Exploring Barriers to Agroforestry Adoption by Cocoa Farmers in South-Western Côte d’Ivoire
Abstract
:1. Introduction
2. Materials and Methods
2.1. Study Area
2.2. Data Collection
2.3. Data Analysis
- Y is the dependent variable indicating the likelihood that Y = 1;
- is the constant term (intercept);
- … are the coefficients of associated independent variables;
- … are the independent variables.
3. Results
3.1. Sociodemographic Characteristics of Surveyed Households
3.2. Socioeconomic Characteristics of Surveyed Households
3.3. Cocoa Agroforestry Practices
3.4. Determinants of Agroforestry Adoption
4. Discussion
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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Sociodemographic Attributes | NAF | AF | Nawa Region | χ2 (p-Value) | |
---|---|---|---|---|---|
Household | Proportion (%) | 5.27 | 94.73 | 100.00 | – |
Duration of residence (year) | 22.96 | 24.87 | 24.78 | 0.915 (0.339) | |
Men (no.) | 3.54 | 4.15 | 4.12 | 4.001 (0.046) | |
Women (no.) | 3.67 | 3.94 | 3.93 | 1.019 (0.313) | |
Size (no.) | 6.98 | 7.98 | 7.92 | 3.672 (0.055) | |
Living room (no.) | 3.31 | 3.70 | 3.68 | 2.138 (0.144) | |
Age of the head | 41.77 | 42.79 | 42.73 | 0.319 (0.572) | |
Gender (%) | Female | 8.33 | 9.05 | 9.01 | 2.5 × 10–30 (0.997) |
Male | 91.67 | 90.95 | 90.99 | ||
Age (%) | 18–30 years old | 16.67 | 19.49 | 19.34 | 0.270 (0.8738) |
30–60 years old | 70.83 | 67.52 | 67.69 | ||
60–90 years old | 12.50 | 12.99 | 12.97 | ||
Migration status (%) | Non-native | 27.08 | 42.69 | 41.87 | 8.003 (0.018) |
Native | 33.33 | 18.33 | 19.12 | ||
Foreigner | 39.58 | 38.98 | 39.01 | ||
Marital status (%) | Single | 8.33 | 5.80 | 5.93 | 1.083 (0.781) |
Married | 87.50 | 90.26 | 90.11 | ||
Divorced | 2.08 | 1.04 | 1.10 | ||
Widowed | 2.08 | 2.90 | 2.86 | ||
Education (%) | None | 45.83 | 56.15 | 55.60 | 3.125 (0.537) |
Islamic school | 6.25 | 5.45 | 5.49 | ||
Primary school | 31.25 | 22.04 | 22.53 | ||
Secondary school | 16.67 | 15.43 | 15.49 | ||
University | 0.00 | 0.93 | 0.88 |
Socioeconomic Attributes | NAF | AF | Nawa Region | χ2 (p-Value) | |
---|---|---|---|---|---|
Principal source of income (%) | Agriculture | 97.92 | 98.26 | 98.24 | 4.992 (0.661) |
Trading | 0.00 | 0.58 | 0.55 | ||
Breeding | 0.00 | 0.35 | 0.33 | ||
Other | 2.08 | 0.81 | 0.88 | ||
Farm (%) | Cocoa | 100.00 | 100.00 | 100.00 | – |
Coffee | 10.42 | 11.60 | 11.54 | ||
Rubber | 31.25 | 22.62 | 23.08 | ||
Oil palm | 2.08 | 4.64 | 4.51 | ||
Rice | 0.00 | 0.23 | 0.22 | ||
Teak | 0.00 | 0.35 | 0.33 | ||
Cola | 0.00 | 0.12 | 0.11 | ||
Other | 0.00 | 0.81 | 0.77 | ||
Farm size (ha) | Cocoa | 2.87 | 4.49 | 4.41 | 9.580 (0.002) |
Coffee | 1.30 | 1.23 | 1.23 | 0.018 (0.894) | |
Rubber | 1.23 | 1.85 | 1.81 | 2.421 (0.120) | |
Oil palm | 2.00 | 2.33 | 2.32 | 0.017 (0.897) | |
Other | – | 1.50 | 1.50 | – | |
Total | 3.423 | 5.18 | 5.08 | 6.131 (0.013) |
Tree Species Adoption | NAF | AF | Nawa Region | χ2 (p-Value) | |
---|---|---|---|---|---|
Willingness to introduce tree species in cocoa farms | No | 43.75 | 26.8 | 27.69 | 5.706 (0.017) |
Yes | 56.25 | 73.2 | 72.31 | ||
Area (ha) | 1.82 | 2.78 | 2.74 | 5.151 (0.023) | |
Desired type of tree species (%) | Food tree | 31.25 | 42.69 | 42.09 | – |
Shade tree | 25.00 | 41.30 | 40.44 | ||
Medicinal tree | 25.00 | 22.39 | 22.53 | ||
Fruit tree | 10.42 | 21.58 | 20.99 | ||
Timber tree | 33.33 | 39.21 | 38.90 | ||
Other | 0.00 | 0.12 | 0.11 | ||
Number of trees (%) | 1–20 trees/ha | 62.96 | 82.88 | 82.07 | 10.644 (0.014) |
21–40 trees/ha | 33.33 | 13.15 | 13.98 | ||
41–80 trees/ha | 0.00 | 2.69 | 2.58 | ||
More than 80 trees/ha | 3.70 | 1.27 | 1.37 | ||
Reasons for rejecting cocoa agroforestry practices (%) | Sufficient/excessive number of trees | 28.57 | 55.84 | 53.57 | - |
No space | 14.29 | 27.27 | 26.19 | ||
Reduced cocoa production | 19.05 | 7.36 | 8.33 | ||
Lack of knowledge about trees | 0.00 | 6.06 | 5.56 | ||
Not beneficial | 9.52 | 5.19 | 5.56 | ||
Damage of loggers | 4.76 | 5.19 | 5.16 | ||
Not the owner of the farm | 4.76 | 4.33 | 4.37 | ||
Stunting growth or death of crops | 0.00 | 2.16 | 1.98 | ||
Pest shelters | 4.76 | 1.30 | 1.59 | ||
Small size of the farm | 4.76 | 0.43 | 0.79 | ||
Crop conversion | 0.00 | 0.43 | 0.40 | ||
Source of black pod disease | 0.00 | 0.43 | 0.40 | ||
Hard before getting benefits | 0.00 | 0.43 | 0.40 | ||
Danger during tornado | 4.76 | 0.00 | 0.40 | ||
Definitive leaving of the locality | 4.76 | 0.00 | 0.40 |
Tree Retention and Warranty | NAF | AF | Nawa Region | χ2 (p-Value) | |
---|---|---|---|---|---|
Duration of tree retention on-farm | 0–5 years | 11.11 | 8.87 | 8.97 | 0.864 (0.834) |
5–10 years | 11.11 | 16.80 | 16.57 | ||
10–20 years | 22.22 | 24.41 | 24.32 | ||
More than 20 years | 55.56 | 49.92 | 50.15 | ||
Warranties to involve farmers | Sign formal contract | 45.83 | 54.29 | 53.85 | - |
Obtain the tree ownership | 10.42 | 29.12 | 28.13 | ||
Assist in the sale of wood products | 2.08 | 5.45 | 5.27 | ||
Other | 6.25 | 1.62 | 1.87 |
Explanatory Variables | Model Summary | Marginal Effects | ||||
---|---|---|---|---|---|---|
Estimate | Std Error | p-Value | AME | Std Error | p-Value | |
Constant | –19.970 | 1455 | 0.989 | |||
Age | 0.012 * | 0.006 | 0.049 | 0.002 * | 0.001 | 0.047 |
Gender (1—Male) | 18.190 | 1455 | 0.990 | 0.167 ** | 0.054 | 0.002 |
Migration status | ||||||
1—Foreigner | 31.950 | 1575 | 0.984 | 0.112 *** | 0.034 | 0.001 |
2—Native | 32.150 | 1656 | 0.985 | 0.282 *** | 0.033 | 0.000 |
Source of energy | ||||||
Firewood | 0.543 ** | 0.165 | 0.001 | 0.723 *** | 0.014 | 0.000 |
Charcoal | 1.860 *** | 0.298 | 0.000 | 1.000 *** | 0.000 | 0.000 |
Butane gas | 0.824 *** | 0.250 | 0.001 | 1.000 *** | 0.000 | 0.000 |
Farm characteristics | ||||||
Shade tree presence (1—Yes) | 1.120 *** | 0.333 | 0.001 | 0.231 ** | 0.072 | 0.001 |
Pseudo R2 (Nagelkerke) | 0.239 | |||||
Log-likelihood | –46.124 | |||||
Wald chi-square | 92.248 *** | |||||
Sample size | 910 |
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Kouassi, J.-L.; Kouassi, A.; Bene, Y.; Konan, D.; Tondoh, E.J.; Kouame, C. Exploring Barriers to Agroforestry Adoption by Cocoa Farmers in South-Western Côte d’Ivoire. Sustainability 2021, 13, 13075. https://doi.org/10.3390/su132313075
Kouassi J-L, Kouassi A, Bene Y, Konan D, Tondoh EJ, Kouame C. Exploring Barriers to Agroforestry Adoption by Cocoa Farmers in South-Western Côte d’Ivoire. Sustainability. 2021; 13(23):13075. https://doi.org/10.3390/su132313075
Chicago/Turabian StyleKouassi, Jean-Luc, Allegra Kouassi, Yeboi Bene, Dieudonné Konan, Ebagnerin J. Tondoh, and Christophe Kouame. 2021. "Exploring Barriers to Agroforestry Adoption by Cocoa Farmers in South-Western Côte d’Ivoire" Sustainability 13, no. 23: 13075. https://doi.org/10.3390/su132313075
APA StyleKouassi, J.-L., Kouassi, A., Bene, Y., Konan, D., Tondoh, E. J., & Kouame, C. (2021). Exploring Barriers to Agroforestry Adoption by Cocoa Farmers in South-Western Côte d’Ivoire. Sustainability, 13(23), 13075. https://doi.org/10.3390/su132313075