Localized Institutional Actors and Smallholder Irrigation Scheme Performance in Limpopo Province of South Africa
Abstract
:1. Introduction
2. Materials and Methods
2.1. Description of the Study Area
2.2. Sampling Technique and Sample Size
2.3. Data Source and Method of Data Collection
2.4. Method of Analysis and Model Specification
- regression coefficients were linear,
- predictors uncorrelated with residuals,
- absence of serial correlation,
- absence of multicollinearity, and
- normality of residuals [43].
Model Description
3. Results
3.1. Demographic Data and Socio-Economic Characteristics
3.2. Local Institutional Actors and Their Roles
3.3. Interpretation of Principal Components (PCs) Concerning Institutional Factors
3.4. Reliability Test
3.5. Institutional Dimension
3.6. Regression Model Diagnostic
3.7. Factors Affecting Crop Yield
4. Discussion
5. Conclusions
Author Contributions
Funding
Acknowledgments
Conflicts of Interest
References
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Factor | Female | Male | Average | Standard Deviation |
---|---|---|---|---|
Age of household head | 58.30 | 59.83 | 58.66 | 12.75 |
Level of formal education | 7.38 | 9.03 | 8 | 4.29 |
Number of household members | 6.34 | 6.49 | 6 | 2.74 |
Household members work on plots | 1.64 | 1.51 | 2 | 1.09 |
Years of household head in irrigation | 28.9 | 27.14 | 28.51 | 15.08 |
Plot size | 1.30 | 1.26 | 1.27 | 1.27 |
Factor | Female (%) | Male (%) | Total (%) | Significant Level |
---|---|---|---|---|
Main occupation (irrigation farming) | 97.3 | 91.3 | 95.9 | * |
Marital status (Married | 53.1 | 91.4 | 92.2 | *** |
Hire labor | 80.5 | 68.6 | 77.7 | |
Formal training | 15 | 11.4 | 14.2 | |
Livestock | 56.6 | 48.6 | 54.7 | |
Plot ownership | 76.4 | 23.6 | 100 | |
Subsidy | 66.4 | 62.9 | 65.5 | |
Credit | 8 | 5.4 | 7.4 | |
Farm cooperative | 50.4 | 62.9 | 53.4 | |
Sweet potato | 87.6 | 94.3 | 89.2 | |
Maize | 71.7 | 71.4 | 71.6 | |
Groundnuts | 37.2 | 8.6 | 30.4 | *** |
Bean | 25.7 | 28.6 | 26.4 | |
Cabbage | 4.4 | 14.3 | 6.8 | ** |
Spinach | 8.8 | 5.7 | 8.1 |
Institutions | Percentage | Sig | ||
---|---|---|---|---|
Female | Male | Total | ||
Government Agencies | 79.6 | 57.1 | 74.3 | *** |
Traditional Leaders | 40.7 | 45.7 | 41.9 | |
Cooperatives | 53.1 | 37.1 | 49.3 | * |
Private Organizations | 52.2 | 40.0 | 49.3 | |
Academics Institutions | 52.2 | 40.0 | 49.3 | |
Irrigation Committees | 72.6 | 71.4 | 72.3 | |
Farming Community | 71.7 | 60.0 | 68.9 |
Type of Institutions | Local Institutional Actors | Roles |
---|---|---|
Formal | Government agencies | Extension services Input subsidies |
Academic institutions | Provide extension Provide market information Provide inputs information | |
Cooperatives | Conflict management Provide loan/credit Easy access to market Scheme infrastructure maintenance Access to inputs markets | |
Private organizations | Provide extension Provide inputs Provide market information for produce | |
Irrigation committee | Market information | |
Informal | Community | Provide loan/credit Extension services Scheme infrastructure maintenance Provide inputs Provide market information for produce |
Traditional leaders | Conflict management |
Variables | Cronbach Alpha |
---|---|
Overall Cronbach Alpha value | 0.78 |
Community cooperative support | 0.94 |
Extension and conflict management support | 0.81 |
Input, conflict management, and market support | 0.79 |
Inputs and market support | 0.61 |
Extension and input support | 0.71 |
Academic institutions input support | 0.86 |
Community maintenance support | 0.69 |
Community input support | 0.83 |
Rotated Component Matrix | ||||||||
---|---|---|---|---|---|---|---|---|
Institutional Factor | Component | |||||||
1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | |
Community provide loan | 0.761 | 0.028 | 0.142 | −0.040 | −0.081 | −0.005 | 0.162 | 0.007 |
Cooperatives provide maintenance | 0.671 | −0.037 | 0.038 | 0.056 | 0.033 | −0.155 | −0.225 | 0.027 |
Cooperatives provide loan | 0.554 | −0.031 | 0.221 | 0.115 | 0.097 | 0.114 | 0.378 | 0.209 |
Cooperatives provide market | 0.529 | 0.078 | −0.051 | 0.032 | 0.326 | 0.357 | 0.119 | 0.240 |
Academic institutions provide extension | 0.006 | 0.839 | 0.045 | −0.080 | 0.020 | −0.042 | −0.122 | 0.144 |
Cooperatives conflict management | −0.130 | 0.645 | 0.215 | −0.261 | −0.040 | 0.185 | 0.024 | −0.387 |
Private organizations provide extension | 0.115 | 0.628 | −0.228 | 0.105 | −0.179 | −0.037 | 0.347 | 0.102 |
Extension officers provide extension | 0.320 | 0.527 | 0.469 | 0.254 | 0.023 | 0.156 | −0.083 | 0.048 |
Private organizations provide inputs | 0.188 | 0.024 | 0.807 | −0.286 | 0.135 | 0.069 | −0.040 | 0.096 |
Irrigation committees provide market | 0.204 | −0.014 | 0.560 | 0.179 | −0.212 | −0.149 | 0.221 | 0.003 |
Tradition leaders conflict management | −0.170 | 0.458 | 0.518 | 0.295 | 0.329 | −0.205 | −0.032 | 0.002 |
Cooperatives provide inputs | 0.077 | −0.003 | 0.143 | 0.834 | −0.125 | 0.144 | 0.015 | 0.167 |
Private organizations provide market | 0.018 | −0.044 | −0.246 | 0.740 | 0.374 | −0.081 | 0.028 | −0.184 |
Cooperatives provide extension | −0.067 | −0.087 | 0.086 | 0.022 | 0.806 | −0.057 | −0.099 | 0.217 |
Government provide input subsidy | 0.357 | −0.061 | 0.078 | 0.264 | 0.522 | 0.141 | 0.437 | −0.089 |
Community provide extension | 0.139 | 0.083 | −0.155 | −0.033 | 0.496 | −0.267 | 0.426 | −0.101 |
Academic institutions provide market | 0.081 | −0.268 | 0.189 | 0.141 | 0.251 | −0.740 | 0.061 | −0.147 |
Academic institutions provide inputs | 0.087 | −0.244 | 0.119 | 0.310 | 0.078 | 0.733 | 0.235 | −0.119 |
Community provide maintenance | −0.039 | −0.006 | 0.063 | −0.009 | −0.005 | 0.092 | 0.730 | 0.061 |
Community provide inputs | 0.207 | 0.191 | 0.179 | 0.034 | 0.114 | 0.106 | 0.022 | 0.778 |
Community provide market | 0.520 | 0.283 | 0.204 | 0.080 | −0.082 | 0.132 | −0.208 | −0.525 |
Eigenvalue | 2.34 | 2.28 | 1.87 | 1.81 | 1.74 | 1.54 | 1.45 | 1.34 |
Percentage of Variance | 11.15 | 10.86 | 8.92 | 8.61 | 8.29 | 7.33 | 6.89 | 6.39 |
Cumulative percent | 11.15 | 22.01 | 30.93 | 39.54 | 47.83 | 55.17 | 62.06 | 68.45 |
Variable | Code | Description |
---|---|---|
1 Community cooperative support | COM_CRDT | Farmers access loan from community and cooperatives, participate in cooperative scheme maintenance, access to the market for their products through cooperatives, and sell their produce to the local community. |
2 Extension and conflict management support | ACA_EXT | Farmers dominantly access extension services from academic institutions, extension officers, and private organizations. They are also privileged to access traditional leaders and cooperatives for conflict management. |
3 input, conflict management, and market support | PVT_ORG_INPT | Farmers mainly access inputs from private organizations and rely on traditional leaders for conflict management. They as well rely on the irrigation committee to access the market. |
4 Inputs and market support | COOP_INPT | Farmers access input subsidy from cooperatives and markets from private institutions. |
5 Extension and input support | COOP_EXT | Farmers access extension services from cooperatives and subsidized inputs by the government. |
6 Academic institutions input support | ACA_INST | Farmers access input subsidies from academic institutions, but they do not access the market from them. |
7 Community maintenance support | COM_MANT | Farmers participate in community scheme maintenance. |
8 Community input support | COM_INPT | Farmers access inputs from the community but are less likely to rely on the local community for the market of their produce. |
Factor | Coef. | Robust Std. Err. |
---|---|---|
Age | −0.01 | 0.01 |
Gender | −0.06 | 0.13 |
Marital Status | 0.10 | 0.13 |
Formal Education | −0.01 | 0.01 |
Number of household members | −0.00 | 0.02 |
Years farming in irrigation | 0.00 | 0.00 |
Formal Agricultural Training | −0.12 | 0.14 |
Distance to the Markets | −0.12 | 0.07 |
Fertilizer Subsidies | −0.00 | 0.00 |
Pesticide subsidies | 0.04 | 0.04 |
Hawking | −0.00 | 0.00 |
COM_CRDT | 0.49 *** | 0.06 |
ACA_EXT | 0.08 | 0.05 |
PVT_ORG_INPT | 0.03 | 0.05 |
COOP_INPT | 0.08 | 0.06 |
COOP_EXT | 0.12 ** | 0.06 |
ACA_INST | 0.1 ** | 0.05 |
COM_MANT | 0.36 *** | 0.06 |
COM_INPT | 0.10 * | 0.06 |
Livestock Unit | −0.01 | 0.01 |
Asset indices | −0.08 | 0.22 |
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Mwadzingeni, L.; Mugandani, R.; Mafongoya, P. Localized Institutional Actors and Smallholder Irrigation Scheme Performance in Limpopo Province of South Africa. Agriculture 2020, 10, 418. https://doi.org/10.3390/agriculture10090418
Mwadzingeni L, Mugandani R, Mafongoya P. Localized Institutional Actors and Smallholder Irrigation Scheme Performance in Limpopo Province of South Africa. Agriculture. 2020; 10(9):418. https://doi.org/10.3390/agriculture10090418
Chicago/Turabian StyleMwadzingeni, Liboster, Raymond Mugandani, and Paramu Mafongoya. 2020. "Localized Institutional Actors and Smallholder Irrigation Scheme Performance in Limpopo Province of South Africa" Agriculture 10, no. 9: 418. https://doi.org/10.3390/agriculture10090418
APA StyleMwadzingeni, L., Mugandani, R., & Mafongoya, P. (2020). Localized Institutional Actors and Smallholder Irrigation Scheme Performance in Limpopo Province of South Africa. Agriculture, 10(9), 418. https://doi.org/10.3390/agriculture10090418