Abstract
In accordance with the increasing demand for information, indices are created and national and global rankings made to represent and through which to understand and build policy related to complex situations, processes and trajectories. Different indices for a single concept are also created that have advantages or disadvantages over one another or to overcome certain calculation problems. As one such, the Human Development Index (HDI) presently lists countries according to four different criteria, and remains at the heart of democratic and humanitarian recovery efforts. This type of indicator is taken as a function of past performances, with high performances being the extreme values at positively skewed distributions. Thus, the variability of each unit’s repeated measures is regarded as the result of efforts made between the measurement time points (in the HDI case, of a country to promote development). However, it is assumed that the variability of the units is not homogenous. Here, it is shown that in the HDI case, high performance units show relatively low variability, whereas the middle and middle-low performance units show a high variability. Cluster analysis and Friedman test have been used to determine the characteristics of ordered country rankings. The variability of rank-order should also be taken into account besides the location on the list by clustering the countries according to HDI.
Similar content being viewed by others
References
Bravo, G. (2014). The Human Sustainable Development Index: New calculations and a first critical analysis. Ecological Indicators, 37, 145–150.
Chaisumritchoke, S. T. (2007). Sufficiency economy, the King’s philosophy: An application of Buddhist economics to develop Thai local pharmaceutical industries for sustainable well-being. Society and Economy, 29(2), 235–252.
Choi, K., & Marden, J. (1997). An approach to multivariate rank tests in multivariate analysis of variance. Journal of the American Statistical Association, 92(440), 1581–1590.
Cook, W. D., & Seiford, L. M. (1983). The geometry of rank-order tests. The American Statistician, 37(4), 307–311.
D’Agostino, M., & Dardanoni, V. (2009). The measurement of rank mobility. Journal of Economic Theory, 44, 1783–1803.
Dunford, M., & Smith, A. (2000). Catching up or falling behind? Economic performance and regional trajectories in the “New Europe”. Economic Geography, 76(2), 169–195.
Fukuda-Parr, S. (2003). The human development paradigm: Operationalizing Sen’s ideas on capabilities. Feminist Economics, 9(2–3), 301–317.
Garcia, S., Fernandez, A., Luengo, J., & Herrera, F. (2010). Advanced nonparametric tests for multiple comparisons in the design of experiments in computational intelligence and data mining: Experimental analysis of power. Information Sciences, 180, 2044–2064.
Griffin, K., & Knight, J. (1992). Human development: The case for renewed emphasis. The political economy of development and under development (p. 576). New York: McGraw-Hill.
Guercio, D. D., & Tkac, P. A. (2008). Star power: The effect of Morningstar ratings on mutual fund flow. Journal of Financial and Quantitative Analysis, 43(4), 907–936.
Guiard, V. (1996). Different definitions of Δ-correct selection for the indifference zone formulation. Journal of Statistical Planning and Inference, 54, 175–199.
Heckman and Scheinkman. (1987). The importance of bundling in a Gorman–Lancaster model of earnings. Review of Economic Studies, 54(2), 243–255.
Hicks, A. D. (1997). The inequality-adjusted human development index: A constructive proposal. World Development, 25(8), 1285.
Hou, J., Walsh, P. P., & Zhang, J. (2015). The dynamics of human development index. The Social Science Journal, 52(3), 331–347. doi:10.1016/j.soscij.2014.07.003.
Kohler, W. (1991). How robust are sign and rank order tests of the Heckscher–Ohlin–Vanek Theorem. Oxford Economic Papers, 43, 158–171.
Lau, K.-N., & Lam, P.-Y. (2002). Economic freedom ranking of 161 countries in year 2000: A minimum disagreement approach. Journal of the Operational Research Society, 53, 664–671.
MacDonald, Glenn M. (1988). The economies of rising stars. The American Economic Review, 78(1), 155–166.
Matsuyama, K. (1996). Why are there rich and poor countries? Journal of the Japanese and International Economies, 10, 419–439.
Morse, S. (2014). Stirring the pot. Influence of changes in methodology of the human development index on reporting by the press. Ecological Indicators, 45, 245–254.
Neumayer, E. (2001). The human development index and sustainability: A constructive proposal. Ecological Economics, 39, 101–114.
Noorbakhsh, F. (1998). A modified human development index. World Development, 263, 517–528.
Permanyer, I. (2012). Uncertainty and robustness in composite indices rankings. Oxford Economic Papers, 64, 57–79.
Röell, A. (1987). Risk aversion in Quiggin and Yaari’s rank order model of choice under uncertainty. The Economic Journal, 97(388a), 143–159.
Rosen, S. (1981). The economics of superstars. The American Economic Review, 71(5), 845–858.
Ruefli, T. W., & Wilson, C. L. (1987). Ordinal time series methodology for industry and competitive analysis. Management Science, 33(5), 640–661.
Sagar, A. D., & Najam, A. (1998). The human development index: A critical review. Ecological Economics, 25, 249–264.
Saisana, M., Saltelli, A., & Tarantola, S. (2005). Uncertainty and sensitivity analysis techniques as tools for the quality assessment of composite indicators. Journal of the Royal Statistical Society. Series A, 168(2), 307–323.
Sauder, M., & Espeland, W. N. (2009). The discipline of rankings: Tight coupling and organizational change. American Sociological Review, 64, 1.
Sen, P. K. (1977). Tied-down wiener process approximations for aligned rank order processes and some applications. The Annals of Statistics, 5(6), 1107–1123.
Silva, R., & Ferreira-Lopes, A. (2014). A regional development index for Portugal. Social Indicators Research, 118(3), 1057.
Small, D. S., Gastwirth, J. L., Krieger, A. M., & Rosenbaum, P. R. (2006). R-estimates vs. GMM: A theoretical case study of validity and efficiency. Statistical Science, 21(3), 363–375.
Strathern, M. (2000). Audit cultures: Anthropological studies in accountability, ethics and the academy. London: Routledge.
Tukey, J. W. (1957). Sums of random partitions of ranks. The Annals of Mathematical Statistics, 28(4), 987–992.
UNDP. (1998). Human development reports. Oxford: Oxford University Press.
UNDP. (2010). Human development report. Oxford: Oxford University Press.
Vera-Tudela, L., & Kühn, M. (2014). On the selection input variables for a wind turbine load monitoring system. Procedia Technology, 15, 727–737.
Wood, P. D. P. (1975). A method of multivariate analysis of order statistics. Journal of the Royal Statistical Society, Series D, 24(4), 299–305.
Wu, P. K., & Bill, R. G., Jr. (2003). Laboratory test for flammability using enhanced oxygen. Fire Safety Journal, 38, 203–217.
Yaari, M. E. (1984). Risk aversion without diminishing marginal utility. Theoretical economics paper, working paper no. TE/1984/106.
Author information
Authors and Affiliations
Corresponding author
Appendices
Appendix 1
Country | 2010 | 2011 | 2012 | 2013 | 2014 | MAD | 5-Yearly rank change |
---|---|---|---|---|---|---|---|
Norway | 1 | 1 | 1 | 1 | 1 | 0 | 0 |
Australia | 2 | 2 | 2 | 2 | 2 | 0 | 0 |
Switzerland | 3 | 3.5 | 3 | 3 | 3 | 0.1 | 0 |
United States | 4 | 5 | 5 | 5 | 8 | 0.8 | 4 |
Netherlands | 5 | 3.5 | 4 | 4 | 5 | 0.5 | 0 |
Germany | 5 | 6 | 6 | 6 | 6.5 | 0.3 | 1.5 |
New Zealand | 7 | 7 | 7 | 7 | 9.5 | 0.5 | 2.5 |
Ireland | 8 | 8.5 | 8.5 | 11 | 6.5 | 1 | −1.5 |
Denmark | 9 | 10 | 10 | 10 | 4 | 1.4 | −5 |
Canada | 10 | 8.5 | 8.5 | 8 | 9.5 | 0.6 | −0.5 |
Sweden | 11.5 | 11.5 | 12 | 12 | 14.5 | 0.7 | 3 |
United Kingdom | 11.5 | 13 | 14 | 14 | 14.5 | 0.8 | 3 |
Singapore | 13 | 11.5 | 11 | 9 | 11 | 0.9 | −2 |
Iceland | 14 | 14 | 13 | 13 | 16 | 0.8 | 2 |
Japan | 15 | 15.5 | 17 | 17 | 20 | 1.3 | 5 |
Hong Kong | 17 | 17.5 | 15 | 15.5 | 12 | 1.5 | −5 |
Liechtenstein | 17 | 15.5 | 17 | 18 | 13 | 1.3 | −4 |
Korea, Republic of | 17 | 17.5 | 17 | 15.5 | 17 | 0.4 | 0 |
Israel | 19.5 | 19 | 19 | 19 | 18 | 0.3 | −1.5 |
Luxembourg | 19.5 | 21 | 22 | 22 | 19 | 1.1 | −0.5 |
France | 21 | 20 | 20 | 20 | 22 | 0.6 | 1 |
Belgium | 23 | 22 | 22 | 22 | 21 | 0.4 | −2 |
Austria | 23 | 23.5 | 22 | 22 | 23 | 0.5 | 0 |
Finland | 23 | 23.5 | 24 | 24 | 24 | 0.3 | 1 |
Slovenia | 25 | 25 | 25 | 25 | 25 | 0 | 0 |
Italy | 26 | 26 | 26 | 26 | 27 | 0.2 | 1 |
Spain | 27 | 27 | 27 | 27 | 26 | 0.2 | −1 |
Czech Republic | 28 | 28 | 28 | 28 | 28 | 0 | 0 |
Greece | 29 | 29 | 29 | 29 | 29 | 0 | 0 |
Cyprus | 30 | 30 | 32 | 32 | 32.5 | 0.9 | 2.5 |
Qatar | 31 | 32 | 31 | 31 | 32.5 | 0.5 | 1.5 |
Brunei Darussalam | 32 | 31 | 30 | 30 | 31 | 0.6 | −1 |
Andorra | 33 | 34 | 37 | 37.5 | 34 | 1.5 | 1 |
Estonia | 34 | 33 | 33 | 33 | 30 | 0.8 | −4 |
Lithuania | 35 | 36 | 36 | 35.5 | 37.5 | 0.6 | 2.5 |
Poland | 36.5 | 35 | 34.5 | 35.5 | 36 | 0.6 | −0.5 |
Slovakia | 36.5 | 37 | 38 | 37.5 | 35 | 0.8 | −1.5 |
United Arab Emirates | 38.5 | 39 | 40 | 40 | 41 | 0.7 | 2.5 |
Cuba | 38.5 | 41.5 | 45 | 44.5 | 67.5 | 6.5 | 29 |
Malta | 40 | 40 | 39 | 39 | 37.5 | 0.7 | −2.5 |
Hungary | 41 | 43 | 43 | 43 | 44 | 0.6 | 3 |
Portugal | 42 | 41.5 | 41 | 41.5 | 43 | 0.5 | 1 |
Saudi Arabia | 43 | 38 | 34.5 | 34 | 39 | 2.7 | −4 |
Bahrain | 44 | 45.5 | 45 | 44.5 | 45 | 0.4 | 1 |
Latvia | 45 | 48.5 | 48 | 48 | 46 | 1.1 | 1 |
Chile | 46 | 44 | 42 | 41.5 | 42 | 1.3 | −4 |
Kuwait | 47 | 47 | 45 | 46 | 48 | 0.8 | 1 |
Croatia | 48 | 45.5 | 47 | 47 | 47 | 0.5 | −1 |
Argentina | 49.5 | 48.5 | 49 | 49 | 40 | 2 | −9.5 |
Libya | 49.5 | 68 | 50 | 55 | 94.5 | 12.6 | 45 |
Bahamas | 51 | 50 | 51 | 51.5 | 55 | 1.1 | 4 |
Montenegro | 52 | 51 | 52.5 | 51.5 | 49 | 0.9 | −3 |
Oman | 53 | 55 | 56 | 56 | 53 | 1.2 | 0 |
Uruguay | 54 | 53 | 52.5 | 50 | 53 | 0.9 | −1 |
Belarus | 55 | 52 | 54 | 53 | 50.5 | 1.3 | −4.5 |
Romania | 55 | 54 | 55 | 54 | 53 | 0.6 | −2 |
Barbados | 55 | 56 | 58.5 | 59 | 57 | 1.3 | 2 |
Antigua and Barbuda | 58 | 59 | 60.5 | 61 | 58 | 1.1 | 0 |
Russian Federation | 59.5 | 57 | 57 | 57 | 50.5 | 1.8 | −9 |
Bulgaria | 59.5 | 58 | 58.5 | 58 | 59 | 0.5 | −0.5 |
Palau | 61 | 60 | 60.5 | 60 | 60.5 | 0.3 | −0.5 |
Malaysia | 62 | 61 | 62 | 62 | 62 | 0.2 | 0 |
Trinidad and Tobago | 63 | 62.5 | 64 | 64 | 64.5 | 0.6 | 1.5 |
Seychelles | 64 | 72 | 71 | 71.5 | 64.5 | 3 | 0.5 |
Lebanon | 66 | 62.5 | 65 | 65.5 | 67.5 | 1.2 | 1.5 |
Venezuela | 66 | 64 | 66 | 67 | 71 | 1.6 | 5 |
Panama | 66 | 67 | 67.5 | 65.5 | 60.5 | 1.7 | −5.5 |
Mauritius | 68 | 65 | 63 | 63 | 63 | 1.4 | −5 |
Costa Rica | 69 | 66 | 67.5 | 68 | 69.5 | 1 | 0.5 |
Mexico | 70 | 69.5 | 71 | 71.5 | 74 | 1.2 | 4 |
Kazakhstan | 71.5 | 71 | 71 | 70 | 56 | 3.3 | −15.5 |
Saint Kitts and Nevis | 71.5 | 74 | 73.5 | 73.5 | 77 | 1.2 | 5.5 |
Grenada | 73 | 73 | 78.5 | 80 | 79 | 2.6 | 6 |
Jordan | 74 | 75.5 | 77 | 77.5 | 80 | 1.6 | 6 |
Azerbaijan | 75.5 | 77 | 75.5 | 76 | 78 | 0.8 | 2.5 |
Serbia | 75.5 | 75.5 | 78.5 | 77.5 | 66 | 2.9 | −9.5 |
Brazil | 77 | 78.5 | 80 | 80 | 75 | 1.6 | −2 |
Turkey | 78 | 69.5 | 69 | 69 | 72 | 2.4 | −6 |
Sri Lanka | 79 | 78.5 | 75.5 | 73.5 | 73 | 2.2 | −6 |
Georgia | 80 | 80 | 81 | 80 | 76 | 1 | −4 |
Former Yugoslav Rep. of Macedonia | 81 | 82.5 | 85 | 84.5 | 81.5 | 1.4 | 0.5 |
Ukraine | 82.5 | 82.5 | 83 | 83 | 81.5 | 0.4 | −1 |
Bosnia and Herzegovina | 82.5 | 84 | 86 | 86 | 86 | 1.1 | 3.5 |
Iran, Islamic Republic of | 84 | 81 | 73.5 | 75 | 69.5 | 4.4 | −14.5 |
Peru | 85 | 85 | 82 | 82 | 84 | 1.2 | −1 |
Fiji | 86 | 87 | 88 | 88 | 91 | 1.2 | 5 |
Armenia | 87 | 86 | 87 | 87 | 86 | 0.4 | −1 |
Saint Vincent and the Grenadines | 89 | 93.5 | 91 | 91.5 | 97.5 | 2.2 | 8.5 |
Dominica | 89 | 88.5 | 92 | 93.5 | 94.5 | 2.1 | 5.5 |
Saint Lucia | 89 | 88.5 | 94.5 | 97 | 89 | 2.8 | 0 |
Thailand | 91.5 | 91.5 | 89 | 89 | 93 | 1.3 | 1.5 |
Tunisia | 91.5 | 91.5 | 90 | 90 | 96 | 1.5 | 4.5 |
Belize | 93 | 90 | 84 | 84.5 | 101.5 | 5.2 | 8.5 |
Jamaica | 94 | 95.5 | 94.5 | 96 | 99 | 1.3 | 5 |
Algeria | 95 | 93.5 | 94.5 | 93.5 | 83 | 2.6 | −12 |
Albania | 96 | 95.5 | 97 | 95 | 86 | 2.4 | −10 |
Colombia | 97 | 97.5 | 98.5 | 98.5 | 97.5 | 0.5 | 0.5 |
China | 99 | 97.5 | 94.5 | 91.5 | 91 | 2.8 | −8 |
Ecuador | 99 | 99 | 98.5 | 98.5 | 88 | 2.3 | −11 |
Tonga | 99 | 100 | 100 | 100.5 | 100 | 0.3 | 1 |
Suriname | 101 | 101 | 101 | 100.5 | 103 | 0.5 | 2 |
Dominican Republic | 102 | 102 | 102 | 102 | 101.5 | 0.1 | −0.5 |
Maldives | 103.5 | 103 | 103 | 104 | 104 | 0.4 | 0.5 |
Samoa | 103.5 | 104.5 | 104.5 | 106 | 105 | 0.6 | 1.5 |
Turkmenistan | 105 | 104.5 | 104.5 | 104 | 109 | 1.1 | 4 |
Egypt | 106 | 107.5 | 109 | 110 | 108 | 1.1 | 2 |
Botswana | 107 | 109.5 | 109 | 109 | 106 | 1.1 | −1 |
Mongolia | 109 | 106 | 106 | 104 | 91 | 4 | −18 |
Palestine, State of | 109 | 107.5 | 107 | 107 | 113 | 1.6 | 4 |
Indonesia | 109 | 109.5 | 109 | 108 | 110.5 | 0.6 | 1.5 |
Paraguay | 111 | 111 | 111.5 | 111 | 112 | 0.3 | 1 |
Gabon | 112.5 | 112 | 111.5 | 112 | 110.5 | 0.5 | −2 |
Syrian Arab Republic | 112.5 | 113 | 114 | 118.5 | 134.5 | 5.5 | 22 |
Bolivia, Plurinational State of | 114 | 114 | 113 | 113 | 119 | 1.4 | 5 |
El Salvador | 115.5 | 115 | 115 | 115 | 117 | 0.5 | 1.5 |
Moldova, Republic of | 115.5 | 116 | 116.5 | 114 | 107 | 2.3 | −8.5 |
Philippines | 117 | 118 | 118 | 117 | 115 | 0.8 | −2 |
Uzbekistan | 118 | 117 | 116.5 | 116 | 114 | 1 | −4 |
South Africa | 119.5 | 119 | 119 | 118.5 | 117 | 0.6 | −2.5 |
Iraq | 119.5 | 120 | 120 | 120 | 121 | 0.3 | 1.5 |
Viet Nam | 121 | 121.5 | 122 | 121.5 | 117 | 1.1 | −4 |
Micronesia, Federal States of | 122 | 124 | 124 | 124 | 123 | 0.6 | 1 |
Guyana | 123 | 121.5 | 122 | 121.5 | 124 | 0.8 | 1 |
Cape Verde | 124 | 123 | 122 | 123 | 122 | 0.6 | −2 |
Vanuatu | 125 | 126.5 | 128 | 131 | 134.5 | 2.8 | 9.5 |
Kyrgyzstan | 126 | 126.5 | 126 | 125.5 | 120 | 1.4 | −6 |
Guatemala | 127 | 125 | 125 | 125.5 | 128 | 1 | 1 |
Honduras | 128 | 129 | 129.5 | 129.5 | 131 | 0.7 | 3 |
Namibia | 129 | 128 | 127 | 127 | 126.5 | 0.7 | −2.5 |
Timor-Leste | 130 | 132 | 129.5 | 128 | 133 | 1.5 | 3 |
Nicaragua | 131 | 131 | 132 | 132 | 125 | 1.6 | −6 |
Morocco | 132 | 130 | 131 | 129.5 | 126.5 | 1.4 | −5.5 |
Kiribati | 133 | 134 | 133 | 133.5 | 137 | 1 | 4 |
Tajikistan | 134 | 133 | 134 | 133.5 | 129 | 1.2 | −5 |
Cambodia | 135 | 137 | 137 | 136.5 | 143.5 | 1.8 | 8.5 |
India | 136 | 135 | 135 | 135 | 130 | 1.2 | −6 |
Bhutan | 137 | 136 | 136 | 136.5 | 132 | 1.1 | −5 |
Congo | 138 | 141.5 | 140 | 140 | 136 | 1.5 | −2 |
Equatorial Guinea | 139 | 140 | 141.5 | 144 | 138 | 1.7 | −1 |
Ghana | 140 | 138 | 138 | 138 | 140 | 0.8 | 0 |
Lao, People’s Democrat Republic of | 141 | 139 | 139 | 139 | 141 | 0.8 | 0 |
Sao Tome and Principe | 142 | 143 | 141.5 | 142.5 | 143.5 | 0.6 | 1.5 |
Bangladesh | 143 | 141.5 | 143.5 | 142.5 | 142 | 0.6 | −1 |
Zambia | 144 | 144 | 143.5 | 141 | 139 | 1.6 | −5 |
Nepal | 145.5 | 145 | 145 | 145 | 145.5 | 0.2 | 0 |
Swaziland | 145.5 | 147 | 148 | 148 | 150 | 1.1 | 4.5 |
Pakistan | 147 | 146 | 146 | 146 | 147 | 0.4 | 0 |
Kenya | 148 | 148 | 147 | 147 | 145.5 | 0.7 | −2.5 |
Myanmar | 149 | 150 | 150 | 150 | 148 | 0.6 | −1 |
Angola | 150 | 149 | 149 | 149 | 149 | 0.2 | −1 |
Madagascar | 151 | 154 | 155 | 155 | 154 | 1 | 3 |
Cameroon | 152 | 151 | 152 | 152.5 | 153 | 0.5 | 1 |
Nigeria | 153 | 153 | 153 | 152.5 | 152 | 0.3 | −1 |
Solomon Islands | 154 | 155 | 157 | 157.5 | 156.5 | 1.1 | 2.5 |
Yemen | 155 | 152 | 154 | 154 | 160 | 1.8 | 5 |
Senegal | 156 | 157.5 | 161 | 163 | 169 | 3.7 | 13 |
Papua New Guinea | 157.5 | 156 | 156 | 157.5 | 158 | 0.7 | 0.5 |
Comoros | 157.5 | 157.5 | 158 | 159.5 | 159 | 0.7 | 1.5 |
Mauritania | 159 | 162 | 159 | 161 | 156.5 | 1.5 | −2.5 |
Lesotho | 160.5 | 161 | 163 | 162 | 161 | 0.7 | 0.5 |
Uganda | 160.5 | 160 | 164 | 164 | 164 | 1.5 | 3.5 |
Benin | 162 | 164 | 165 | 165 | 166 | 1 | 4 |
Tanzania United Republic of | 163 | 159 | 161 | 159.5 | 151 | 2.8 | −12 |
Sudan | 164 | 165 | 166 | 166.5 | 167 | 0.9 | 3 |
Haiti | 165 | 167 | 168 | 168 | 164 | 1.4 | −1 |
Togo | 166 | 166 | 167 | 166.5 | 162 | 1.1 | −4 |
Zimbabwe | 167 | 163 | 161 | 156 | 155 | 3.8 | −12 |
Rwanda | 168.5 | 168 | 151 | 151 | 164 | 6.9 | −4.5 |
Afghanistan | 168.5 | 170 | 169 | 169 | 170 | 0.5 | 1.5 |
Djibouti | 170 | 169 | 170 | 170 | 168 | 0.6 | −2 |
Gambia | 171 | 172 | 172 | 172 | 174 | 0.6 | 3 |
Côte d’lvoire | 172 | 171 | 171 | 171 | 171 | 0.2 | −1 |
Ethiopia | 173 | 173 | 173 | 173 | 173 | 0 | 0 |
Malawi | 174 | 174 | 174 | 174 | 172 | 0.4 | −2 |
Guinea-Bissau | 175 | 176.5 | 177 | 177 | 177 | 0.5 | 2 |
Mali | 176 | 175 | 176 | 176 | 178 | 0.6 | 2 |
Liberia | 177 | 176.5 | 175 | 175 | 176 | 0.7 | −1 |
Burundi | 178 | 179.5 | 180 | 180 | 183 | 1.1 | 5 |
Guinea | 179.5 | 178 | 178 | 179 | 181 | 0.9 | 1.5 |
Mozambique | 179.5 | 179.5 | 179 | 178 | 179 | 0.4 | −0.5 |
Eritrea | 181 | 181 | 182 | 182 | 185 | 1 | 4 |
Burkina Faso | 182 | 182 | 181 | 181 | 182 | 0.4 | 0 |
Central African Republic | 183 | 184 | 185 | 185 | 186 | 0.8 | 3 |
Sierra Leone | 184 | 185 | 184 | 183 | 180 | 1.2 | −4 |
Chad | 185 | 183 | 183 | 184 | 184 | 0.6 | −1 |
Niger | 186 | 186 | 186 | 187 | 187 | 0.4 | 1 |
Congo, Democratic Republic of the | 187 | 187 | 187 | 186 | 175 | 2.6 | −12 |
Appendix 2
Country | 2010 | 2011 | 2012 | 2013 | 2014 | Sum | Chi-Sqr n = 20 | Chi-sqr n = 30 |
---|---|---|---|---|---|---|---|---|
Norway | 3 | 3 | 3 | 3 | 3 | 15 | 0 | 0 |
Australia | 3 | 3 | 3 | 3 | 3 | 15 | 0 | 0 |
Switzerland | 3.5 | 1 | 3.5 | 3.5 | 3.5 | 15 | 0.66667 | 0.66667 |
United States | 5 | 3 | 3 | 3 | 1 | 15 | 1.3 | 1.3 |
Netherlands | 1.5 | 5 | 3.5 | 3.5 | 1.5 | 15 | 0.96 | 0.96 |
Germany | 5 | 3 | 3 | 3 | 1 | 15 | 2.4 | 2.4 |
New Zealand | 3.5 | 3.5 | 3.5 | 3.5 | 1 | 15 | 3.77143 | 3.77143 |
Ireland | 4 | 2.5 | 2.5 | 1 | 5 | 15 | 2.325 | 2.325 |
Denmark | 4 | 2 | 2 | 2 | 5 | 15 | 1.88889 | 1.88889 |
Canada | 1 | 3.5 | 3.5 | 5 | 2 | 15 | 1.16 | 1.16 |
Sweden | 4.5 | 4.5 | 2.5 | 2.5 | 1 | 15 | 2.25455 | 2.25455 |
United Kingdom | 5 | 4 | 2.5 | 2.5 | 1 | 15 | 3.91667 | 3.91667 |
Singapore | 1 | 2 | 3.5 | 5 | 3.5 | 15 | 2.6 | 2.6 |
Iceland | 2.5 | 2.5 | 4.5 | 4.5 | 1 | 15 | 3.48571 | 3.48571 |
Japan | 5 | 4 | 2.5 | 2.5 | 1 | 15 | 4.90667 | 4.90667 |
Hong Kong | 2 | 1 | 4 | 3 | 5 | 15 | 3.275 | 3.275 |
Liechtenstein | 2.5 | 4 | 2.5 | 1 | 5 | 15 | 1.97647 | 1.97647 |
Korea, Republic of | 3 | 1 | 3 | 5 | 3 | 15 | 2.04444 | 2.04444 |
Israel | 1 | 3 | 3 | 3 | 5 | 15 | 1.05263 | 1.05263 |
Luxembourg | 4 | 3 | 1.5 | 1.5 | 5 | 15 | 0.63 | 0.63 |
France | 2 | 4 | 4 | 4 | 1 | 15 | 0.89 | 0.84762 |
Belgium | 1 | 3 | 3 | 3 | 5 | 15 | 0.37 | 0.33636 |
Austria | 2.5 | 1 | 4.5 | 4.5 | 2.5 | 15 | 0.67 | 0.71304 |
Finland | 5 | 4 | 2 | 2 | 2 | 15 | 0.35 | 0.7 |
Slovenia | 3 | 3 | 3 | 3 | 3 | 15 | 0.22 | 0.672 |
Italy | 3.5 | 3.5 | 3.5 | 3.5 | 1 | 15 | 0.2 | 1.10769 |
Spain | 2.5 | 2.5 | 2.5 | 2.5 | 5 | 15 | 0.2 | 0.62222 |
Czech Republic | 3 | 3 | 3 | 3 | 3 | 15 | 0.31 | 0.6 |
Greece | 3 | 3 | 3 | 3 | 3 | 15 | 0.63 | 0.57931 |
Cyprus | 4.5 | 4.5 | 2.5 | 2.5 | 1 | 15 | 0.24 | 0.93333 |
Qatar | 4 | 2 | 4 | 4 | 1 | 15 | 0.52 | 1.6 |
Brunei Darussalam | 1 | 2.5 | 4.5 | 4.5 | 2.5 | 15 | 1.43 | 1.78667 |
Andorra | 5 | 3.5 | 2 | 1 | 3.5 | 15 | 0.27 | 1.59333 |
Estonia | 1 | 3 | 3 | 3 | 5 | 15 | 0.24 | 0.52667 |
Lithuania | 5 | 2.5 | 2.5 | 4 | 1 | 15 | 0.39 | 0.82 |
Poland | 1 | 4 | 5 | 3 | 2 | 15 | 0.23 | 0.54 |
Slovakia | 4 | 3 | 1 | 2 | 5 | 15 | 0.13 | 0.04667 |
United Arab Emirates | 5 | 4 | 2.5 | 2.5 | 1 | 15 | 0.23 | 0.45333 |
Cuba | 5 | 4 | 2 | 3 | 1 | 15 | 1.55 | 1.41333 |
Malta | 1.5 | 1.5 | 3.5 | 3.5 | 5 | 15 | 1.08 | 0.66 |
Hungary | 5 | 3 | 3 | 3 | 1 | 15 | 1.46 | 0.75333 |
Portugal | 2 | 3.5 | 5 | 3.5 | 1 | 15 | 3.17 | 0.84 |
Saudi Arabia | 1 | 3 | 4 | 5 | 2 | 15 | 3.19 | 1.13333 |
Bahrain | 5 | 1 | 2.5 | 4 | 2.5 | 15 | 3.03 | 0.82667 |
Latvia | 5 | 1 | 2.5 | 2.5 | 4 | 15 | 3.09 | 0.74667 |
Chile | 1 | 2 | 3.5 | 5 | 3.5 | 15 | 2.08 | 0.9 |
Kuwait | 2.5 | 2.5 | 5 | 4 | 1 | 15 | 4.11 | 2.48667 |
Croatia | 1 | 5 | 3 | 3 | 3 | 15 | 3.63 | 1.68667 |
Argentina | 1 | 4 | 2.5 | 2.5 | 5 | 15 | 2.48 | 1.53333 |
Libya | 5 | 2 | 4 | 3 | 1 | 15 | 3.04 | 3.26 |
Bahamas | 3.5 | 5 | 3.5 | 2 | 1 | 15 | 2.35 | 2.90667 |
Montenegro | 2 | 4 | 1 | 3 | 5 | 15 | 1.08 | 2.74667 |
Oman | 4.5 | 3 | 1.5 | 1.5 | 4.5 | 15 | 0.83 | 2.01333 |
Uruguay | 1 | 2.5 | 4 | 5 | 2.5 | 15 | 1.85 | 1.79333 |
Belarus | 1 | 4 | 2 | 3 | 5 | 15 | 0.92 | 1.27333 |
Romania | 1.5 | 3.5 | 1.5 | 3.5 | 5 | 15 | 0.72 | 0.68667 |
Barbados | 5 | 4 | 2 | 1 | 3 | 15 | 0.64 | 0.82 |
Antigua and Barbuda | 4.5 | 3 | 2 | 1 | 4.5 | 15 | 0.29 | 0.54667 |
Russian Federation | 1 | 3 | 3 | 3 | 5 | 15 | 1.23 | 0.33333 |
Bulgaria | 1 | 4.5 | 3 | 4.5 | 2 | 15 | 1.36 | 0.6 |
Palau | 1 | 4.5 | 2.5 | 4.5 | 2.5 | 15 | 3.37 | 1.46667 |
Malaysia | 2.5 | 5 | 2.5 | 2.5 | 2.5 | 15 | 3.9 | 1.75333 |
Trinidad and Tobago | 4 | 5 | 2.5 | 2.5 | 1 | 15 | 3.41 | 2.41333 |
Seychelles | 5 | 1 | 3 | 2 | 4 | 15 | 3.55 | 1.45333 |
Lebanon | 2 | 5 | 4 | 3 | 1 | 15 | 5.53 | 2.18667 |
Venezuela | 3.5 | 5 | 3.5 | 2 | 1 | 15 | 6.5 | 2.42667 |
Panama | 3 | 2 | 1 | 4 | 5 | 15 | 7.25 | 2.30667 |
Mauritius | 1 | 2 | 4 | 4 | 4 | 15 | 5.37 | 2.18 |
Costa Rica | 2 | 5 | 4 | 3 | 1 | 15 | 4.79 | 3.07333 |
Mexico | 4 | 5 | 3 | 2 | 1 | 15 | 7.13 | 3.73333 |
Kazakhstan | 1 | 2.5 | 2.5 | 4 | 5 | 15 | 7 | 4.41333 |
Saint Kitts and Nevis | 5 | 2 | 3.5 | 3.5 | 1 | 15 | 4 | 3.17333 |
Grenada | 4.5 | 4.5 | 3 | 1 | 2 | 15 | 4.57 | 2.86667 |
Jordan | 5 | 4 | 3 | 2 | 1 | 15 | 5.3 | 4.1 |
Azerbaijan | 4.5 | 2 | 4.5 | 3 | 1 | 15 | 4.67 | 4.78 |
Serbia | 3.5 | 3.5 | 1 | 2 | 5 | 15 | 5.16 | 5.40667 |
Brazil | 4 | 3 | 1.5 | 1.5 | 5 | 15 | 4.01 | 6.25333 |
Turkey | 1 | 3 | 4.5 | 4.5 | 2 | 15 | 4.02 | 4.78667 |
Sri Lanka | 1 | 2 | 3 | 4 | 5 | 15 | 3.54 | 3.66667 |
Georgia | 3 | 3 | 1 | 3 | 5 | 15 | 2.33 | 4.90667 |
Macedonia, Former Yugoslav Rep. | 5 | 3 | 1 | 2 | 4 | 15 | 2.5 | 4.98667 |
Ukraine | 3.5 | 3.5 | 1.5 | 1.5 | 5 | 15 | 2.45 | 4.78 |
Bosnia and Herzegovina | 5 | 4 | 2 | 2 | 2 | 15 | 2.67 | 4.62 |
Iran, Islamic Republic of | 1 | 2 | 4 | 3 | 5 | 15 | 1.77 | 5.06667 |
Peru | 1.5 | 1.5 | 4.5 | 4.5 | 3 | 15 | 0.95 | 3.11333 |
Fiji | 5 | 4 | 2.5 | 2.5 | 1 | 15 | 1.15 | 3.19333 |
Armenia | 2 | 4.5 | 2 | 2 | 4.5 | 15 | 1.39 | 3.06667 |
Saint Vincent, the Grenadines | 5 | 2 | 4 | 3 | 1 | 15 | 2.21 | 2.24667 |
Dominica | 4 | 5 | 3 | 2 | 1 | 15 | 3.25 | 3.64667 |
Saint Lucia | 3.5 | 5 | 2 | 1 | 3.5 | 15 | 3.68 | 4.68667 |
Thailand | 2.5 | 2.5 | 4.5 | 4.5 | 1 | 15 | 3.65 | 4.25333 |
Tunisia | 2.5 | 2.5 | 4.5 | 4.5 | 1 | 15 | 2.49 | 3.3 |
Belize | 2 | 3 | 5 | 4 | 1 | 15 | 1.03 | 2.24667 |
Jamaica | 5 | 3 | 4 | 2 | 1 | 15 | 0.91 | 3.46 |
Algeria | 1 | 3.5 | 2 | 3.5 | 5 | 15 | 0.59 | 1.94667 |
Albania | 2 | 3 | 1 | 4 | 5 | 15 | 0.35 | 0.84667 |
Colombia | 5 | 3.5 | 1.5 | 1.5 | 3.5 | 15 | 0.4 | 1.67333 |
China | 1 | 2 | 3 | 4 | 5 | 15 | 0.62 | 1.64667 |
Ecuador | 1.5 | 1.5 | 3.5 | 3.5 | 5 | 15 | 0.55 | 0.92 |
Tonga | 5 | 3 | 3 | 1 | 3 | 15 | 0.63 | 1.13333 |
Suriname | 3 | 3 | 3 | 5 | 1 | 15 | 0.25 | 1.26667 |
Dominican Republic | 2.5 | 2.5 | 2.5 | 2.5 | 5 | 15 | 0.19 | 1.17333 |
Maldives | 3 | 4.5 | 4.5 | 1.5 | 1.5 | 15 | 0.63 | 0.75333 |
Samoa | 5 | 3.5 | 3.5 | 1 | 2 | 15 | 1.35 | 0.9 |
Turkmenistan | 2 | 3.5 | 3.5 | 5 | 1 | 15 | 2.11 | 0.67333 |
Egypt | 5 | 4 | 2 | 1 | 3 | 15 | 1.67 | 0.72667 |
Botswana | 4 | 1 | 2.5 | 2.5 | 5 | 15 | 1.36 | 0.39333 |
Mongolia | 1 | 2.5 | 2.5 | 4 | 5 | 15 | 0.23 | 0.76 |
Palestine, State of | 2 | 3 | 4.5 | 4.5 | 1 | 15 | 0.22 | 0.51333 |
Indonesia | 3.5 | 2 | 3.5 | 5 | 1 | 15 | 1.27 | 0.51333 |
Paraguay | 4 | 4 | 2 | 4 | 1 | 15 | 0.73 | 0.88667 |
Gabon | 1 | 2.5 | 4 | 2.5 | 5 | 15 | 0.19 | 0.91333 |
Syrian Arab Republic | 5 | 4 | 3 | 2 | 1 | 15 | 0.07 | 1.23333 |
Bolivia, Plurinational State of | 2.5 | 2.5 | 4.5 | 4.5 | 1 | 15 | 0.17 | 2.51333 |
El Salvador | 2 | 4 | 4 | 4 | 1 | 15 | 0.55 | 3.35333 |
Moldova, Republic of | 3 | 2 | 1 | 4 | 5 | 15 | 0.61 | 1.74667 |
Philippines | 3.5 | 1.5 | 1.5 | 3.5 | 5 | 15 | 0.92 | 1.71333 |
Uzbekistan | 1 | 2 | 3 | 4 | 5 | 15 | 0.92 | 0.99333 |
South Africa | 1 | 2.5 | 2.5 | 4 | 5 | 15 | 0.88 | 1.36667 |
Iraq | 5 | 3 | 3 | 3 | 1 | 15 | 1.68 | 2.12667 |
Viet Nam | 4 | 2.5 | 1 | 2.5 | 5 | 15 | 0.73 | 1.25333 |
Micronesia, Federal States of | 5 | 2 | 2 | 2 | 4 | 15 | 0.9 | 1.09333 |
Guyana | 2 | 4.5 | 3 | 4.5 | 1 | 15 | 1.74 | 1.22 |
Cape Verde | 1 | 2.5 | 4.5 | 2.5 | 4.5 | 15 | 2.28 | 1.89333 |
Vanuatu | 5 | 4 | 3 | 2 | 1 | 15 | 1.23 | 0.84667 |
Kyrgyzstan | 2.5 | 1 | 2.5 | 4 | 5 | 15 | 2.93 | 0.99333 |
Guatemala | 2 | 4.5 | 4.5 | 3 | 1 | 15 | 2.42 | 0.95333 |
Honduras | 5 | 4 | 2.5 | 2.5 | 1 | 15 | 1.97 | 0.72 |
Namibia | 1 | 2 | 3.5 | 3.5 | 5 | 15 | 1.27 | 0.66 |
Timor-Leste | 3 | 2 | 4 | 5 | 1 | 15 | 1.27 | 1.74 |
Nicaragua | 3.5 | 3.5 | 1.5 | 1.5 | 5 | 15 | 0.9 | 0.58 |
Morocco | 1 | 3 | 2 | 4 | 5 | 15 | 1.35 | 0.83333 |
Kiribati | 4.5 | 2 | 4.5 | 3 | 1 | 15 | 1.81 | 1.39333 |
Tajikistan | 1.5 | 4 | 1.5 | 3 | 5 | 15 | 2.44 | 2.02667 |
Cambodia | 5 | 2.5 | 2.5 | 4 | 1 | 15 | 2.8 | 1.82667 |
India | 1 | 3 | 3 | 3 | 5 | 15 | 2.1 | 2.8 |
Bhutan | 1 | 3.5 | 3.5 | 2 | 5 | 15 | 1.73 | 2.71333 |
Congo | 4 | 1 | 2.5 | 2.5 | 5 | 15 | 1.33 | 2.01333 |
Equatorial Guinea | 4 | 3 | 2 | 1 | 5 | 15 | 1.28 | 1.8 |
Ghana | 1.5 | 4 | 4 | 4 | 1.5 | 15 | 1.28 | 1.63333 |
Lao, People’s Democrat Rep. of | 1.5 | 4 | 4 | 4 | 1.5 | 15 | 0.77 | 1.95333 |
Sao Tome and Principe | 4 | 2 | 5 | 3 | 1 | 15 | 1.05 | 1.00667 |
Bangladesh | 2 | 5 | 1 | 3 | 4 | 15 | 1.02 | 2.02 |
Zambia | 1.5 | 1.5 | 3 | 4 | 5 | 15 | 1.01 | 3.28667 |
Nepal | 1.5 | 4 | 4 | 4 | 1.5 | 15 | 2.37 | 3.54 |
Swaziland | 5 | 4 | 2.5 | 2.5 | 1 | 15 | 1.12 | 1.66 |
Pakistan | 1.5 | 4 | 4 | 4 | 1.5 | 15 | 1.33 | 1.46667 |
Kenya | 1.5 | 1.5 | 3.5 | 3.5 | 5 | 15 | 3.16 | 1.28667 |
Myanmar | 4 | 2 | 2 | 2 | 5 | 15 | 1.81 | 0.58667 |
Angola | 1 | 3.5 | 3.5 | 3.5 | 3.5 | 15 | 3 | 1.68 |
Madagascar | 5 | 3.5 | 1.5 | 1.5 | 3.5 | 15 | 2.07 | 1.19333 |
Cameroon | 3.5 | 5 | 3.5 | 2 | 1 | 15 | 0.89 | 1.55333 |
Nigeria | 2 | 2 | 2 | 4 | 5 | 15 | 2.23 | 1.68 |
Solomon Islands | 5 | 4 | 2 | 1 | 3 | 15 | 0.97 | 0.76667 |
Yemen | 2 | 5 | 3.5 | 3.5 | 1 | 15 | 2.13 | 1.43333 |
Senegal | 5 | 4 | 3 | 2 | 1 | 15 | 1.27 | 1.14 |
Papua New Guinea | 2.5 | 4.5 | 4.5 | 2.5 | 1 | 15 | 1.67 | 1.07333 |
Comoros | 4.5 | 4.5 | 3 | 1 | 2 | 15 | 3.81 | 1.32667 |
Mauritania | 3.5 | 1 | 3.5 | 2 | 5 | 15 | 3.04 | 0.95333 |
Lesotho | 5 | 3.5 | 1 | 2 | 3.5 | 15 | 2.49 | 1.82 |
Uganda | 4 | 5 | 2 | 2 | 2 | 15 | 3.59 | 1.86667 |
Benin | 5 | 4 | 2.5 | 2.5 | 1 | 15 | 5.08 | 2.66 |
Tanzania, United Republic of | 1 | 4 | 2 | 3 | 5 | 15 | 4.14 | 3.21333 |
Sudan | 5 | 4 | 3 | 2 | 1 | 15 | 7.68 | 3.56667 |
Haiti | 4 | 3 | 1.5 | 1.5 | 5 | 15 | 8.8 | 4.28667 |
Togo | 3.5 | 3.5 | 1 | 2 | 5 | 15 | 8.34 | 5.26667 |
Zimbabwe | 1 | 2 | 3 | 4 | 5 | 15 | 7.9 | 4.22667 |
Rwanda | 1 | 2 | 4.5 | 4.5 | 3 | 15 | 6.94 | 3.54667 |
Afghanistan | 5 | 1.5 | 3.5 | 3.5 | 1.5 | 15 | 6.05 | 2.78 |
Djibouti | 2 | 4 | 2 | 2 | 5 | 15 | 7.58 | 3.1 |
Gambia | 5 | 3 | 3 | 3 | 1 | 15 | 6.51 | 3.64667 |
Côte d’lvoire | 1 | 3.5 | 3.5 | 3.5 | 3.5 | 15 | 4.43 | 3.8 |
Ethiopia | 3 | 3 | 3 | 3 | 3 | 15 | 5.33 | 2.97333 |
Malawi | 2.5 | 2.5 | 2.5 | 2.5 | 5 | 15 | 3.42 | 3.83333 |
Guinea-Bissau | 5 | 4 | 2 | 2 | 2 | 15 | 4.82 | 5.46667 |
Mali | 3 | 5 | 3 | 3 | 1 | 15 | 4.14 | 5.08667 |
Liberia | 1 | 2 | 4.5 | 4.5 | 3 | 15 | 2.69 | 4.19333 |
Burundi | 5 | 4 | 2.5 | 2.5 | 1 | 15 | 2.4 | 6.27333 |
Guinea | 2 | 4.5 | 4.5 | 3 | 1 | 15 | 2.65 | 6.43333 |
Mozambique | 1.5 | 1.5 | 3.5 | 5 | 3.5 | 15 | 1.05 | 5.38667 |
Eritrea | 4.5 | 4.5 | 2.5 | 2.5 | 1 | 15 | 1 | 5.78 |
Burkina Faso | 2 | 2 | 4.5 | 4.5 | 2 | 15 | 0.5 | 3.67333 |
Central African Republic | 5 | 4 | 2.5 | 2.5 | 1 | 15 | 1.19 | 6.24667 |
Sierra Leone | 2.5 | 1 | 2.5 | 4 | 5 | 15 | 0.32 | 3.67333 |
Chad | 1 | 4.5 | 4.5 | 2.5 | 2.5 | 15 | 1.27 | 3.08 |
Niger | 4 | 4 | 4 | 1.5 | 1.5 | 15 | 2.6 | 2.87333 |
Congo, Democratic Rep. of the | 2 | 2 | 2 | 4 | 5 | 15 | 2.3 | 1.52667 |
Rights and permissions
About this article
Cite this article
Çilingirtürk, A.M., Koçak, H. Human Development Index (HDI) Rank-Order Variability. Soc Indic Res 137, 481–504 (2018). https://doi.org/10.1007/s11205-017-1605-5
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s11205-017-1605-5