Environmental Correlates of Health-Related Quality of Life among Women Living in Informal Settlements in Kenya
Abstract
:1. Introduction
2. Materials and Methods
2.1. Research Setting
2.2. Data and Sample
2.3. Measures
2.3.1. Water and Sanitation
2.3.2. Socioeconomic and Demographic Characteristics
2.4. Analysis Strategy
3. Results
3.1. Sample Characteristics
3.2. Physical Health
3.3. Mental Health
3.4. General Well-Being
4. Discussion
5. Conclusions
Author Contributions
Funding
Conflicts of Interest
Appendix A
Correlates | % of Sample | PF | RP | BP | RE | MH | SF | VT | GH |
---|---|---|---|---|---|---|---|---|---|
Entire population | 100.0 | 89.1 | 72.8 | 79.3 | 75.5 | 69.8 | 83.0 | 56.3 | 70.0 |
Socioeconomic variables | |||||||||
Monthly household income | |||||||||
Less than 5000 KES/month | 5.4 | 79.3 | 61.7 | 60.1 | 66.7 | 61.6 | 66.7 | 52.7 | 55.5 |
5000–10,000 KES/month | 47.1 | 90.7 | 73.4 | 80.6 | 76.3 | 68.8 | 84.7 | 55.9 | 70.0 |
10,000–15,000 KES/month | 29.4 | 89.4 | 71.0 | 78.9 | 74.7 | 71.7 | 83.0 | 57.0 | 72.0 |
More than 15,000 KES/month | 18.1 | 87.6 | 77.8 | 82.3 | 77.3 | 71.7 | 83.6 | 57.3 | 71.2 |
K-W p-value | 0.004 | 0.076 | 0.020 | 0.524 | 0.005 | 0.039 | 0.675 | 0.006 | |
Aware of household finances | |||||||||
Unaware | 6.7 | 81.9 | 68.2 | 74.6 | 76.6 | 67.1 | 80.7 | 54.7 | 63.2 |
Aware | 93.3 | 89.6 | 73.2 | 79.6 | 75.4 | 70.0 | 83.2 | 56.4 | 70.5 |
MWW p-value | 0.430 | 0.243 | 0.528 | 0.559 | 0.847 | 0.652 | 0.620 | 0.093 | |
Education | |||||||||
Less than primary | 44.6 | 86.6 | 67.0 | 77.3 | 69.5 | 68.1 | 79.6 | 53.7 | 66.2 |
Completed primary school | 23.9 | 92.2 | 78.2 | 79.5 | 80.8 | 73.2 | 85.3 | 59.2 | 74.6 |
At least some secondary | 26.8 | 89.9 | 77.0 | 81.7 | 81.8 | 69.3 | 86.7 | 56.9 | 72.1 |
Completed secondary school | 4.7 | 92.5 | 76.9 | 83.7 | 69.2 | 71.2 | 83.2 | 62.7 | 71.2 |
K-W p-value | 0.196 | 0.120 | 0.245 | 0.014 | 0.171 | 0.057 | 0.015 | 0.002 | |
Marital status | |||||||||
Married | 46.2 | 90.6 | 75.4 | 81.7 | 78.3 | 69.0 | 84.5 | 57.0 | 70.8 |
Living with a man, not married | 6.0 | 91.2 | 72.0 | 83.0 | 70.7 | 71.5 | 85.2 | 58.8 | 67.1 |
Regular partner, live apart | 13.2 | 92.1 | 81.2 | 80.4 | 85.8 | 68.4 | 86.3 | 58.2 | 69.7 |
Single/casual boyfriend | 34.6 | 85.5 | 66.4 | 75.1 | 68.6 | 71.1 | 79.5 | 54.2 | 69.6 |
K-W p-value | 0.005 | 0.034 | 0.018 | 0.003 | 0.284 | 0.088 | 0.192 | 0.567 | |
Number of children | |||||||||
No children | 12.9 | 93.3 | 83.1 | 88.4 | 84.0 | 74.3 | 92.8 | 59.7 | 75.4 |
1–2 children | 43.5 | 90.0 | 76.0 | 80.9 | 78.9 | 71.4 | 83.9 | 60.6 | 71.2 |
3–4 children | 32.1 | 87.5 | 70.1 | 77.5 | 72.9 | 68.9 | 82.3 | 51.9 | 69.1 |
5+ children | 11.6 | 85.5 | 57.0 | 68.4 | 60.4 | 61.3 | 70.9 | 48.8 | 62.3 |
K-W p-value | 0.014 | 0.003 | 0.000 | 0.011 | 0.000 | 0.000 | 0.000 | 0.002 | |
Age | |||||||||
18–24 | 11.8 | 92.5 | 83.5 | 87.5 | 84.6 | 72.9 | 90.4 | 59.9 | 74.8 |
25–34 | 39.5 | 92.6 | 76.8 | 82.8 | 79.5 | 69.6 | 83.9 | 57.7 | 71.2 |
35–44 | 37.1 | 89.4 | 72.2 | 78.1 | 75.0 | 70.8 | 84.4 | 56.2 | 71.3 |
45–55 | 7.1 | 80.6 | 53.2 | 69.7 | 59.0 | 64.3 | 74.0 | 50.6 | 61.2 |
55+ | 4.5 | 61.0 | 46.0 | 52.5 | 46.7 | 64.2 | 58.5 | 45.0 | 50.0 |
K-W p-value | 0.000 | 0.000 | 0.000 | 0.000 | 0.032 | 0.000 | 0.008 | 0.000 | |
Household count | |||||||||
1 person | 10.7 | 82.6 | 73.3 | 78.5 | 74.6 | 66.5 | 80.5 | 51.3 | 65.8 |
2 people | 14.3 | 89.7 | 75.6 | 80.1 | 76.8 | 74.0 | 83.4 | 59.6 | 72.0 |
3–4 people | 38.6 | 90.6 | 74.5 | 81.1 | 77.6 | 70.7 | 84.0 | 58.5 | 71.5 |
5+ people | 36.4 | 89.2 | 69.8 | 77.4 | 73.0 | 68.1 | 82.6 | 54.2 | 68.9 |
K-W p-value | 0.876 | 0.797 | 0.645 | 0.882 | 0.043 | 0.981 | 0.014 | 0.287 | |
Head of household is male | |||||||||
Female | 52.4 | 87.1 | 70.4 | 76.6 | 72.9 | 70.1 | 81.1 | 55.4 | 69.8 |
Male | 47.6 | 91.3 | 75.5 | 82.2 | 78.3 | 69.5 | 85.1 | 57.4 | 70.2 |
MWW p-value | 0.018 | 0.078 | 0.003 | 0.085 | 0.355 | 0.041 | 0.223 | 0.901 | |
Respondent is employed | |||||||||
Unemployed | 41.7 | 87.1 | 67.0 | 76.7 | 71.2 | 67.5 | 81.7 | 53.7 | 69.1 |
Employed | 58.3 | 90.5 | 77.0 | 81.2 | 78.6 | 71.4 | 83.9 | 58.2 | 70.7 |
MWW p-value | 0.703 | 0.001 | 0.056 | 0.036 | 0.011 | 0.823 | 0.005 | 0.893 | |
Respondent has a business | |||||||||
No business | 65.9 | 91.2 | 76.7 | 81.7 | 79.9 | 70.9 | 85.4 | 57.7 | 71.1 |
Business | 34.1 | 85.1 | 65.3 | 74.6 | 66.8 | 67.6 | 78.5 | 53.7 | 68.0 |
MWW p-value | 0.000 | 0.000 | 0.003 | 0.000 | 0.004 | 0.000 | 0.018 | 0.297 | |
WASH variables | |||||||||
Access to toilet | |||||||||
Does not have access to a toilet | 60.0 | 88.4 | 71.2 | 77.8 | 72.7 | 67.6 | 81.0 | 54.9 | 67.9 |
Has access to a toilet | 40.0 | 90.2 | 75.2 | 81.5 | 79.6 | 73.1 | 86.0 | 58.4 | 73.1 |
MWW p-value | 0.006 | 0.294 | 0.073 | 0.017 | 0.000 | 0.000 | 0.009 | 0.002 | |
Access to water | |||||||||
inside tap/well | 5.8 | 90.6 | 74.2 | 81.8 | 75.0 | 65.1 | 78.5 | 50.9 | 71.6 |
outside tap/well | 34.1 | 89.3 | 74.1 | 77.3 | 72.3 | 71.5 | 84.1 | 58.3 | 67.4 |
public tap/well | 50.7 | 89.8 | 71.8 | 81.8 | 77.6 | 70.0 | 85.0 | 56.7 | 74.1 |
vendor/tanker/burst pipe | 9.4 | 83.5 | 73.1 | 71.3 | 75.6 | 65.4 | 71.2 | 50.4 | 56.9 |
K-W p-value | 0.672 | 0.860 | 0.328 | 0.526 | 0.052 | 0.364 | 0.005 | 0.000 |
Appendix B
Correlates | Physical Function (PF) | |||||
---|---|---|---|---|---|---|
Model 1 | Model 2 | |||||
B | p-Value | CI (95%) | B | p-Value | CI (95%) | |
Socioeconomic variables | ||||||
Monthly household income | ||||||
5000–9999 KES/month | 6.72 | 0.076 | −0.707–14.139 | 6.62 | 0.084 | −0.887–14.119 |
10,000–14,999 KES/month | 6.45 | 0.091 | −1.042-13.946 | 6.23 | 0.107 | −1.350–13.810 |
At least 15,000 KES/month | 4.58 | 0.267 | −3.517–12.685 | 4.05 | 0.336 | −4.222–12.328 |
Aware of household finances | 8.80 | 0.028 | 0.933–16.669 | 9.28 | 0.029 | 0.959–17.608 |
Education | ||||||
Completed primary school | 3.56 | 0.016 | 0.657–6.463 | 3.40 | 0.020 | 0.536–6.265 |
At least some secondary | −0.23 | 0.884 | −3.384–2.915 | −0.30 | 0.853 | −3.439–2.847 |
Completed secondary school | 3.49 | 0.135 | −1.087–8.065 | 3.34 | 0.152 | −1.238–7.923 |
Marital status | ||||||
Living with a man, not married | 0.90 | 0.791 | −5.735–7.526 | 0.68 | 0.841 | −5.989–7.351 |
Regular partner, live apart | 3.36 | 0.243 | −2.285–9.012 | 3.05 | 0.292 | −2.629–8.729 |
Single/casual boyfriend | −0.91 | 0.734 | −6.167–4.345 | −1.19 | 0.662 | −6.508–4.136 |
Number of children | ||||||
1–2 children | −3.30 | 0.216 | −8.542–1.937 | −3.16 | 0.242 | −8.455–2.141 |
3–4 children | −3.22 | 0.353 | −10.005–3.574 | −3.02 | 0.379 | −9.767–3.722 |
5+ children | −2.47 | 0.546 | −10.518–5.570 | −2.24 | 0.582 | −10.222–5.748 |
Age | −0.60 | 0.000 | −0.842–0.357 | −0.61 | 0.000 | −0.849–0.369 |
Household count | ||||||
2 people | 3.16 | 0.339 | −3.323–9.642 | 2.96 | 0.370 | −3.520-9.435 |
3–4 people | 6.57 | 0.065 | −0.412–13.551 | 6.44 | 0.073 | −0.595–13.476 |
5+ people | 8.12 | 0.049 | 0.050-16.185 | 8.01 | 0.050 | −0.013–16.033 |
Head of household is male | 2.18 | 0.388 | −2.776–7.140 | 1.93 | 0.453 | −3.110–6.966 |
Respondent is employed | 1.99 | 0.181 | −0.931–4.916 | 2.05 | 0.170 | −0.885–4.993 |
Respondent has a business | −4.17 | 0.007 | −7.210–1.136 | −4.01 | 0.010 | −7.079–0.944 |
WASH Variables | ||||||
Access to toilet | ||||||
Has access to a toilet at all times | 1.58 | 0.285 | −1.316–4.471 | |||
Access to water | ||||||
outside tap/well | −0.07 | 0.981 | −5.780–5.641 | |||
public tap/well | −0.26 | 0.928 | −5.935–5.410 | |||
vendor/tanker/burst pipe | 0.57 | 0.888 | −7.414–8.557 | |||
R-squared | 0.2131 | 0.2155 | ||||
Wald Test Statistics F (p-value) | 5.7 (p = 0.000) | 0.77 (p = 0.464) |
Correlates | Physical Role Function (RP) | |||||
---|---|---|---|---|---|---|
Model 1 | Model 2 | |||||
B | p-Value | CI (95%) | B | p-Value | CI (95%) | |
Socioeconomic variables | ||||||
Monthly household income | ||||||
5000–9999 KES/month | 4.92 | 0.502 | −9.457–19.296 | 5.45 | 0.456 | −8.920–19.828 |
10,000–14,999 KES/month | 3.32 | 0.663 | −11.645–18.290 | 3.67 | 0.633 | −11.411–18.747 |
At least 15,000 KES/month | 10.50 | 0.183 | −4.976–25.970 | 10.65 | 0.188 | −5.204–26.495 |
Aware of household finances | 3.67 | 0.549 | −8.353–15.690 | 8.04 | 0.250 | −5.683–21.755 |
Education | ||||||
Completed primary school | 8.37 | 0.035 | 0.612–16.123 | 8.26 | 0.035 | 0.568–15.956 |
At least some secondary | 2.98 | 0.455 | −4.845–10.796 | 3.20 | 0.421 | −4.599–10.994 |
Completed secondary school | 5.97 | 0.382 | −7.433–19.379 | 6.04 | 0.372 | −7.243–19.317 |
Marital status | ||||||
Living with a man, not married | −2.14 | 0.756 | −15.699–11.417 | −2.34 | 0.734 | −15.909–11.222 |
Regular partner, live apart | 3.37 | 0.578 | −8.534–15.283 | 2.58 | 0.669 | −9.295–14.462 |
Single/casual boyfriend | −7.73 | 0.163 | −18.600–3.147 | –8.14 | 0.139 | −18.913–2.642 |
Number of children | ||||||
1–2 children | −3.01 | 0.613 | −14.686–8.667 | −2.68 | 0.653 | −14.383–9.029 |
3–4 children | −4.97 | 0.479 | −18.754–8.816 | −4.64 | 0.510 | −18.489–9.200 |
5+ children | −14.11 | 0.099 | −30.902–2.677 | −13.74 | 0.110 | −30.622–3.140 |
Age | −0.62 | 0.002 | −1.013–0.232 | −0.67 | 0.001 | −1.068–0.263 |
Household count | ||||||
2 people | −2.05 | 0.747 | −14.535–10.438 | −2.59 | 0.687 | −15.209–10.030 |
3–4 people | −1.61 | 0.8 | −14.099–10.879 | −1.58 | 0.806 | −14.195–11.036 |
5+ people | 0.04 | 0.995 | −12.998–13.080 | 0.25 | 0.970 | −12.764–13.267 |
Head of household is male | 1.59 | 0.759 | −8.579–11.758 | 1.41 | 0.786 | −8.764–11.579 |
Respondent is employed | 8.73 | 0.011 | 1.982–15.484 | 8.46 | 0.016 | 1.604–15.322 |
Respondent has a business | −6.56 | 0.069 | −13.642–0.521 | −6.68 | 0.065 | −13.772–0.408 |
WASH Variables | ||||||
Access to toilet | ||||||
Has access to a toilet at all times | 2.35 | 0.472 | −4.067–8.774 | |||
Access to water | ||||||
outside tap/well | 0.72 | 0.916 | −12.747–14.192 | |||
public tap/well | −0.01 | 0.999 | −13.215–13.200 | |||
vendor/tanker/burst pipe | 9.34 | 0.268 | −7.200–25.880 | |||
R-squared | 0.1048 | 0.1065 | ||||
Wald Test Statistics F (p-value) | 6.6 (p = 0.000) | 0.63 (p = 0.533) |
Correlates | Bodily Pain (BP) | |||||
---|---|---|---|---|---|---|
Model 1 | Model 2 | |||||
B | p-Value | CI (95%) | B | p-Value | CI (95%) | |
Socioeconomic variables | ||||||
Monthly household income | ||||||
5000–9999 KES/month | 15.96 | 0.010 | 3.86–28.066 | 15.00 | 0.013 | 3.206–26.794 |
10,000–14,999 KES/month | 15.76 | 0.014 | 3.252–28.269 | 15.06 | 0.016 | 2.773–27.345 |
At least 15,000 KES/month | 18.63 | 0.005 | 5.699–31.555 | 17.10 | 0.009 | 4.36–29.847 |
Aware of household finances | 5.48 | 0.250 | −3.869–14.832 | 4.29 | 0.429 | −6.355–14.941 |
Education | ||||||
Completed primary school | −0.76 | 0.765 | −5.729–4.216 | −0.67 | 0.788 | −5.595–4.246 |
At least some secondary | −1.46 | 0.573 | −6.545–3.623 | −1.88 | 0.468 | −6.977–3.21 |
Completed secondary school | 1.85 | 0.717 | −8.176–11.872 | 2.48 | 0.618 | −7.3–12.268 |
Marital status | ||||||
Living with a man, not married | 1.19 | 0.796 | −7.866–10.256 | 0.38 | 0.933 | −8.625–9.394 |
Regular partner, live apart | −2.79 | 0.533 | −11.588–5.998 | −2.50 | 0.578 | −11.352–6.343 |
Single/casual boyfriend | −4.17 | 0.285 | −11.831–3.487 | −4.79 | 0.220 | −12.443–2.869 |
Number of children | ||||||
1–2 children | −6.74 | 0.093 | −14.612–1.138 | −6.57 | 0.106 | −14.524–1.389 |
3–4 children | −7.37 | 0.138 | −17.12–2.376 | −7.50 | 0.131 | −17.257–2.251 |
5+ children | –14.2 | 0.017 | –25.802–2.591 | −14.55 | 0.014 | −26.159––2.943 |
Age | −0.55 | 0.000 | −0.851–0.249 | −0.52 | 0.001 | −0.818––0.221 |
Household count | ||||||
2 people | −3.26 | 0.431 | −11.37–4.854 | −3.42 | 0.404 | −11.465–4.626 |
3–4 people | 0.57 | 0.893 | −7.764–8.91 | −0.18 | 0.967 | −8.57–8.213 |
5+ people | 1.63 | 0.732 | −7.719–10.973 | 0.93 | 0.844 | −8.305–10.159 |
Head of household is male | 0.95 | 0.792 | −6.123–8.028 | 1.03 | 0.775 | −6.005–8.056 |
Respondent is employed | 3.39 | 0.157 | −1.302–8.077 | 4.11 | 0.088 | −0.62–8.83 |
Respondent has a business | −4.59 | 0.063 | −9.436–0.257 | −4.00 | 0.102 | −8.793–0.794 |
WASH Variables | ||||||
Access to toilet | ||||||
Has access to a toilet at all times | 2.80 | 0.187 | −1.363–6.953 | |||
Access to water | ||||||
outside tap/well | −2.73 | 0.509 | −10.84–5.383 | |||
public tap/well | 2.13 | 0.601 | −5.873–10.142 | |||
vendor/tanker/burst pipe | −2.26 | 0.704 | −13.917–9.404 | |||
R-squared | 0.1267 | 0.1302 | ||||
Wald Test Statistics F (p-value) | 7.2 (p = 0.000) | 1.21 (p = 0.298) |
Correlates | Emotional Role Function (RE) | |||||
---|---|---|---|---|---|---|
Model 1 | Model 2 | |||||
B | p-Value | CI (95%) | B | p-Value | CI (95%) | |
Socioeconomic variables | ||||||
Monthly household income | ||||||
5000–9999 KES/month | 3.60 | 0.631 | −11.114–18.320 | 2.80 | 0.708 | −11.866–17.461 |
10,000–14,999 KES/month | 1.64 | 0.834 | −13.713–16.994 | 1.13 | 0.885 | −14.257–16.522 |
At least 15,000 KES/month | 5.53 | 0.498 | −10.499–21.569 | 3.67 | 0.659 | −12.671–20.010 |
Aware of household finances | 0.35 | 0.955 | −11.993–12.702 | 3.64 | 0.605 | −10.182–17.461 |
Education | ||||||
Completed primary school | 8.74 | 0.035 | 0.628–16.849 | 8.82 | 0.031 | 0.827–16.809 |
At least some secondary | 6.38 | 0.108 | −1.404–14.163 | 6.07 | 0.123 | −1.647–13.794 |
Completed secondary school | −3.05 | 0.698 | −18.497–12.399 | −1.79 | 0.816 | −16.850–13.273 |
Marital status | ||||||
Living with a man, not married | −5.55 | 0.469 | −20.589–9.489 | −6.85 | 0.355 | −21.382–7.689 |
Regular partner, live apart | 5.43 | 0.408 | −7.459–18.316 | 5.20 | 0.425 | −7.594–17.994 |
Single/casual boyfriend | −7.11 | 0.232 | −18.772–4.559 | −8.48 | 0.15 | −20.027–3.076 |
Number of children | ||||||
1–2 children | 0.28 | 0.965 | –12.340–12.906 | 0.96 | 0.883 | –11.788–13.703 |
3–4 children | −1.50 | 0.841 | −16.149–13.152 | −1.37 | 0.855 | −16.087–13.344 |
5+ children | −10.91 | 0.227 | −28.640–6.817 | −11.07 | 0.227 | −29.031–6.893 |
Age | −0.61 | 0.004 | −1.026–0.199 | −0.61 | 0.004 | −1.028–0.192 |
Household count | ||||||
2 people | −2.30 | 0.722 | −14.995–10.391 | −3.16 | 0.627 | −15.899–9.585 |
3–4 people | −0.60 | 0.928 | −13.671–12.476 | −1.85 | 0.782 | −14.982–11.282 |
5+ people | 1.79 | 0.794 | −11.651–15.226 | 0.88 | 0.897 | −12.442–14.206 |
Head of household is male | 1.63 | 0.767 | −9.135–12.389 | 1.71 | 0.755 | −9.069–12.497 |
Respondent is employed | 5.10 | 0.143 | −1.725–11.924 | 5.90 | 0.094 | −1.000–12.795 |
Respondent has a business | −9.07 | 0.014 | −16.256–1.875 | −8.29 | 0.024 | −15.475–1.112 |
WASH Variables | ||||||
Access to toilet | ||||||
Has access to a toilet at all times | 6.70 | 0.043 | 0.222–13.179 | |||
Access to water | ||||||
outside tap/well | −1.30 | 0.854 | −15.153–12.551 | |||
public tap/well | 6.06 | 0.381 | −7.510–19.628 | |||
vendor/tanker/burst pipe | 9.76 | 0.255 | −7.080–26.596 | |||
R-squared | 0.0909 | 0.1029 | ||||
Wald Test Statistics F (p-value) | 5.2 (p= 0.000) | 4.17 (p = 0.016) |
Correlates | Mental Health (MH) | |||||
---|---|---|---|---|---|---|
Model 1 | Model 2 | |||||
B | p-Value | CI (95%) | B | p-Value | CI (95%) | |
Socioeconomic variables | ||||||
Monthly household income | ||||||
5000–9,999 KES/month | 4.73 | 0.090 | −0.736–10.186 | 4.24 | 0.145 | −1.461–9.932 |
10,000–14,999 KES/month | 8.64 | 0.002 | 3.089–14.192 | 7.89 | 0.007 | 2.167–13.621 |
At least 15,000 KES/month | 9.47 | 0.004 | 3.121–15.814 | 7.90 | 0.018 | 1.336–14.458 |
Aware of household finances | 3.54 | 0.264 | −2.676–9.748 | 3.00 | 0.416 | −4.242–10.248 |
Education | ||||||
Completed primary school | 3.11 | 0.041 | 0.125–6.094 | 2.51 | 0.095 | −0.436–5.456 |
At least some secondary | −1.55 | 0.339 | −4.72–1.628 | −1.65 | 0.312 | −4.851–1.552 |
Completed secondary school | 0.77 | 0.851 | −7.243–8.776 | 0.30 | 0.941 | −7.7–8.305 |
Marital status | ||||||
Living with a man, not married | 3.87 | 0.137 | −1.233–8.982 | 3.74 | 0.167 | −1.569–9.057 |
Regular partner, live apart | −0.27 | 0.923 | −5.73–5.194 | −0.67 | 0.809 | −6.136–4.789 |
Single/casual boyfriend | 2.98 | 0.242 | −2.011–7.962 | 2.18 | 0.400 | −2.903–7.262 |
Number of children | ||||||
1–2 children | −6.51 | 0.014 | −11.695–1.327 | −5.96 | 0.024 | −11.114–0.803 |
3–4 children | −9.51 | 0.002 | −15.501–3.514 | −8.80 | 0.004 | −14.819–2.781 |
5+ children | −16.95 | 0.000 | −24.337–9.562 | −15.93 | 0.000 | −23.264–8.604 |
Age | 0.00 | 0.997 | −0.159–0.158 | −0.01 | 0.882 | −0.17–0.146 |
Household count | ||||||
2 people | 7.97 | 0.002 | 2.986–12.945 | 7.43 | 0.003 | 2.563–12.295 |
3–4 people | 6.92 | 0.018 | 1.18–12.662 | 6.03 | 0.038 | 0.334–11.718 |
5+ people | 8.44 | 0.008 | 2.25–14.628 | 7.68 | 0.015 | 1.496–13.86 |
Head of household is male | −0.15 | 0.945 | −4.546–4.24 | −0.86 | 0.706 | −5.344–3.621 |
Respondent is employed | 2.57 | 0.106 | −0.544–5.675 | 2.90 | 0.065 | −0.176–5.972 |
Respondent has a business | −2.14 | 0.165 | −5.173–0.888 | −1.33 | 0.368 | −4.233–1.571 |
WASH Variables | ||||||
Access to toilet | ||||||
Has access to a toilet at all times | 4.73 | 0.001 | 2.054–7.412 | |||
Access to water | ||||||
outside tap/well | 6.67 | 0.016 | 1.245–12.094 | |||
public tap/well | 6.69 | 0.014 | 1.369–12.017 | |||
vendor/tanker/burst pipe | 3.55 | 0.303 | −3.21–10.31 | |||
R-squared | 0.0901 | 0.1076 | ||||
Wald Test Statistics F (p-value) | 4.74 (p = 0.000) | 6.18 (p = 0.002) |
Correlates | Social Functioning (SF) | |||||
---|---|---|---|---|---|---|
Model 1 | Model 2 | |||||
B | p-Value | CI (95%) | B | p-Value | CI (95%) | |
Socioeconomic variables | ||||||
Monthly household income | ||||||
5000–9999 KES/month | 14.05 | 0.016 | 2.625–25.481 | 13.08 | 0.015 | 2.6–23.566 |
10,000–14,999 KES/month | 13.39 | 0.023 | 1.867–24.913 | 12.32 | 0.023 | 1.689–22.946 |
At least 15,000 KES/month | 13.98 | 0.021 | 2.144–25.814 | 12.06 | 0.032 | 1.044–23.075 |
Aware of household finances | 6.15 | 0.166 | −2.558–14.85 | 2.73 | 0.604 | −7.59–13.042 |
Education | ||||||
Completed primary school | 3.57 | 0.095 | −0.626–7.770 | 3.01 | 0.150 | −1.089–7.102 |
At least some secondary | 2.66 | 0.232 | −1.706–7.02 | 2.38 | 0.293 | −2.062–6.827 |
Completed secondary school | −0.01 | 0.998 | −9.300–9.274 | −0.42 | 0.928 | −9.697–8.847 |
Marital status | ||||||
Living with a man, not married | 0.99 | 0.818 | −7.513–9.502 | 0.94 | 0.832 | −7.734–9.606 |
Regular partner, live apart | 0.68 | 0.876 | −7.828–9.18 | 0.83 | 0.848 | −7.658–9.311 |
Single/casual boyfriend | −2.32 | 0.575 | −10.424–5.792 | −3.00 | 0.472 | −11.207–5.201 |
Number of children | ||||||
1–2 children | −10.05 | 0.004 | −16.822––3.28 | −9.62 | 0.006 | −16.48––2.751 |
3–4 children | −11.66 | 0.008 | −20.288––3.024 | −11.1 | 0.012 | −19.732––2.475 |
5+ children | −22.37 | 0.000 | −33.81––10.938 | −21.53 | 0.000 | −32.749––10.32 |
Age | −0.32 | 0.030 | −0.605––0.03 | −0.30 | 0.037 | −0.58––0.018 |
Household count | ||||||
2 people | −0.27 | 0.942 | −7.544–7.005 | −0.54 | 0.881 | −7.642–6.559 |
3–4 people | 5.39 | 0.173 | −2.365–13.137 | 4.24 | 0.277 | −3.414–11.903 |
5+ people | 9.95 | 0.023 | 1.367–18.535 | 8.87 | 0.038 | 0.505–17.238 |
Head of household is male | −0.20 | 0.956 | −7.266–6.865 | −0.81 | 0.822 | −7.825–6.213 |
Respondent is employed | −0.29 | 0.888 | −4.31–3.733 | 0.34 | 0.867 | −3.595–4.266 |
Respondent has a business | −5.37 | 0.011 | −9.531––1.213 | −4.33 | 0.034 | −8.316––0.337 |
WASH Variables | ||||||
Access to toilet | ||||||
Has access to a toilet at all times | 4.02 | 0.026 | 0.492–7.547 | |||
Access to water | ||||||
outside tap/well | 7.26 | 0.113 | −1.714–16.232 | |||
public tap/well | 8.55 | 0.060 | −0.352–17.442 | |||
vendor/tanker/burst pipe | −1.37 | 0.830 | −13.873–11.14 | |||
R-squared | 0.1268 | 0.1327 | ||||
Wald Test Statistics F (p-value) | 5.6 (p = 0.000) | 2.10 (p = 0.124) |
Correlates | Vitality (VT) | |||||
---|---|---|---|---|---|---|
Model 1 | Model 2 | |||||
B | p-Value | CI (95%) | B | p-Value | CI (95%) | |
Socioeconomic variables | ||||||
Monthly household income | ||||||
5000–9999 KES/month | −0.89 | 0.707 | −5.561–3.776 | −1.32 | 0.605 | −6.349–3.701 |
10,000–14,999 KES/month | 0.68 | 0.787 | −4.277–5.639 | 0.13 | 0.961 | −5.08–5.338 |
At least 15,000 KES/month | 0.92 | 0.754 | −4.833–6.671 | −0.13 | 0.967 | −6.299–6.04 |
Aware of household finances | 2.09 | 0.435 | −3.164–7.34 | 0.69 | 0.817 | −5.14–6.514 |
Education | ||||||
Completed primary school | 3.86 | 0.035 | 0.265–7.46 | 3.42 | 0.062 | −0.166–7.006 |
At least some secondary | −0.16 | 0.936 | −3.966–3.655 | −0.21 | 0.915 | −4.03–3.616 |
Completed secondary school | 6.92 | 0.119 | −1.775–15.616 | 6.59 | 0.139 | −2.148–15.33 |
Marital status | ||||||
Living with a man, not married | 2.71 | 0.387 | −3.437–8.864 | 2.84 | 0.386 | −3.587–9.266 |
Regular partner, live apart | 0.73 | 0.830 | −5.973–7.436 | 0.71 | 0.836 | −6.041–7.468 |
Single/casual boyfriend | −1.87 | 0.526 | −7.671–3.924 | −2.37 | 0.425 | −8.187–3.455 |
Number of children | ||||||
1–2 children | −1.88 | 0.554 | −8.129–4.365 | −1.49 | 0.642 | −7.78–4.8 |
3–4 children | −11.29 | 0.002 | −18.309–4.267 | −10.79 | 0.003 | −17.881–3.689 |
5+ children | −13.27 | 0.001 | −21.193–5.348 | −12.50 | 0.002 | −20.528–4.462 |
Age | −0.11 | 0.242 | −0.288–0.073 | −0.11 | 0.253 | −0.288–0.076 |
Household count | ||||||
2 people | 6.46 | 0.047 | 0.097–12.815 | 6.16 | 0.058 | −0.198–12.518 |
3–4 people | 6.75 | 0.041 | 0.285–13.222 | 5.96 | 0.074 | −0.584–12.507 |
5+ people | 9.54 | 0.007 | 2.589–16.482 | 8.85 | 0.014 | 1.792–15.903 |
Head of household is male | 0.35 | 0.906 | −5.461–6.156 | −0.10 | 0.974 | −5.963–5.771 |
Respondent is employed | 4.85 | 0.007 | 1.307–8.387 | 5.14 | 0.004 | 1.648–8.635 |
Respondent has a business | −1.19 | 0.489 | −4.558–2.182 | −0.51 | 0.764 | −3.864–2.837 |
WASH Variables | ||||||
Access to toilet | ||||||
Has access to a toilet at all times | 3.00 | 0.048 | 0.022–5.985 | |||
Access to water | ||||||
outside tap/well | 7.06 | 0.014 | 1.435–12.676 | |||
public tap/well | 7.32 | 0.007 | 1.988–12.65 | |||
vendor/tanker/burst pipe | 2.45 | 0.446 | −3.863–8.771 | |||
R-squared | 0.994 | 0.1044 | ||||
Wald Test Statistics F (p-value) | 6.2 (p = 0.000) | 1.69 (p = 0.185) |
Correlates | General Health (GH) | |||||
---|---|---|---|---|---|---|
Model 1 | Model 2 | |||||
B | p-Value | CI (95%) | B | p-Value | CI (95%) | |
Socioeconomic variables | ||||||
Monthly household income | ||||||
5000–9999 KES/month | 11.64 | 0.006 | 3.322–19.965 | 9.63 | 0.016 | 1.801–17.464 |
10,000–14,999 KES/month | 14.13 | 0.001 | 5.637–22.628 | 12.47 | 0.002 | 4.424–20.512 |
At least 15,000 KES/month | 13.61 | 0.002 | 4.84–22.386 | 10.42 | 0.014 | 2.077–18.765 |
Aware of household finances | 9.09 | 0.020 | 1.437–16.745 | 4.40 | 0.296 | −3.86–12.664 |
Education | ||||||
Completed primary school | 5.85 | 0.001 | 2.417–9.288 | 5.77 | 0.001 | 2.484–9.05 |
At least some secondary | 2.39 | 0.242 | −1.622–6.407 | 1.53 | 0.451 | −2.446–5.497 |
Completed secondary school | 1.81 | 0.735 | −8.699–12.324 | 2.45 | 0.628 | −7.458–12.348 |
Marital status | ||||||
Living with a man, not married | −3.82 | 0.305 | −11.12–3.485 | −5.08 | 0.165 | −12.266–2.098 |
Regular partner, live apart | −3.28 | 0.342 | −10.061–3.497 | −2.66 | 0.427 | −9.222–3.911 |
Single/casual boyfriend | −1.25 | 0.688 | −7.373–4.867 | −2.28 | 0.454 | −8.255–3.698 |
Number of children | ||||||
1–2 children | −6.15 | 0.036 | −11.888–0.417 | −5.90 | 0.042 | −11.586–0.209 |
3–4 children | −7.23 | 0.038 | −14.041–0.417 | −7.32 | 0.033 | −14.072–0.578 |
5+ children | −12.48 | 0.005 | −21.075–3.88 | −12.83 | 0.004 | −21.556–4.098 |
Age | −0.36 | 0.002 | −0.587–0.134 | −0.30 | 0.008 | −0.512–0.079 |
Household count | ||||||
2 people | 3.36 | 0.309 | −3.124–9.845 | 3.22 | 0.302 | −2.909–9.357 |
3–4 people | 6.52 | 0.059 | −0.258–13.307 | 5.09 | 0.134 | −1.58–11.763 |
5+ people | 8.53 | 0.017 | 1.507–15.562 | 7.09 | 0.044 | 0.201–13.976 |
Head of household is male | −4.13 | 0.142 | −9.649–1.384 | −4.29 | 0.112 | −9.591–1.009 |
Respondent is employed | −1.34 | 0.444 | −4.769–2.094 | 0.04 | 0.979 | −3.292–3.382 |
Respondent has a business | −2.71 | 0.148 | −6.382–0.961 | −1.43 | 0.422 | −4.917–2.06 |
WASH Variables | ||||||
Access to toilet | ||||||
Has access to a toilet at all times | 4.84 | 0.003 | 1.676–8.011 | |||
Access to water | ||||||
outside tap/well | −3.19 | 0.324 | −9.529–3.152 | |||
public tap/well | 4.25 | 0.167 | −1.786–10.291 | |||
vendor/tanker/burst pipe | −9.09 | 0.041 | −17.788–0.392 | |||
R-squared | 0.108 | 0.1201 | ||||
Wald Test Statistics F (p-value) | 4.3 (p = 0.000) | 4.32 (p = 0.014) |
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Socioeconomic Demographic Variables | Adjusted Proportions (%) |
---|---|
Monthly household income | |
Less than 5000 KES/month | 5.4 |
5000–9999 KES/month | 47.1 |
10,000–14,999 KES/month | 29.4 |
At least 15,000 KES/month | 18.1 |
Aware of household finances | 93.3 |
Education | |
Less than primary | 44.6 |
Completed primary school | 23.9 |
At least some secondary | 26.8 |
Completed secondary school | 4.7 |
Marital status | |
Married | 46.2 |
Living with a man, not married | 6.0 |
Regular partner, live apart | 13.2 |
Single/casual boyfriend | 34.6 |
Number of children | |
No children | 12.9 |
1–2 children | 43.5 |
3–4 children | 32.1 |
5+ children | 11.6 |
Age mean (standard deviation) | 35.0 yrs (0.41) |
Household count | |
1 person | 10.7 |
2 people | 14.3 |
3–4 people | 38.6 |
5+ people | 36.4 |
Head of household is male | 47.6 |
Respondent is employed | 58.3 |
Respondent has a business | 34.1 |
Water, sanitation, and hygiene (WASH) variables | |
Access to toilet | |
Has access to a toilet at all times | 40.0 |
Access to water | |
inside tap/well | 5.8 |
outside tap/well | 34.1 |
public tap/well | 50.7 |
vendor/tanker/burst pipe | 9.4 |
Socioeconomic Demographic Variables | Physical Function (PF) | Physical Role Function (RP) | Bodily Pain (BP) |
---|---|---|---|
Monthly household income | |||
5000–9999 KES/month | 6.62 † | 5.45 | 15.00 * |
10,000–14,999 KES/month | 6.23 | 3.67 | 15.06 * |
At least 15,000 KES/month | 4.05 | 10.65 | 17.10 ** |
Aware of household finances | 9.28 * | 8.04 | 4.29 |
Education | |||
Completed primary school | 3.4 * | 8.26 * | −0.67 |
At least some secondary | −0.30 | 3.20 | −1.88 |
Completed secondary school | 3.34 | 6.04 | 2.48 |
Marital status | |||
Living with a man, not married | 0.68 | −2.34 | 0.38 |
Regular partner, live apart | 3.05 | 2.58 | −2.50 |
Single/casual boyfriend | −1.19 | −8.14 | −4.79 |
Number of children | |||
1–2 children | −3.16 | −2.68 | −6.57 |
3–4 children | −3.02 | −4.64 | −7.50 |
5+ children | −2.24 | −13.74 | −14.55 * |
Age | −0.61 *** | −0.67 ** | −0.52 ** |
Household count | |||
2 people | 2.96 | −2.59 | −3.42 |
3–4 people | 6.44 † | −1.58 | −0.18 |
5+ people | 8.01 † | 0.25 | 0.93 |
Head of household is male | 1.93 | 1.41 | 1.03 |
Respondent is employed | 2.05 | 8.46 * | 4.11 † |
Respondent has a business | −4.01 * | −6.68 † | −4.00 |
WASH variables | |||
Access to toilet | |||
Has access to a toilet at all times | 1.58 | 2.35 | 2.80 |
Access to water | |||
outside tap/well | −0.07 | 0.72 | −2.73 |
public tap/well | −0.26 | −0.01 | 2.13 |
vendor/tanker/burst pipe | 0.57 | 9.34 | −2.26 |
Socioeconomic Demographic Variables | Emotional Role Function (RE) | Mental Health (MH) | Social Functioning (SF) |
---|---|---|---|
Monthly household income | |||
5000–9999 KES/month | 2.80 | 4.24 | 13.08 * |
10,000–14,999 KES/month | 1.13 | 7.89 ** | 12.32 * |
At least 15,000 KES/month | 3.67 | 7.90 * | 12.06 * |
Aware of household finances | 3.64 | 3.00 | 2.73 |
Education | |||
Completed primary school | 8.82 * | 2.51 † | 3.01 |
At least some secondary | 6.07 | −1.65 | 2.38 |
Completed secondary school | −1.79 | 0.30 | −0.42 |
Marital status | |||
Living with a man, not married | −6.85 | 3.74 | 0.94 |
Regular partner, live apart | 5.20 | −0.67 | 0.83 |
Single/casual boyfriend | −8.48 | 2.18 | −3.00 |
Number of children | |||
1–2 children | 0.96 | −5.96 * | −9.62 ** |
3–4 children | −1.37 | −8.80 ** | −11.10 * |
5+ children | −11.07 | −15.93 *** | −21.53 *** |
Age | −0.61 ** | −0.01 | −0.30 * |
Household count | |||
2 people | −3.16 | 7.43 ** | −0.54 |
3–4 people | −1.85 | 6.03 * | 4.24 |
5+ people | 0.88 | 7.68 * | 8.87 * |
Head of household is male | 1.71 | −0.86 | −0.81 |
Respondent is employed | 5.90 † | 2.90 † | 0.34 |
Respondent has a business | −8.29 * | −1.33 | −4.33 * |
WASH variables | |||
Access to toilet | |||
Has access to a toilet at all times | 6.70* | 4.73 ** | 4.02 * |
Access to water | |||
outside tap/well | −1.30 | 6.67 * | 7.26 |
public tap/well | 6.06 | 6.69 * | 8.55 † |
vendor/tanker/burst pipe | 9.76 | 3.55 | −1.37 |
Socioeconomic Variables | Vitality (VT) | General Health (GH) |
---|---|---|
Monthly household income | ||
5000–9999 KES/month | −1.32 | 9.63 * |
10,000–14,999 KES/month | 0.13 | 12.47 ** |
At least 15,000 KES/month | −0.13 | 10.42 * |
Aware of household finances | 0.69 | 4.40 |
Education | ||
Completed primary school | 3.42 † | 5.77 ** |
At least some secondary | −0.21 | 1.53 |
Completed secondary school | 6.59 | 2.45 |
Marital status | ||
Living with a man, not married | 2.84 | −5.08 |
Regular partner, live apart | 0.71 | −2.66 |
Single/casual boyfriend | −2.37 | −2.28 |
Number of children | ||
1–2 children | −1.49 | −5.90 * |
3–4 children | −10.79 ** | −7.32 * |
5+ children | −12.5 ** | −12.83 ** |
Age | −0.11 | −0.30 ** |
Household count | ||
2 people | 6.16 † | 3.22 |
3–4 people | 5.96 † | 5.09 |
5+ people | 8.85 * | 7.09 * |
Head of household is male | −0.10 | −4.29 |
Respondent is employed | 5.14 ** | 0.04 |
Respondent has a business | −0.51 | −1.43 |
WASH variables | ||
Access to toilet | ||
Has access to a toilet at all times | 3.00 * | 4.84 ** |
Access to water | ||
outside tap/well | 7.06 * | −3.19 |
public tap/well | 7.32 ** | 4.25 |
vendor/tanker/burst pipe | 2.45 | −9.09 * |
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Winter, S.C.; Obara, L.M.; Barchi, F. Environmental Correlates of Health-Related Quality of Life among Women Living in Informal Settlements in Kenya. Int. J. Environ. Res. Public Health 2019, 16, 3948. https://doi.org/10.3390/ijerph16203948
Winter SC, Obara LM, Barchi F. Environmental Correlates of Health-Related Quality of Life among Women Living in Informal Settlements in Kenya. International Journal of Environmental Research and Public Health. 2019; 16(20):3948. https://doi.org/10.3390/ijerph16203948
Chicago/Turabian StyleWinter, Samantha C., Lena Moraa Obara, and Francis Barchi. 2019. "Environmental Correlates of Health-Related Quality of Life among Women Living in Informal Settlements in Kenya" International Journal of Environmental Research and Public Health 16, no. 20: 3948. https://doi.org/10.3390/ijerph16203948
APA StyleWinter, S. C., Obara, L. M., & Barchi, F. (2019). Environmental Correlates of Health-Related Quality of Life among Women Living in Informal Settlements in Kenya. International Journal of Environmental Research and Public Health, 16(20), 3948. https://doi.org/10.3390/ijerph16203948