Dependence between HDI value along with other parameters and study groups
| Variable | Parameter | Control group (N = 642) | Study group (N = 840) | test | p-value |
|---|---|---|---|---|---|
| HDI | N | 309 | 675 | Mann–Whitney U | <0.001 |
| Mean (SD) | 0.73 (0.11) | 0.51 (0.11) | |||
| Median (IQR) | 0.76 (0.71–0.8) | 0.51 (0.43–0.59) | |||
| Range | 0.4–0.85 | 0.19–0.74 | |||
| GDP per capita | N | 614 | 840 | Mann–Whitney U | <0.001 |
| Mean (SD) | 21,565.22 (22,320.62) | 1,568.93 (1,612.61) | |||
| Median (IQR) | 15,489.6 (6,921.05–27,530.41) | 908.09 (463.77–2,034.86) | |||
| Range | 209–117,098.45 | 121.26–8,810.93 | |||
| Gini index | N | 42 | 185 | Mann–Whitney U | <0.001 |
| Mean (SD) | 51.68 (4.82) | 49.98 (7.05) | |||
| Median (IQR) | 51.75 (49.35–55.65) | 49.8 (44.2–55.4) | |||
| Range | 40.3–58.2 | 35.3–65.8 | |||
| Political stability | N | 430 | 616 | Mann–Whitney U | <0.001 |
| Mean (SD) | 0.38 (0.84) | –0.25 (0.67) | |||
| Median (IQR) | 0.48 (0.03–0.97) | –0.23 (–0.65 to 0.11) | |||
| Range | –2.65 to 1.97 | –2.7 to 1.22 |
The results of two-way repeated measures ANOVA for HDI with Year and PPP Group
| Sum Sq. | Mean Sq. | F value | p-value | |
|---|---|---|---|---|
| Error: Country name | ||||
| Year | 1.42 | 1.42 | 3.698 | 0.0567 |
| PPP_Group2 | 46.21 | 46.21 | 119.96 | <0.001 |
| Year: PPP_Group2 | 2.48 | 2.48 | 6.44 | 0.012 |
| Error: Within | ||||
| Year | 6.433 | 6.433 | 1,582.7 | <0.001 |
| Year: PPP_Group2 | 0.05 | 0.05 | 123.7 | <0.001 |
Predicted values of HDI for next 10 years
| Country name | Year | probs_1_year | probs_2_year | probs_3_year | probs_4_year | probs_5_year | probs_6_year | probs_7_year | probs_8_year | probs_9_year | probs_10_year |
|---|---|---|---|---|---|---|---|---|---|---|---|
| El Salvador | 2019 | 0.69 | 0.695 | 0.7 | 0.704 | 0.709 | 0.714 | 0.718 | 0.723 | 0.728 | 0.732 |
| Honduras | 2019 | 0.654 | 0.66 | 0.667 | 0.673 | 0.679 | 0.685 | 0.691 | 0.698 | 0.704 | 0.71 |
| Zimbabwe | 2019 | 0.574 | 0.581 | 0.589 | 0.596 | 0.604 | 0.611 | 0.619 | 0.626 | 0.633 | 0.641 |
| Lesotho | 2017 | 0.535 | 0.543 | 0.551 | 0.558 | 0.566 | 0.574 | 0.581 | 0.589 | 0.596 | 0.604 |
| Uganda | 2016 | 0.544 | 0.552 | 0.56 | 0.568 | 0.576 | 0.583 | 0.591 | 0.599 | 0.607 | 0.615 |
| Malawi | 2016 | 0.473 | 0.481 | 0.49 | 0.498 | 0.506 | 0.515 | 0.523 | 0.531 | 0.54 | 0.548 |
| Rwanda | 2016 | 0.529 | 0.537 | 0.545 | 0.553 | 0.561 | 0.569 | 0.577 | 0.585 | 0.593 | 0.601 |
| Zambia | 2015 | 0.559 | 0.566 | 0.574 | 0.581 | 0.589 | 0.596 | 0.603 | 0.611 | 0.618 | 0.626 |
| Benin | 2015 | 0.531 | 0.538 | 0.546 | 0.554 | 0.561 | 0.569 | 0.577 | 0.584 | 0.592 | 0.6 |
| Botswana | 2015 | 0.664 | 0.667 | 0.669 | 0.672 | 0.675 | 0.677 | 0.68 | 0.682 | 0.685 | 0.688 |
| Cabo Verde | 2015 | 0.654 | 0.66 | 0.666 | 0.671 | 0.677 | 0.683 | 0.689 | 0.695 | 0.701 | 0.707 |
| Kenya | 2015 | 0.58 | 0.587 | 0.594 | 0.602 | 0.609 | 0.616 | 0.624 | 0.631 | 0.638 | 0.646 |
| Namibia | 2015 | 0.611 | 0.615 | 0.619 | 0.623 | 0.627 | 0.631 | 0.635 | 0.639 | 0.643 | 0.647 |
| Togo | 2015 | 0.515 | 0.523 | 0.531 | 0.539 | 0.547 | 0.555 | 0.563 | 0.571 | 0.58 | 0.588 |
| Guatemala | 2014 | 0.636 | 0.641 | 0.646 | 0.651 | 0.656 | 0.661 | 0.666 | 0.671 | 0.676 | 0.681 |
| Mozambique | 2014 | 0.418 | 0.426 | 0.434 | 0.442 | 0.45 | 0.458 | 0.466 | 0.474 | 0.482 | 0.49 |
| Nicaragua | 2014 | 0.666 | 0.673 | 0.679 | 0.686 | 0.693 | 0.7 | 0.707 | 0.714 | 0.72 | 0.727 |
| South Africa | 2014 | 0.676 | 0.678 | 0.68 | 0.682 | 0.684 | 0.686 | 0.688 | 0.69 | 0.692 | 0.694 |
| Burkina Faso | 2014 | 0.392 | 0.4 | 0.408 | 0.416 | 0.424 | 0.431 | 0.439 | 0.447 | 0.455 | 0.463 |
| Comoros | 2014 | 0.545 | 0.553 | 0.56 | 0.567 | 0.574 | 0.582 | 0.589 | 0.596 | 0.603 | 0.611 |
| Madagascar | 2012 | 0.533 | 0.541 | 0.549 | 0.558 | 0.566 | 0.574 | 0.582 | 0.591 | 0.599 | 0.607 |
| Senegal | 2011 | 0.48 | 0.488 | 0.495 | 0.502 | 0.51 | 0.517 | 0.525 | 0.532 | 0.539 | 0.547 |
| Guinea-Bissau | 2010 | 0.446 | 0.455 | 0.463 | 0.471 | 0.479 | 0.487 | 0.495 | 0.503 | 0.512 | 0.52 |
| Central African | 2008 | 0.366 | 0.374 | 0.382 | 0.39 | 0.398 | 0.407 | 0.415 | 0.423 | 0.431 | 0.439 |
| Republic | |||||||||||
| Belize | 1998 | 0.635 | 0.641 | 0.646 | 0.652 | 0.658 | 0.664 | 0.67 | 0.676 | 0.681 | 0.687 |
Linear mixed-effects model explaining HDI with social inequalities variables
| Estimate | 2.5% | 97.5% | p-value | |
|---|---|---|---|---|
| Intercept | 0.879 | 0.378 | 1.381 | 0.003 |
| GDP | 0.084 | –0.079 | 0.247 | 0.316 |
| Year | 0.475 | 0.394 | 0.555 | <0.001 |
| Gini | 0.069 | 0.002 | 0.136 | 0.047 |
| Political stability | 0.178 | 0.096 | 0.259 | <0.001 |
| Projects reaching financial closure | 0.244 | 0.020 | 0.469 | 0.046 |
| Localisation Group: Subsaharian Africa | –1.154 | –1.719 | –0.589 | 0.001 |
| GDP: Year | –0.122 | –0.195 | –0.049 | 0.002 |
Dependence between the existence of PPP projects and a region
| Variable | Parameter | Study group (N = 28) | Control group (N = 28) | test | p-value |
|---|---|---|---|---|---|
| Localization | Europe and Central Asia | 14.3% (N = 4) | 0% (N = 0) | Fisher | <0.001 |
| Latin America and Caribbean | 57.1% (N = 16) | 21.4% (N = 6) | |||
| Middle East and North Africa | 14.3% (N = 4) | 0% (N = 0) | |||
| North America | 3.6% (N = 1) | 0% (N = 0) | |||
| Subsaharian Africa | 10.7% (N = 3) | 78.6% (N = 22) |
Linear mixed-effects model explaining HDI with year and total investment
| Estimate | 2.5% | 97.5% | p-value | |
|---|---|---|---|---|
| Intercept | –0.018 | –0.355 | 0.325 | 0.933 |
| Total investment | 0.381 | 0.034 | 0.730 | 0.043 |
| Year | 0.417 | 0.398 | 0.437 | <0.001 |