Analysis of the Contribution of Home Gardens to Household Food Security in Limpopo Province, South Africa
Abstract
:1. Introduction
2. Methodology
Description of Study Areas
3. Data Collection
4. Data Analysis
Endogenous Switching Poisson Regression Model
5. Results and Discussion
5.1. Descriptive Results
5.2. Occurrence of Household Food Insecurity Based on HFIAS Categories
5.3. The Contribution of Home Garden Participation to Household Food Security—Endogenous Switching Poisson Regression Model
5.4. Treatment Effects of Impact of Home Garden Participation on Household Food Insecurity
6. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
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Characteristics | % |
---|---|
Gender | |
Male | 46.2 |
Female | 53.8 |
Participant household distribution by study site | |
Capricorn | 18.7 |
Greater Sekhukhune | 21.5 |
Mopani | 21.2 |
Vhembe | 20.8 |
Waterberg | 17.8 |
Educational Level | |
Primary School Education | 27.3 |
Secondary School Education | 42.2 |
National Training Certificate (NTC) level 1–3 | 1.7 |
National Training Certificate level 4–6 | 0.8 |
Diploma with less than Matric | 0.4 |
Higher/national/advanced certificate with Matric | 0.6 |
Diploma with Matric/occupational certificate | 2.1 |
Higher Diploma/occupational certificate (b-tech diploma) | 1.2 |
Post Higher Diploma (Masters Diploma/Degree) | 0.2 |
Bachelor’s Degree/occupational certificate | 1.5 |
Honours degree/postgraduate diploma/occupational certificate | 0.4 |
Doctoral degrees (doctoral diploma and Ph.D.) | 0.2 |
No schooling | 18.2 |
Employment Status | |
Employed full-time | 15.4 |
Employed part-time | 7.0 |
Self-employed | 5.8 |
Not employed | 70.7 |
Studying full-time | 1.1 |
Relationship status | |
Living in common-law marriage | 38.0 |
Cohabiting | 10.8 |
Divorced | 1.8 |
Legally separated | 0.6 |
Spouseless | 20.9 |
Single | 27.9 |
Salaries and wages | 23.2 |
Household income (ZAR) | |
No income | 1.5 |
Less 1500 | 21.7 |
1501–3000 | 38.9 |
3001–4500 | 18.6 |
4501–6000 | 6.5 |
Greater than 6000 | 12.9 |
Access to land | 36.0 |
Own land | 88.9 |
Rent land | 1.1 |
Tribal authority | 3.5 |
State-owned land | 0.6 |
Other | 6.0 |
Land used for the production of food and other agricultural products | 82.5 |
Status | Home Garden Participation | Food Security of Participants | Food Security of Non-Participants | ||||||
---|---|---|---|---|---|---|---|---|---|
Coefficient | Std. Err | p-Value | Coefficient | Std. Err | p-Value | Coefficient | Std. Err | p-Value | |
Gender of household head | 0.161 | 0.104 | 0.122 | 2.164 | 0.064 | 0.000 *** | −0.028 | 0.051 | 0.583 |
Age of household head | −0.003 | 0.003 | 0.327 | 0.000 | 0.001 | 0.817 | −0.003 | 0.001 | 0.065 * |
Employment status | −0.018 | 0.059 | 0.761 | −0.040 | 0.013 | 0.002 *** | 0.090 | 0.026 | 0.001 *** |
Household size | 0.048 | 0.020 | 0.016 ** | 0.009 | 0.004 | 0.046 ** | −0.001 | 0.009 | 0.950 |
Did work for a wage/salary | −0.041 | 0.128 | 0.751 | 0.083 | 0.032 | 0.009 *** | −0.192 | 0.064 | 0.003 *** |
Receive any social relief | 0.069 | 0.115 | 0.551 | −2.109 | 0.063 | 0.000 *** | 0.086 | 0.052 | 0.100 |
Access to land | −3.323 | 0.228 | 0.000 *** | 0.114 | 0.034 | 0.001 *** | −1.690 | 0.471 | 0.000 *** |
Agriculture-related assistance | −0.743 | 0.290 | 0.010 ** | 2.483 | 0.149 | 0.000 *** | −0.092 | 0.095 | 0.334 |
Education | 0.001 | 0.002 | 0.497 | −0.000 | 0.000 | 0.705 | −0.002 | 0.001 | 0.035 ** |
Marital status of household head | 0.013 | 0.022 | 0.555 | 0.004 | 0.005 | 0.505 | 0.004 | 0.011 | 0.711 |
Market distance | 0.004 | 0.006 | 0.578 | 0.008 | 0.002 | 0.000 *** | −0.023 | 0.017 | 0.191 |
_cons | 4.908 | 0.720 | 0.000 *** | −3.660 | 0.330 | 0.000 *** | 1.436 | 0.585 | 0.014 ** |
/lnsigma0 | 1.242 | 0.026 | 0.000 | ||||||
/lnsigma1 | 1.235 | 0.065 | 0.000 | ||||||
/athrho0 | 0.078 | 0.005 | 0.000 | ||||||
/athrho1 | 0.107 | 0.036 | 0.000 | ||||||
sigma0 | 3.461 | 3.289 | 3.642 | ||||||
sigma1 | 3.437 | 3.024 | 3.906 | ||||||
rho0 | −0.147 | 0.005 | 0.000 | ||||||
rho1 | −0.172 | 0.036 | 0.000 | ||||||
Log likelihood | −5272.316 | ||||||||
Prob > chi2 | 0.000 | ||||||||
Wald chi2(11) | 1300.68 |
Estimate | SE | p-Value | |
---|---|---|---|
ATE (average treatment effect) | −236.38 | 105.66 | 0.025 |
ATT (average treatment effect on the treated) | −69.053 | 187.52 | 0.712 |
ATU (average treatment effect on the untreated) | −278.44 | 100.39 | 0.005 |
LATE (local average treatment effect) | −958.91 | 615.75 | 0.119 |
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Gwacela, M.; Ngidi, M.S.C.; Hlatshwayo, S.I.; Ojo, T.O. Analysis of the Contribution of Home Gardens to Household Food Security in Limpopo Province, South Africa. Sustainability 2024, 16, 2525. https://doi.org/10.3390/su16062525
Gwacela M, Ngidi MSC, Hlatshwayo SI, Ojo TO. Analysis of the Contribution of Home Gardens to Household Food Security in Limpopo Province, South Africa. Sustainability. 2024; 16(6):2525. https://doi.org/10.3390/su16062525
Chicago/Turabian StyleGwacela, Mbalenhle, Mjabuliseni Simon Cleopas Ngidi, Simphiwe Innocentia Hlatshwayo, and Temitope Oluwaseun Ojo. 2024. "Analysis of the Contribution of Home Gardens to Household Food Security in Limpopo Province, South Africa" Sustainability 16, no. 6: 2525. https://doi.org/10.3390/su16062525
APA StyleGwacela, M., Ngidi, M. S. C., Hlatshwayo, S. I., & Ojo, T. O. (2024). Analysis of the Contribution of Home Gardens to Household Food Security in Limpopo Province, South Africa. Sustainability, 16(6), 2525. https://doi.org/10.3390/su16062525