Barriers Affecting Sustainable Agricultural Productivity of Smallholder Farmers in the Eastern Free State of South Africa
Abstract
:1. Introduction
2. Study Site Description
3. Materials and Methods
3.1. Data Collection
3.2. Data Analysis
3.2.1. Demographic and Socio-Economic Characterization of Smallholder Farmers
3.2.2. Explanatory Variables for a Binary Logistic Regression Model
4. Results and Discussion
4.1. Demographic and Socio-Economic Characterization of Smallholder Farmers
4.1.1. Age
4.1.2. Gender
4.1.3. Education
4.1.4. Occupation
4.1.5. Monthly Income
4.1.6. Hired Labor
4.1.7. Total area Owned
4.1.8. Farm Equipment Owned
4.1.9. Livestock Owned
4.1.10. Extension Services
4.1.11. Credit
4.2. Knowledge and Extent of Adoption of the SAPs
4.2.1. Farmer’s Knowledge on Sustainable Agricultural Practices
4.2.2. Extent of Adoption of SAPs
4.3. Barriers to Adoption of SAPs by Smallholder Farmers
4.3.1. Barriers to Adoption of Traditional SAPs by Smallholder Farmers
4.3.2. Barriers to Adoption of New SAPs by Smallholder Farmers
4.3.3. Overall Discussions
Access to Hired Labor
Awareness of SAPs
Access to Land
Access to Credit
Age
Level Education
Off-Farm Income
Ownership of Livestock
5. Conclusions and Recommendations
Author Contributions
Funding
Acknowledgments
Conflicts of Interest
References
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Variables | Description | Mean | Std. Dev | Min | Max |
---|---|---|---|---|---|
Household Head Characteristics | |||||
Age | 20–35 (years) | 0.080 | 0.271 | 20 | 35 |
36–51 (years) | 0.245 | 0.430 | 36 | 51 | |
52–66 (years) | 0.410 | 0.492 | 52 | 66 | |
>67 (years) | 0.264 | 0.441 | 67 | 95 | |
Gender | Male (1/0) | 0.520 | 0.500 | 0 | 1 |
Education | No formal education (years) | 0.282 | 0.500 | 0 | 0 |
Adult education (years) | 0.020 | 0.140 | 1 | 12 | |
Primary education (years) | 0.292 | 0.455 | 1 | 11 | |
Secondary education (years) | 0.365 | 0.481 | 8 | 16 | |
Tertiary education (years) | 0.035 | 0.183 | 15 | 20 | |
Occupation | Own or family farming (1/0) | 0.742 | 0.438 | 0 | 1 |
Self-employed (1/0) | 0.067 | 0.249 | 0 | 1 | |
Employed in other sector (1/0) | 0.191 | 0.393 | 0 | 1 | |
Monthly on-farm income | 0 South African Rand (ZAR) | 0.785 | 0.411 | 0 | 0 |
10–500 (ZAR) | 0.127 | 0.332 | 100 | 500 | |
5010–2000 (ZAR) | 0.063 | 0.243 | 700 | 2000 | |
>2010 (ZAR) | 0.022 | 0.147 | 2400 | 5000 | |
Monthly off-farm income | <500 (ZAR) | 0.082 | 0.275 | 0 | 380 |
500–1000 (ZAR) | 0.140 | 0.348 | 500 | 1000 | |
1010–2000 (ZAR) | 0.581 | 0.493 | 1140 | 2000 | |
2010–5000 (ZAR) | 0.165 | 0.371 | 2080 | 5000 | |
5010–10,000 (ZAR) | 0.022 | 0.147 | 6000 | 8500 | |
>10,000 (ZAR) | 0.008 | 0.091 | 11,000 | 20,000 | |
Hired labor | Hired labor (1/0) | 0.159 | 0.365 | 0 | 1 |
Total area owned | <0.25 (ha) | 0.144 | 0.352 | 0.03 | 0.25 |
0.25–0.5 (ha) | 0.361 | 0.480 | 0.3 | 0.50 | |
0.51–1.0 (ha) | 0.383 | 0.486 | 0.6 | 1 | |
1.1–2.0 (ha) | 0.078 | 0.238 | 1.2 | 2 | |
>2 (ha) | 0.031 | 0.172 | 2.5 | 4 | |
Farm equipment owned | Irrigation equipment (1/0) | 0.178 | 0.382 | 0 | 1 |
Planter (1/0) | 0.002 | 0.045 | 0 | 1 | |
Tractor (1/0) | 0.014 | 0.117 | 0 | 1 | |
Spray pump (1/0) | 0.146 | 0.353 | 0 | 1 | |
Water tanks (1/0) | 0.020 | 0.140 | 0 | 1 | |
Livestock owned | Cattle (1/0) | 0.121 | 0.326 | 0 | 1 |
Sheep (1/0) | 0.015 | 0.121 | 0 | 1 | |
Goat (1/0) | 0.010 | 0.099 | 0 | 1 | |
Poultry (1/0) | 0.043 | 0.203 | 0 | 1 | |
Pig (1/0) | 0.007 | 0.081 | 0 | 1 | |
Extension services | Access to extension services (1/0) | 0.008 | 0.091 | 0 | 1 |
Credit | Access to credit (1/0) | 0.017 | 0.128 | 0 | 1 |
SAPs | Mean | Standard Deviation | Min | Max |
---|---|---|---|---|
Cover cropping (1/0) | 0.382 | 0.486 | 0 | 1 |
Crop rotation (1/0) | 0.767 | 0.423 | 0 | 1 |
Intercropping (1/0) | 0.767 | 0.423 | 0 | 1 |
Minimum tillage (1/0) | 0.480 | 0.500 | 0 | 1 |
Mulching (1/0) | 0.598 | 0.490 | 0 | 1 |
Planting pits (1/0) | 0.485 | 0.500 | 0 | 1 |
Tied ridging (1/0) | 0.611 | 0.487 | 0 | 1 |
SAPs | Mean | Std. Dev | Min | Max |
---|---|---|---|---|
Cover cropping (1/0) | 0.271 | 0.445 | 0 | 1 |
Crop rotation (1/0) | 0.627 | 0.483 | 0 | 1 |
Intercropping (1/0) | 0.585 | 0.493 | 0 | 1 |
Minimum tillage (1/0) | 0.525 | 0.499 | 0 | 1 |
Mulching (1/0) | 0.407 | 0.491 | 0 | 1 |
Planting pits (1/0) | 0.329 | 0.470 | 0 | 1 |
Tied ridging (1/0) | 0.525 | 0.499 | 0 | 1 |
Explanatory Variables | Coefficients | Odds Ratios | Standard Error. | z | P > z |
---|---|---|---|---|---|
Gender | 0.445 | 1.561 | 0.270 | 2.708 | 0.100 |
Age | 0.004 | 1.004 | 0.012 | 0.114 | 0.736 |
Level of education | −0.013 | 0.987 | 0.036 | 0.131 | 0.718 |
Occupation | 0.599 | 1.820 | 0.340 | 3.096 | 0.078 |
Off-farm income | 0.000 | 1.000 | 0.000 | 1.744 | 0.187 |
On-farm income | 0.000 | 1.000 | 0.000 | 0.336 | 0.562 |
Ownership of farm equipment | −0.076 | 0.927 | 0.280 | 0.074 | 0.320 |
Ownership of livestock | −0.336 | 0.715 | 0.338 | 0.990 | 0.320 |
Access to hired labor | 0.880 * | 2.411 | 0.404 | 4.738 | 0.030 |
Awareness of traditional SAPs | 2.872 *** | 17.675 | 0.366 | 61.532 | 0.000 |
Access to land | 0.651 * | 1.918 | 0.258 | 6.351 | 0.012 |
Access to credit | −2.737 * | 0.065 | 1.229 | 4.960 | 0.026 |
Access to extension services | 0.669 | 1.952 | 1.591 | 0.177 | 0.674 |
Number of observations = 359 |
Explanatory Variables | Coefficients | Odds Ratios | Std. Err. | z | P > z |
---|---|---|---|---|---|
Gender | 0.347 | 1.415 | 0.281 | 1.522 | 0.217 |
Age | 0.046 *** | 1.048 | 0.013 | 12.599 | 0.000 |
Level of education | 0.139 *** | 1.149 | 0.039 | 12.580 | 0.000 |
Occupation | −0.436 | 0.647 | 0.355 | 1.503 | 0.220 |
Off-farm income | 0.000 ** | 1.000 | 0.000 | 8.453 | 0.004 |
On-farm income | 0.000 | 1.000 | 0.000 | 0.044 | 0.833 |
Ownership of farm equipment | 1.392 | 0.559 | 0.298 | 3.820 | 0.051 |
Ownership of livestock | 1.392 *** | 4.024 | 0.340 | 16.794 | 0.000 |
Access to hired labor | 1.165 ** | 0.312 | 0.417 | 7.782 | 0.005 |
Awareness of new SAPs | 2.474 *** | 11.876 | 0.484 | 26.118 | 0.000 |
Access to land | 0.181 | 1.199 | 0.235 | 0.594 | 0.441 |
Access to credit | −0.358 | 0.699 | 0.970 | 0.136 | 0.712 |
Access to extension services | −0.667 | 0.513 | 1.592 | 0.176 | 0.675 |
Number of observations = 359 |
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Myeni, L.; Moeletsi, M.; Thavhana, M.; Randela, M.; Mokoena, L. Barriers Affecting Sustainable Agricultural Productivity of Smallholder Farmers in the Eastern Free State of South Africa. Sustainability 2019, 11, 3003. https://doi.org/10.3390/su11113003
Myeni L, Moeletsi M, Thavhana M, Randela M, Mokoena L. Barriers Affecting Sustainable Agricultural Productivity of Smallholder Farmers in the Eastern Free State of South Africa. Sustainability. 2019; 11(11):3003. https://doi.org/10.3390/su11113003
Chicago/Turabian StyleMyeni, Lindumusa, Mokhele Moeletsi, Mulalo Thavhana, Mulalo Randela, and Lebohang Mokoena. 2019. "Barriers Affecting Sustainable Agricultural Productivity of Smallholder Farmers in the Eastern Free State of South Africa" Sustainability 11, no. 11: 3003. https://doi.org/10.3390/su11113003
APA StyleMyeni, L., Moeletsi, M., Thavhana, M., Randela, M., & Mokoena, L. (2019). Barriers Affecting Sustainable Agricultural Productivity of Smallholder Farmers in the Eastern Free State of South Africa. Sustainability, 11(11), 3003. https://doi.org/10.3390/su11113003