Factors Explaining Households’ Cash Payment for Solid Waste Disposal and Recycling Behaviors in South Africa
Abstract
:1. Introduction
2. Methodology
2.1. Data and Sampling Procedures
2.2. Analytical Framework
2.3. Bivariate Probit Modeling
3. Results and Discussions
3.1. Socio-Economic Profiles of the Respondents
Province | Western Cape | Eastern Cape | Northern Cape | Free State | KwaZulu-Natal | North West | Gauteng | Mpumalanga | Limpopo | All |
---|---|---|---|---|---|---|---|---|---|---|
Age (Years) | 46.67 | 48.94 | 47.10 | 45.57 | 47.01 | 46.95 | 45.97 | 46.06 | 46.78 | 46.77 |
Income (Rands) | 7809.82 | 4358.45 | 5497.84 | 5279.86 | 5399.68 | 5289.87 | 8003.05 | 5929.50 | 4014.19 | 6064.52 |
Social Grants (Rands) | 15.33 | 29.45 | 23.10 | 20.53 | 25.15 | 21.67 | 11.00 | 18.84 | 24.77 | 20.00 |
Formal education (%) | 97.06 | 88.97 | 87.69 | 92.05 | 85.75 | 86.08 | 94.40 | 83.55 | 81.75 | 89.38 |
3.2. Waste Disposal Methods and Perceived Environmental Problems by the Households
Province | Western Cape | Eastern Cape | Northern Cape | Free State | KwaZulu-Natal | North West | Gauteng | Mpumalanga | Limpopo | All |
---|---|---|---|---|---|---|---|---|---|---|
Local authority/private company at least once a week | 86.69 | 34.17 | 69.46 | 76.79 | 37.68 | 46.34 | 87.74 | 36.78 | 12.59 | 56.03 |
Local authority/private company less often than once a week | 0.12 | 7.03 | 1.46 | 1.34 | 0.48 | 2.75 | 0.53 | 0.99 | 0.70 | 1.56 |
Community members contracted by the municipalities at least once a week | 3.06 | 0.10 | 0.18 | 0.08 | 7.39 | 1.27 | 1.80 | 1.37 | 6.22 | 3.00 |
Community members contracted by the municipalities less often than once a week | 0.07 | 0.08 | 0.00 | 0.00 | 0.16 | 2.07 | 0.00 | 0.00 | 0.36 | 0.23 |
Community members at least once a week | 1.99 | 0.11 | 1.21 | 0.32 | 0.20 | 0.15 | 0.05 | 0.03 | 0.42 | 0.38 |
Community members at less often than once a week | 1.30 | 0.03 | 0.00 | 0.07 | 0.03 | 0.00 | 0.04 | 0.00 | 0.09 | 0.17 |
Communal refuse dump/container | 4.22 | 0.39 | 0.50 | 1.47 | 0.88 | 0.84 | 1.75 | 0.88 | 1.19 | 1.45 |
Own refuse dump | 1.35 | 51.63 | 19.03 | 12.42 | 48.84 | 39.52 | 4.24 | 52.90 | 70.57 | 31.98 |
Dump or leave rubbish anywhere | 0.45 | 4.03 | 3.73 | 4.84 | 2.25 | 4.18 | 2.34 | 5.97 | 5.81 | 3.28 |
Other places | 0.14 | 0.21 | 0.54 | 0.77 | 0.00 | 0.12 | 0.07 | 0.13 | 0.40 | 0.18 |
Missing responses | 0.60 | 2.23 | 3.89 | 1.90 | 2.10 | 2.75 | 1.44 | 0.96 | 1.64 | 1.73 |
Province | Western Cape | Eastern Cape | Northern Cape | Free State | KwaZulu-Natal | North West | Gauteng | Mpumalanga | Limpopo | All |
---|---|---|---|---|---|---|---|---|---|---|
Irregular or no waste removal | 5.01 | 23.88 | 21.25 | 29.70 | 21.09 | 31.05 | 13.15 | 56.46 | 22.28 | 21.83 |
Littering | 23.53 | 36.04 | 26.80 | 42.32 | 34.39 | 34.77 | 29.14 | 52.10 | 36.37 | 34.03 |
Water pollution | 8.89 | 21.98 | 9.07 | 21.28 | 18.89 | 12.95 | 12.33 | 16.33 | 15.21 | 15.49 |
Air pollution | 7.40 | 14.03 | 19.58 | 29.28 | 16.15 | 23.81 | 19.77 | 35.43 | 21.49 | 19.00 |
Land degradation | 13.41 | 43.05 | 29.03 | 45.21 | 23.84 | 45.26 | 21.99 | 58.56 | 36.13 | 31.53 |
Noise pollution | 17.83 | 15.98 | 12.22 | 19.67 | 12.38 | 19.41 | 16.33 | 22.39 | 28.32 | 17.74 |
3.3. Paying for Waste Disposal and Recycling Behavior
Province | Western Cape | Eastern Cape | Northern Cape | Free State | KwaZulu-Natal | North West | Gauteng | Mpumalanga | Limpopo | All |
---|---|---|---|---|---|---|---|---|---|---|
Paying | ||||||||||
Yes | 68.00 | 27.18 | 48.69 | 40.43 | 25.94 | 30.93 | 54.55 | 29.64 | 12.92 | 38.42 |
No | 29.55 | 14.82 | 27.75 | 41.17 | 22.02 | 24.51 | 37.76 | 10.49 | 9.14 | 25.11 |
Do not know | 0.53 | 0.34 | 0.00 | 0.34 | 0.42 | 0.47 | 0.89 | 0.74 | 0.64 | 0.58 |
Missing | 1.93 | 57.67 | 23.56 | 18.06 | 51.63 | 44.09 | 6.80 | 59.13 | 77.30 | 35.89 |
Willing to pay | ||||||||||
Yes | 9.39 | 4.30 | 9.60 | 13.39 | 2.95 | 10.27 | 15.09 | 4.31 | 2.05 | 8.16 |
No | 19.21 | 9.07 | 16.82 | 26.81 | 17.57 | 12.96 | 20.72 | 5.57 | 5.82 | 15.56 |
Do not know | 0.21 | 0.08 | 0.00 | 0.17 | 0.29 | 0.11 | 0.52 | 0.03 | 0.00 | 0.24 |
Missing | 71.19 | 86.55 | 73.58 | 59.63 | 79.18 | 76.65 | 63.66 | 90.09 | 92.13 | 76.05 |
Province | Western Cape | Eastern Cape | Northern Cape | Free State | KwaZulu-Natal | North West | Gauteng | Mpumalanga | Limpopo | All |
---|---|---|---|---|---|---|---|---|---|---|
Recycling wastes | 16.93 | 6.99 | 4.05 | 3.87 | 5.01 | 2.57 | 8.18 | 2.72 | 1.69 | 6.54 |
Selling wastes | 1.40 | 4.79 | 2.68 | 2.18 | 0.53 | 1.53 | 1.26 | 1.63 | 1.19 | 1.70 |
Materials being recycled | ||||||||||
Paper | 14.64 | 1.25 | 0.36 | 1.49 | 3.95 | 0.40 | 5.63 | 0.20 | 0.19 | 4.02 |
Glass | 13.87 | 4.33 | 2.24 | 1.97 | 1.76 | 1.36 | 5.34 | 1.24 | 0.54 | 4.10 |
Plastics | 14.83 | 2.56 | 1.77 | 1.81 | 1.52 | 0.50 | 4.51 | 0.41 | 0.23 | 3.55 |
Metal | 8.69 | 4.57 | 1.58 | 1.20 | 0.51 | 1.10 | 2.18 | 1.62 | 1.41 | 2.59 |
Oil | 0.43 | 0.09 | 0.00 | 0.06 | 0.05 | 0.04 | 0.75 | 0.00 | 0.09 | 0.27 |
3.4. Factors Explaining Cash Payment for Waste Disposal and Recycling
Socio-Demographic Variables | Recycling Behavior | Pay for Waste Disposal | |||||
---|---|---|---|---|---|---|---|
Recycling | Coefficient | Std. Error | Prob | Coefficient | Std. Error | Prob | Tolerance |
Income | 0.00004 | 0.0000 | 0.0000 | 0.0001 | 0.0000 | 0.0000 | 0.7407 |
Dump refuse anywhere | 0.1179 | 0.0816 | 0.1480 | −6.5908 | 564.1649 | 0.9910 | 0.9514 |
Irregular or no waste removal | 0.0506 | 0.0418 | 0.2270 | −0.5435 | 0.0286 | 0.0000 | 0.6807 |
Littering | 0.0774 | 0.0374 | 0.0380 | −0.0360 | 0.0251 | 0.1520 | 0.6366 |
Water pollution | 0.0444 | 0.0457 | 0.3310 | −0.1987 | 0.0321 | 0.0000 | 0.7587 |
Air pollution | 0.0223 | 0.0431 | 0.6050 | 0.1867 | 0.0287 | 0.0000 | 0.7034 |
Land degradation | −0.0433 | 0.0361 | 0.2300 | −0.3709 | 0.0239 | 0.0000 | 0.7254 |
Noise pollution | 0.0390 | 0.0406 | 0.3360 | 0.0228 | 0.0280 | 0.4150 | 0.8180 |
Western Cape | 0.6576 | 0.0396 | 0.0000 | 0.8944 | 0.0320 | 0.0000 | 0.8146 |
Eastern Cape | 0.3163 | 0.0443 | 0.0000 | 0.1272 | 0.0314 | 0.0000 | 0.8472 |
Northern Cape | 0.0361 | 0.0664 | 0.5860 | 0.7389 | 0.0397 | 0.0000 | 0.9079 |
Free State | 0.0095 | 0.0568 | 0.8680 | 0.5906 | 0.0342 | 0.0000 | 0.8756 |
North West | −0.1355 | 0.0630 | 0.0310 | 0.2255 | 0.0354 | 0.0000 | 0.8822 |
Mpumalanga | −0.1675 | 0.0608 | 0.0060 | 0.3194 | 0.0368 | 0.0000 | 0.8017 |
Male headship | 0.0285 | 0.0301 | 0.3440 | 0.0478 | 0.0199 | 0.0160 | 0.9252 |
Indian | 0.6081 | 0.0772 | 0.0000 | 1.4646 | 0.0948 | 0.0000 | 0.9469 |
Household head’s age | 0.0111 | 0.0012 | 0.0000 | 0.0159 | 0.0008 | 0.0000 | 0.5166 |
Formal education | 0.1383 | 0.0535 | 0.0100 | 0.5904 | 0.0343 | 0.0000 | 0.8045 |
Access to social grants | −0.2839 | 0.0461 | 0.0000 | −0.1846 | 0.0303 | 0.0000 | 0.5203 |
Constant term | −2.6934 | 0.0876 | 0.0000 | −2.1435 | 0.0573 | 0.0000 | |
Athrho | 0.1574 | 0.0213 | 7.4000 | 0.0000 | 0.1157 | 0.1991 | |
Rho | 0.1561 | 0.0208 | 0.1152 | 0.1965 | |||
Likelihood-ratio test of rho = 0; chi2(1) = 55.1667,Prob chi2 = 0.0000 | |||||||
Number of obs = 23518;Wald chi2(38) = 6633.13; Prob chi2 = 0.0000; Log likelihood = −15852.196 | Mean VIF = 1.32 |
4. Conclusions
Acknowledgments
Conflicts of Interest
References
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Oyekale, A.S. Factors Explaining Households’ Cash Payment for Solid Waste Disposal and Recycling Behaviors in South Africa. Sustainability 2015, 7, 15882-15899. https://doi.org/10.3390/su71215795
Oyekale AS. Factors Explaining Households’ Cash Payment for Solid Waste Disposal and Recycling Behaviors in South Africa. Sustainability. 2015; 7(12):15882-15899. https://doi.org/10.3390/su71215795
Chicago/Turabian StyleOyekale, Abayomi Samuel. 2015. "Factors Explaining Households’ Cash Payment for Solid Waste Disposal and Recycling Behaviors in South Africa" Sustainability 7, no. 12: 15882-15899. https://doi.org/10.3390/su71215795
APA StyleOyekale, A. S. (2015). Factors Explaining Households’ Cash Payment for Solid Waste Disposal and Recycling Behaviors in South Africa. Sustainability, 7(12), 15882-15899. https://doi.org/10.3390/su71215795