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. Author manuscript; available in PMC: 2017 Apr 1.
Published in final edited form as: J Polit Econ. 2016 Mar 4;124(2):428–488. doi: 10.1086/685300

Table 8.

Principal Component Analysis. Inequality in Geographic Endowments

Eigenvalue Variance Explained Variable Factor Loadings
1st PC 2nd PC 3rd PC 4th PC 5th PC




Panel A: Gini Coefficient GREG – All Groups
1st Principal Comp 2.982 0.596 Gini Land Quality 0.460 −0.133 −0.572 0.647 −0.159
2nd Principal Comp 0.844 0.169 Gini Temperature 0.482 −0.358 0.388 0.097 0.693
3rd Principal Comp 0.746 0.149 Gini Precipitation 0.485 0.025 −0.463 −0.741 0.038
4th Principal Comp 0.251 0.050 Gini Sea Distance 0.297 0.918 0.143 0.145 0.167
5th Principal Comp 0.177 0.035 Gini Elevation 0.482 −0.106 0.536 −0.058 −0.682
Panel B: Gini Coefficient ETHNOLOGUE – All Groups
1st Principal Comp 2.942 0.588 Gini Land Quality 0.432 −0.423 0.585 0.496 −0.215
2nd Principal Comp 1.062 0.213 Gini Temperature 0.448 −0.305 −0.688 0.319 0.362
3rd Principal Comp 0.551 0.110 Gini Precipitation 0.505 −0.250 0.183 −0.781 0.201
4th Principal Comp 0.260 0.052 Gini Sea Distance 0.353 0.710 0.274 0.196 0.509
5th Principal Comp 0.184 0.037 Gini Elevation 0.484 0.403 −0.275 −0.067 −0.724
Panel C: Gini Coefficient – Spatial Inequality Index
1st Principal Comp 2.711 0.542 Gini Land Qualit 0.482 −0.444 0.259 0.118 0.700
2nd Principal Comp 1.149 0.230 Gini Temperatur 0.476 −0.060 −0.678 0.519 −0.203
3rd Principal Comp 0.629 0.126 Gini Precipitatio 0.497 −0.350 0.360 −0.281 −0.650
4th Principal Comp 0.313 0.063 Gini Sea Distance 0.306 0.677 0.504 0.439 −0.042
5th Principal Comp 0.199 0.040 Gini Elevatio 0.448 0.468 −0.301 −0.667 0.212
Panel D: Gini Coefficient – Administrative Unit Inequality
1st Principal Comp 2.314 0.463 Gini Land Qualit 0.484 −0.414 0.428 −0.084 0.637
2nd Principal Comp 1.270 0.254 Gini Temperature 0.482 −0.063 −0.640 0.586 0.100
3rd Principal Comp 0.771 0.154 Gini Precipitation 0.574 −0.200 0.253 −0.089 −0.748
4th Principal Comp 0.403 0.081 Gini Sea Distance 0.181 0.717 0.492 0.455 0.059
5th Principal Comp 0.242 0.048 Gini Elevation 0.415 0.520 −0.318 −0.659 0.150

The table reports the results of the principal component analysis that is based on five measures (Gini coefficients) reflecting inequality in geographic endowments in distance to the coast, elevation, precipitation, temperature, and land quality for agriculture across ethnic/linguistic homelands (Panels A and B), pixels of 2.5 × 2.5 decimal degrees (in Panel C), and first-level administrative regions (in Panel D). Column (1) reports the eigenvalue of each principal component and column (2) gives the percentage of the total variance explained by each principal component. The other columns give the factor loadings for each of the five principal components.