Illegal Activities for Survival: Understanding the Influence of Household Livelihood Security on Biodiversity Conservation in Tanzania
Abstract
:1. Introduction
2. Conceptual Framework
3. Material and Methods
3.1. Study Site
3.2. Data Collection
3.3. Data Analysis
3.3.1. Data Screening
3.3.2. Exploratory Data Analysis
3.3.3. Reliability Analysis
3.3.4. Confirmatory Factor Analysis
3.3.5. Structural Equation Modeling
4. Results
4.1. Demographics of Respondents
4.2. Measurement Model
4.2.1. Validity and Reliability
4.2.2. Reliability Analysis
4.2.3. Confirmatory Factor Analysis
4.3. Structural Model
4.4. Influence of Food Security on Illegal Activities in Mkomazi National Park
4.5. Influence of Financial Security on Illegal Activities in Mkomazi National Park
4.6. Influence of Education Security on Illegal Activities in Mkomazi National Park
5. Discussion
5.1. Influence of Food Security on Illegal Activities in Mkomazi National Park
5.2. Influence of Financial Security on Illegal Activities in Mkomazi National Park
5.3. Influence of Education Security on Illegal Activities in Mkomazi National Park
6. Conclusions
Author Contributions
Funding
Data Availability Statement
Conflicts of Interest
References
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Variable | Number | Percentage, % | |
---|---|---|---|
Gender | |||
Female | 137 | 51.30 | |
Male | 130 | 48.70 | |
Educational level | |||
No formal education | 51 | 19.10 | |
Primary education | 198 | 74.10 | |
Secondary education | 16 | 6.00 | |
University postgraduate | 1 | 0.40 | |
Vocational education | 1 | 0.40 | |
Occupation | |||
Farmer | 143 | 53.6 | |
Pastoralist | 110 | 41.2 | |
Business person | 14 | 5.20 |
Items | Factor Loadings | |||||
---|---|---|---|---|---|---|
1 | 2 | 3 | 4 | 5 | 6 | |
Food security (FoSP) | ||||||
We eat our preferred food regularly | −0.14 | 0.16 | 0.74 | −0.09 | 0.03 | −0.05 |
We eat three meals a day regularly | −0.09 | 0.10 | 0.78 | 0.10 | 0.01 | −0.10 |
We eat meat regularly | 0.05 | 0.07 | 0.72 | −0.04 | 0.08 | −0.08 |
We eat fruits and vegetables regularly | 0.00 | 0.22 | 0.69 | 0.07 | 0.07 | −0.16 |
We use wood to cook food regularly | −0.20 | 0.00 | 0.30 | 0.04 | −0.16 | −0.12 |
We buy food to eat we cannot produce regularly | −0.07 | 0.01 | 0.31 | −0.09 | −0.34 | 0.03 |
Financial security (FinSP) | ||||||
We own enough land for agriculture | 0.07 | 0.07 | −0.19 | 0.02 | 0.56 | −0.03 |
We own enough livestock | 0.08 | −0.08 | −0.10 | −0.05 | 0.54 | 0.00 |
We have access to loan and finance facilities | 0.13 | −0.05 | 0.03 | 0.02 | 0.50 | 0.06 |
We have the finances to deal with hardships | 0.14 | 0.01 | 0.20 | 0.04 | 0.59 | 0.06 |
We have financial savings | 0.09 | −0.14 | 0.07 | 0.02 | 0.70 | −0.05 |
We are satisfied with our current employment | −0.08 | 0.15 | 0.20 | −0.07 | 0.57 | −0.01 |
We can afford to buy clothing | −0.06 | 0.20 | 0.14 | 0.00 | 0.23 | 0.03 |
Educational security (EdSP) | ||||||
We have access to schools | −0.04 | 0.61 | 0.12 | 0.05 | −0.07 | 0.05 |
We can afford to pay fees for primary education | −0.05 | 0.80 | 0.13 | −0.02 | −0.03 | −0.02 |
We can afford to pay fees for secondary education | 0.10 | 0.54 | 0.23 | 0.01 | 0.14 | 0.05 |
We can afford to buy scholastic materials | −0.06 | 0.95 | 0.04 | −0.01 | −0.08 | −0.02 |
We can afford to buy student uniforms | −0.08 | 0.96 | 0.02 | −0.03 | −0.07 | −0.01 |
We can afford to pay fees for university education | 0.01 | 0.38 | 0.42 | −0.08 | 0.22 | −0.02 |
We can afford to buy clothing | −0.06 | 0.20 | 0.14 | 0.00 | 0.23 | 0.03 |
Item | Factor Loadings | |||||
---|---|---|---|---|---|---|
1 | 2 | 3 | 4 | 5 | 6 | |
Bush meat poaching (BPP) | ||||||
To get bush meat to eat | 0.18 | 0.00 | −0.08 | 0.23 | −0.07 | 0.75 |
For bush meat to sell | 0.12 | 0.02 | −0.21 | 0.16 | 0.03 | 0.85 |
Get money for basic needs | 0.12 | 0.06 | −0.15 | 0.17 | 0.09 | 0.89 |
Socially motivated poaching (SMP) | ||||||
Because of social pressure | 0.10 | −0.03 | 0.07 | 0.69 | −0.04 | 0.12 |
To exercise their indigenous rights | 0.11 | −0.03 | −0.01 | 0.59 | 0.01 | 0.11 |
To collect hides, skins, and ornaments | 0.17 | 0.09 | −0.12 | 0.88 | 0.04 | 0.15 |
In retaliation for crop damage by wildlife | 0.05 | −0.02 | 0.02 | 0.86 | 0.02 | 0.09 |
Illegal grazing (ILGP) | ||||||
Because they lack pasture outside the park | 0.89 | 0.08 | −0.15 | 0.03 | 0.08 | 0.14 |
Because they lack water outside the park | 0.86 | 0.08 | −0.13 | 0.07 | 0.02 | 0.13 |
Because pasture areas are closer | 0.72 | −0.10 | −0.01 | 0.12 | 0.00 | 0.06 |
Because it is expensive to keep cattle indoors | 0.68 | −0.05 | −0.12 | 0.10 | 0.23 | 0.07 |
Because pasture in the park is available | 0.90 | 0.03 | −0.10 | 0.02 | 0.12 | 0.14 |
Because they value cattle over wildlife | 0.59 | −0.07 | 0.03 | 0.10 | 0.20 | −0.07 |
Because I live near the park | 0.56 | −0.09 | 0.07 | 0.10 | −0.03 | 0.04 |
Corr | Alpha If Item Deleted | C. Alpha | ||
---|---|---|---|---|
Food Security Index | 0.84 | |||
We eat our preferred food regularly | 0.74 | 0.80 | ||
We eat three meals a day regularly | 0.77 | 0.78 | ||
We eat meat regularly | 0.72 | 0.80 | ||
We eat fruits and vegetables regularly | 0.72 | 0.81 | ||
Financial Security Index | 0.71 | |||
We own enough land for agriculture | 0.48 | 0.68 | ||
We own enough livestock | 0.52 | 0.66 | ||
We have the finances to deal with hardships | 0.61 | 0.66 | ||
We have financial savings | 0.71 | 0.63 | ||
We are satisfied with our current employment | 0.57 | 0.65 | ||
Education Security Index | 0.89 | |||
We have access to schools | 0.72 | 0.88 | ||
We can afford to pay fees for primary education | 0.89 | 0.84 | ||
We can afford to pay fees for secondary education | 0.59 | 0.91 | ||
We can afford to buy scholastic materials | 0.90 | 0.85 | ||
We can afford to buy student uniforms | 0.90 | 0.84 | ||
Bush Meat Poaching Index | 0.91 | |||
To get bush meat to eat | 0.79 | 0.91 | ||
For bushmeat to sell | 0.89 | 0.85 | ||
Get money from sales of bush meat for basic needs | 0.90 | 0.84 | ||
Socially Motivated Poaching Index | 0.85 | |||
Because of social pressure | 0.71 | 0.82 | ||
To exercise their indigenous rights | 0.61 | 0.85 | ||
To collect hides, skins, and ornaments | 0.87 | 0.76 | ||
In retaliation for crop damage by wildlife | 0.83 | 0.78 | ||
Illegal Grazing Index | 0.91 | |||
Because they lack pasture sources outside the park | 0.87 | 0.88 | ||
Because they lack water outside the park. | 0.85 | 0.88 | ||
Because pasture areas in the park are closer to their homes | 0.74 | 0.89 | ||
Because it is expensive to keep cattle indoors | 0.75 | 0.89 | ||
Because pasture in the park is availablethroughout the year, while other areas are overgrazed or owned by farmers | 0.91 | 0.87 | ||
Because cattle are more important than wildlife | 0.64 | 0.90 | ||
Because I live near the park where water andpasture is available | 0.58 | 0.91 |
Fit Index | Recommended Threshold | Model Output | Remark |
---|---|---|---|
P | P ≥ 0.05 | 0.001 | Accepted |
CFI | CFI ≥ 0.90 | 0.932 | Accepted |
TLI | TLI ≥ 0.90 | 0.919 | Accepted |
RMSEA | RMSEA ≤ 0.08 | 0.051 | Accepted |
SRMR | SRMR | 0.066 | Accepted |
Model | β | SE | |
---|---|---|---|
Bush meat hunting | |||
Food security | −0.326 * | 0.094 | |
Education security | 0.086 | 0.084 | |
Financial security | 0.081 | 0.079 | |
Socially motivated hunting | |||
Food security | −0.170 | 0.099 | |
Education security | 0.112 | 0.099 | |
Financial security | 0.089 | 0.081 | |
Illegal livestock grazing | |||
Food security | −0.189 * | 0.102 | |
Education security | −0.001 | 0.099 | |
Financial security | 0.246 * | 0.073 |
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Share and Cite
Lyakurwa, G.J.; Sabuhoro, E.; Chepkwony, M.C. Illegal Activities for Survival: Understanding the Influence of Household Livelihood Security on Biodiversity Conservation in Tanzania. Conservation 2024, 4, 339-356. https://doi.org/10.3390/conservation4030022
Lyakurwa GJ, Sabuhoro E, Chepkwony MC. Illegal Activities for Survival: Understanding the Influence of Household Livelihood Security on Biodiversity Conservation in Tanzania. Conservation. 2024; 4(3):339-356. https://doi.org/10.3390/conservation4030022
Chicago/Turabian StyleLyakurwa, Gasto Jerome, Edwin Sabuhoro, and Mercy Chepkemoi Chepkwony. 2024. "Illegal Activities for Survival: Understanding the Influence of Household Livelihood Security on Biodiversity Conservation in Tanzania" Conservation 4, no. 3: 339-356. https://doi.org/10.3390/conservation4030022
APA StyleLyakurwa, G. J., Sabuhoro, E., & Chepkwony, M. C. (2024). Illegal Activities for Survival: Understanding the Influence of Household Livelihood Security on Biodiversity Conservation in Tanzania. Conservation, 4(3), 339-356. https://doi.org/10.3390/conservation4030022