SP | 1.76 | 0.84 | 1 | 4 |
COP | 3.94 | 0.75 | 1 | 5 |
OPM 3 | 89,458 | 27,300.4 | 17,308.4 | 156,586.5 |
EC | 0.22 | 0.42 | 0 | 1 |
DL | 4.18 | 0.96 | 1 | 5 |
SEC | 3.45 | 1.45 | 1 | 5 |
EII 2 | 3651.28 | 4217.06 | 1240 | 9150 |
RD | 3.54 | 0.89 | 1 | 5 |
LI | 1.77 | 1.1 | 0.57 | 6.5 |
Explanatory Variables | Step 1 | Step 2 |
---|---|---|
Constant | 30,005.65 | −28,587.27 |
(0.8) | (−0.69) | |
DM | −17,372.82 ** | −18,026.06 *** |
(−2.69) | (−3.51) | |
FA | −108.09 | −1155.32 * |
(−0.17) | (−1.74) | |
FED | 2409.39 * | 5060.31 * |
(1.74) | (1.79) | |
GEN | 2407.08 | −10,913.85 * |
(0.5) | (−1.77) | |
SC | 7114.65 * | 5697.09 * |
(1.72) | (1.75) | |
SP | −12,416.13 * | −6158.12 |
(−1.73) | (−1.27) | |
COP | 6982.89 | 11,485.37 * |
(1.16) | (1.89) | |
OPM | 0.53 *** | |
(3.95) | ||
EC | 21,748.94 | |
(1.62) | ||
DL | 14,327.50 ** | |
(2.26) | ||
SEC | −7819.90 ** | |
(−2.23) | ||
EII | 6766.55 * | |
(1.82) | ||
RD | 7090.29 | |
(1.61) | ||
LI | −7982.28 * | |
(−1.99) | ||
R2 | 0.40 | 0.65 |
ΔR2 | 0.25 | |
F-test | 2.40 * | 3.60 ** |
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Piedra-Muñoz, L.; Galdeano-Gómez, E.; Pérez-Mesa, J.C. Is Sustainability Compatible with Profitability? An Empirical Analysis on Family Farming Activity. Sustainability 2016, 8, 893. https://doi.org/10.3390/su8090893
Piedra-Muñoz L, Galdeano-Gómez E, Pérez-Mesa JC. Is Sustainability Compatible with Profitability? An Empirical Analysis on Family Farming Activity. Sustainability. 2016; 8(9):893. https://doi.org/10.3390/su8090893
Chicago/Turabian StylePiedra-Muñoz, Laura, Emilio Galdeano-Gómez, and Juan C. Pérez-Mesa. 2016. "Is Sustainability Compatible with Profitability? An Empirical Analysis on Family Farming Activity" Sustainability 8, no. 9: 893. https://doi.org/10.3390/su8090893
APA StylePiedra-Muñoz, L., Galdeano-Gómez, E., & Pérez-Mesa, J. C. (2016). Is Sustainability Compatible with Profitability? An Empirical Analysis on Family Farming Activity. Sustainability, 8(9), 893. https://doi.org/10.3390/su8090893