An Exploratory Analysis of the FAIRTRADE Certified Producer Organisations
Abstract
1. Introduction
2. Data and Methods
3. Results
3.1. Descriptive Statistics
3.2. Regression Results
3.3. Total Revenues
3.4. FT Revenues
4. Discussion
5. Conclusions and Limitations
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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| Income Category | Africa and the Middle East | Asia and Pacific | Latin America and the Caribbean | Total |
|---|---|---|---|---|
| High income | 0% | 0% | 5.10% | 2.83% |
| Upper middle income | 25.69% | 19.42% | 72.04% | 50.45% |
| Lower middle income | 46.25% | 80.58% | 22.45% | 38.44% |
| Low income | 28.06% | 0% | 0.41% | 8.28% |
| Variables | Log Total Revenues (1) | Log Total Revenues (2) | Log Total Revenues (3) |
|---|---|---|---|
| Log total workers/members | 0.559 *** | 0.628 *** | 0.714 *** |
| (0.0293) | (0.0309) | (0.0342) | |
| Duration of certification in years | 0.0015 | 0.000536 | 0.00936 |
| (0.00983) | (0.00955) | (0.00932) | |
| Percentage of females | −0.675 ** | −0.630 ** | 0.0154 |
| (0.272) | (0.274) | (0.268) | |
| Percentage of organic production | 0.466 *** | 0.253 | 0.307 * |
| (0.167) | (0.159) | (0.162) | |
| Percentage of FT revenues | −0.940 *** | −0.789 *** | −0.695 *** |
| (0.177) | (0.166) | (0.162) | |
| Workers/hectares | −0.0142 ** | −0.0252 *** | −0.0184 *** |
| (0.00579) | (0.00593) | (0.00535) | |
| Product differentiation (dummy) | −0.218 * | −0.0339 | 0.0467 |
| (0.132) | (0.128) | (0.120) | |
| Type of organisation (dummies): | |||
| 1st-grade organisation | −0.978 *** | −0.360 ** | −0.365 ** |
| (0.131) | (0.153) | (0.155) | |
| 2nd-grade organisation | −1.660 *** | −0.974 *** | −0.812 *** |
| (0.183) | (0.202) | (0.209) | |
| Multi estate | 0.217 * | 0.600 *** | 0.552 ** |
| (0.242) | (0.230) | (0.214) | |
| Main product | No | Yes | Yes |
| Country | No | No | Yes |
| Constant | 14.47 | 11.50 | 29.42 |
| (19.73) | (19.16) | (18.72) | |
| Log-likelihood Model | −1674.28 | −1588.425 | −1427.689 |
| Log-likelihood Intercept-only | −1903.213 | −1903.213 | −1903.213 |
| Chi-square Deviance | (df = 982) 3348.56 | (df = 970) 3176.849 | (df = 907) 2855.378 |
| R2 | 0.369 | 0.47 | 0.616 |
| Adjusted R2 | 0.363 | 0.458 | 0.58 |
| McFadden | 0.12 | 0.165 | 0.25 |
| McFadden (adjusted) | 0.115 | 0.153 | 0.205 |
| Cox-Snell/ML | 0.369 | 0.47 | 0.616 |
| AIC | 3370.56 | 3222.849 | 3027.378 |
| AIC divided by N | 3.394 | 3.246 | 3.049 |
| Variables | Marginal Effects Percentage of FT Revenues (1) | Marginal Effects Percentage of FT Revenues (2) | Marginal Effects Percentage of FT Revenues (3) |
|---|---|---|---|
| Log total workers/members | −0.0215 *** | −0.0193 *** | −0.0173 *** |
| (0.00452) | (0.00539) | (0.00587) | |
| Duration of certification in years | −0.0511 *** | −0.0492 *** | −0.0402 *** |
| (0.00374) | (0.00389) | (0.00390) | |
| Percentage of females | −0.0981 ** | −0.0851 * | −0.111 *** |
| (0.0467) | (0.0483) | (0.0417) | |
| Percentage of organic production | 0.135 *** | 0.145 *** | 0.166 *** |
| (0.0135) | (0.0145) | (0.0198) | |
| Workers/hectares | −0.00186 | −0.00223 | −0.00115 |
| (0.00200) | (0.00295) | (0.00324) | |
| Product differentiation | −0.0236 | −0.0375 * | −0.0448 ** |
| (0.0209) | (0.0199) | (0.0181) | |
| Type of organisation: | |||
| 1st-grade organisation | 0.0494 ** | 0.0337 | 0.00950 |
| (0.0214) | (0.0261) | (0.0280) | |
| 2nd-grade organisation | 0.150 *** | 0.114 *** | 0.0592 |
| (0.0372) | (0.0390) | (0.0412) | |
| Multi estate | 0.0933 * | 0.107 ** | 0.0913 * |
| (0.0489) | (0.0488) | (0.0478) | |
| Main product | No | Yes | Yes |
| Country | No | No | Yes |
| Number of obs | 993 | 993 | 993 |
| Wald chi2 (21) | (9) 412.81 | (21) 567.87 | (82) 434000 |
| Prob > chi2 | 0 | 0 | 0 |
| Pseudo R2 | 0.4247 | 0.4411 | 0.5055 |
| Log pseudolikelihood | −252.74416 | −245.53522 | −217.27268 |
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Ruggeri, G.; Corsi, S. An Exploratory Analysis of the FAIRTRADE Certified Producer Organisations. World 2021, 2, 442-455. https://doi.org/10.3390/world2040028
Ruggeri G, Corsi S. An Exploratory Analysis of the FAIRTRADE Certified Producer Organisations. World. 2021; 2(4):442-455. https://doi.org/10.3390/world2040028
Chicago/Turabian StyleRuggeri, Giordano, and Stefano Corsi. 2021. "An Exploratory Analysis of the FAIRTRADE Certified Producer Organisations" World 2, no. 4: 442-455. https://doi.org/10.3390/world2040028
APA StyleRuggeri, G., & Corsi, S. (2021). An Exploratory Analysis of the FAIRTRADE Certified Producer Organisations. World, 2(4), 442-455. https://doi.org/10.3390/world2040028

