Table 2. Factors, factor loadings, and communalities for 18 social vulnerability attributes across Liberian districts as derived from exploratory factor analysis.
Census Variable (Dimension of Poverty) | Factors | Communality | ||||||
---|---|---|---|---|---|---|---|---|
1 | 2 | 3 | 4 | 5 | 6 | 7 | ||
% households without improved drinking water [E,H] | 0.891 | 0.232 | -0.205 | -0.124 | -0.114 | 0.922 | ||
% households that have unimproved waste disposal [H] | 0.855 | 0.133 | 0.775 | |||||
% households that are >80 minutes to a rural medical facility [H] | 0.702 | 0.164 | 0.535 | |||||
% households that are >20 minutes to drinking water [E] | 0.589 | 0.152 | -0.112 | -0.181 | -0.185 | 0.455 | ||
% population that is illiterate [H] | 0.575 | 0.417 | 0.173 | 0.266 | 0.613 | |||
% households that do not produce livestock [E,H] | 0.858 | 0.153 | 0.198 | -0.193 | 0.844 | |||
% households that do not produce poultry [E,H] | 0.766 | 0.603 | ||||||
% households that do not produce fish [E,H] | 0.729 | 0.247 | 0.101 | 0.608 | ||||
% undernourished [H] | -0.107 | 0.802 | 0.145 | -0.166 | 0.712 | |||
% stunted children [H] | -0.545 | -0.164 | -0.154 | 0.354 | ||||
% population that is displaced [PR] | -0.129 | -0.122 | 0.760 | 0.621 | ||||
% households without a mattress [E] | 0.324 | 0.630 | 0.252 | 0.595 | 0.934 | |||
% population that is disabled [H, PR] | -0.220 | 0.354 | 0.894 | 0.130 | 0.995 | |||
% population that is dependent [PR] | -0.214 | 0.302 | -0.107 | 0.491 | -0.177 | 0.233 | 0.476 | |
% households lacking access to free medical care, drugs, or both [H] | 0.383 | -0.116 | 0.782 | 0.789 | ||||
% households without access to land [E] | 0.135 | 0.101 | 0.618 | 0.426 | ||||
% households without furniture [E] | 0.159 | 0.427 | -0.164 | 0.101 | 0.183 | 0.540 | 0.580 | |
% households with substandard housing [E] | -0.124 | 0.255 | -0.312 | 0.147 | 0.171 | 0.206 | 0.277 | |
SS loadings | 2.835 | 2.229 | 1.601 | 1.433 | 1.274 | 1.189 | 0.958 | |
Proportion of variance explained | 0.157 | 0.124 | 0.089 | 0.080 | 0.071 | 0.066 | 0.053 | |
Cumulative variance explained | 0.157 | 0.281 | 0.370 | 0.450 | 0.521 | 0.587 | 0.640 |
Letters in () indicate the key dimension(s) of poverty reflected by the census variable. E = economic, H = human, PR = protective (the others are political and sociocultural). Entries in bold indicate loadings > 0.444. Goodness of fit of the model testing the null hypothesis of no difference between observed data and an hypothesized seven factor solution, χ2 = 56.57, df = 48; p-value 0.186.