What is the Human Development Index and how does it measure development?

A statistical measure used to assess the social and economic development of countries around the world

The Human Development Index (HDI) is a statistical measure (composite index) developed by the United Nations to assess the social and economic development of countries around the world. The HDI considers three indicators of human development, namely, life expectancy, education, and per capita income.

Pakistani economist Mahbub ul Haq developed the Human Development Index in 1990. The measure is an alternative to the standard metrics of development of countries, which consider only the economic part of a country’s development. The HDI provides a better picture of a nation’s development because it incorporates primary social and economic factors. Also, the HDI emphasizes the importance of individuals and their ability to unleash their maximum potential.

In addition to the standard HDI, there is also the Inequality-adjusted Human Development Index. The Inequality-adjusted HDI assesses the levels of human development with consideration of economic inequality. It is thought that the Inequality-adjusted HDI reveals the actual levels of human development in a country, while the HDI shows the theoretical levels of development if there were no inequality in a country.

Dimensions of the Human Development Index

The Human Development Index considers three main dimensions to evaluate the development of a country:

1. Long and healthy life

The long and healthy life dimension is measured by life expectancy at birth. The life expectancy at birth is a statistical measure that an average individual is expected to live based on certain demographic factors such as the year of birth and current age.

2. Education

Education is the second dimension in the HDI. The indicators of education are the expected years of schooling and the mean years of schooling. According to the UN, the average maximum years of schooling is 18 years, while the mean maximum years of schooling is 15 years.

3. Standard of living

The standard of living is usually measured by the gross national income (GNI) per capita. The GNI indicates the total domestic and foreign output created by the residents of a certain country.

Limitations of the Human Development Index

Despite the revolutionary idea behind the concept of the Human Development Index, the statistical measure is greatly simplified. The current version of the HDI calculations considers only a few factors that affect a country’s development.

However, other factors such as employment opportunities, empowerment movements, and feeling of security can be added to the index calculation to come up with a more accurate analysis.

Additional Resources

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Definition: The Human Development Index (HDI) is a statistical tool used to measure a country's overall achievement in its social and economic dimensions. The social and economic dimensions of a country are based on the health of people, their level of education attainment and their standard of living.

Description: Pakistani economist Mahbub ul Haq created HDI in 1990 which was further used to measure the country's development by the United Nations Development Program (UNDP). Calculation of the index combines four major indicators: life expectancy for health, expected years of schooling, mean of years of schooling for education and Gross National Income per capita for standard of living.

Every year UNDP ranks countries based on the HDI report released in their annual report. HDI is one of the best tools to keep track of the level of development of a country, as it combines all major social and economic indicators that are responsible for economic development.

Composite statistic of life expectancy, education, and income indices

"HDI" redirects here. For other uses, see HDI (disambiguation).

For the complete ranking of countries, see List of countries by Human Development Index.

World map representing Human Development Index categories (based on 2021 data, published in 2022)

  •   Very high (≥ 0.800)

  •   High (0.700–0.799)

  •   Medium (0.550–0.699)

  •   Low (≤ 0.549)

  •   Data unavailable

World map of countries or territories by Human Development Index scores in increments of 0.050 (based on 2021 data, published in 2022)

  •   ≥ 0.950

  •   0.900–0.950

  •   0.850–0.899

  •   0.800–0.849

  •   0.750–0.799

  •   0.700–0.749

  •   0.650–0.699

  •   0.600–0.649

  •   0.550–0.599

  •   0.500–0.549

  •   0.450–0.499

  •   0.400–0.449

  •   ≤ 0.399

  •   Data unavailable

The Human Development Index (HDI) is a statistic composite index of life expectancy, education (mean years of schooling completed and expected years of schooling upon entering the education system), and per capita income indicators, which is used to rank countries into four tiers of human development. A country scores a higher level of HDI when the lifespan is higher, the education level is higher, and the gross national income GNI (PPP) per capita is higher. It was developed by Pakistani economist Mahbub ul Haq and was further used to measure a country's development by the United Nations Development Programme (UNDP)'s Human Development Report Office.[1][2][3]

The 2010 Human Development Report introduced an Inequality-adjusted Human Development Index (IHDI). While the simple HDI remains useful, it stated that "the IHDI is the actual level of human development (accounting for inequality), while the HDI can be viewed as an index of 'potential' human development (or the maximum level of HDI) that could be achieved if there were no inequality."[4]

The index is based on the human development approach, developed by Mahbub ul Haq, anchored in Amartya Sen's work on human capabilities, often framed in terms of whether people are able to "be" and "do" desirable things in life. Examples include – being: well fed, sheltered, healthy; doing: work, education, voting, participating in community life. The freedom of choice is central – someone choosing to be hungry (e.g. when fasting for religious reasons) is quite different from someone who is hungry because they cannot afford to buy food, or because the country is in a famine.[5]

The index does not take into account several factors, such as the net wealth per capita or the relative quality of goods in a country. This situation tends to lower the ranking for some of the most advanced countries, such as the G7 members and others.[6]

Origins

The origins of the HDI are found in the annual Human Development Reports produced by the Human Development Report Office of the United Nations Development Programme (UNDP). These were devised and launched by Pakistani economist Mahbub ul Haq in 1990, and had the explicit purpose "to shift the focus of development economics from national income accounting to people-centered policies". Haq believed that a simple composite measure of human development was needed to convince the public, academics, and politicians that they can and should evaluate development not only by economic advances but also improvements in human well-being.

The underlying principles behind the Human Development Index.[5]

Dimensions and calculation

New method (2010 HDI onwards)

HDI trends between 1990 and 2021

  World

  OECD countries

Developing countries:

  Arab States

  East Asia and the Pacific

  Europe and Central Asia

  Latin America and the Caribbean

  South Asia

  Sub-Saharan Africa

Published on 4 November 2010 (and updated on 10 June 2011), the 2010 Human Development Report calculated the HDI combining three dimensions:[7][8]

  • A long and healthy life: Life expectancy at birth
  • Education: Mean years of schooling and expected years of schooling
  • A decent standard of living: GNI per capita (PPP international dollars)

In its 2010 Human Development Report, the UNDP began using a new method of calculating the HDI. The following three indices are used:

1. Life Expectancy Index (LEI) = LE − 20 85 − 20 {\displaystyle ={\frac {{\textrm {LE}}-20}{85-20}}}

LEI is equal to 1 when life expectancy at birth is 85 years, and 0 when life expectancy at birth is 20 years.

2. Education Index (EI) = MYSI + EYSI 2 {\displaystyle ={\frac {{\textrm {MYSI}}+{\textrm {EYSI}}}{2}}}

[9]

2.1 Mean Years of Schooling Index (MYSI) = MYS 15 {\displaystyle ={\frac {\textrm {MYS}}{15}}}
[10] Fifteen is the projected maximum of this indicator for 2025. 2.2 Expected Years of Schooling Index (EYSI) = EYS 18 {\displaystyle ={\frac {\textrm {EYS}}{18}}}
[11] Eighteen is equivalent to achieving a master's degree in most countries.

3. Income Index (II) = ln ⁡ ( GNIpc ) − ln ⁡ ( 100 ) ln ⁡ ( 75 , 000 ) − ln ⁡ ( 100 ) {\displaystyle ={\frac {\ln({\textrm {GNIpc}})-\ln(100)}{\ln(75,000)-\ln(100)}}}

II is 1 when GNI per capita is $75,000 and 0 when GNI per capita is $100.

Finally, the HDI is the geometric mean of the previous three normalized indices:

HDI = LEI ⋅ EI ⋅ II 3 . {\displaystyle {\textrm {HDI}}={\sqrt[{3}]{{\textrm {LEI}}\cdot {\textrm {EI}}\cdot {\textrm {II}}}}.}

LE: Life expectancy at birth
MYS: Mean years of schooling (i.e. years that a person aged 25 or older has spent in formal education)
EYS: Expected years of schooling (i.e. total expected years of schooling for children under 18 years of age)
GNIpc: Gross national income at purchasing power parity per capita

Old method (HDI before 2010)

The HDI combined three dimensions last used in its 2009 report:

  • Life expectancy at birth, as an index of population health and longevity to HDI
  • Knowledge and education, as measured by the adult literacy rate (with two-thirds weighting) and the combined primary, secondary, and tertiary gross enrollment ratio (with one-third weighting).
  • Standard of living, as indicated by the natural logarithm of gross domestic product per capita at purchasing power parity.

HDI trends between 1975 and 2004

  OECD

  Europe (not in the OECD), and CIS

  Latin America and the Caribbean

  East Asia

  Arab League

  South Asia

  Sub-Saharan Africa

This methodology was used by the UNDP until their 2011 report.

The formula defining the HDI is promulgated by the United Nations Development Programme (UNDP).[12] In general, to transform a raw variable, say x {\displaystyle x}

, into a unit-free index between 0 and 1 (which allows different indices to be added together), the following formula is used:

  • x  index = x − a b − a {\displaystyle x{\text{ index}}={\frac {x-a}{b-a}}}

where a {\displaystyle a}

and b {\displaystyle b}
are the lowest and highest values the variable x {\displaystyle x} can attain, respectively.

The Human Development Index (HDI) then represents the uniformly weighted sum with 13 contributed by each of the following factor indices:

  • Life Expectancy Index = L E − 25 85 − 25 {\displaystyle {\frac {LE-25}{85-25}}}
  • Education Index = 2 3 × A L I + 1 3 × G E I {\displaystyle {\frac {2}{3}}\times ALI+{\frac {1}{3}}\times GEI}
    • Adult Literacy Index (ALI) = A L R − 0 100 − 0 {\displaystyle {\frac {ALR-0}{100-0}}}
    • Gross Enrollment Index (GEI) = C G E R − 0 100 − 0 {\displaystyle {\frac {CGER-0}{100-0}}}
  • GDP = log ⁡ ( G D P p c ) − log ⁡ ( 100 ) log ⁡ ( 40000 ) − log ⁡ ( 100 ) {\displaystyle {\frac {\log \left(GDPpc\right)-\log \left(100\right)}{\log \left(40000\right)-\log \left(100\right)}}}

2021 Human Development Index (2022 report)

Average annual HDI growth from 2010 to 2021 (published in 2022)

  •   ≥ 1.4%

  •   1.2%…1.4%

  •   1%…1.2%

  •   0.8%…1%

  •   0.6%…0.8%

  •   0.4%…0.6%

  •   0.2%…0.4%

  •   0%…0.2%

  •   −0.5%…0%

  •   −1%…−0.5%

  •   < −1%

  •   No data

Main article: List of countries by Human Development Index

See also: List of countries by inequality-adjusted Human Development Index

The Human Development Report 2022 by the United Nations Development Programme was released on 8 September 2022 and calculates HDI values based on data collected in 2021.

The following countries ranked from 1 to 66 in the year 2021 are considered to be of "very high human development":[13]

Table of countries by HDI Rank Nation HDI 2021 data (2022 report)​[13] Change since 2015​[14] 2021 data (2022 report)​[13] Average annual growth (2010–2021)​[14]
 
Switzerland
 
Norway
 
Iceland
 
Hong Kong
 
Australia
 
Denmark
 
Sweden
 
Ireland
 
Germany
 
Netherlands
 
Finland
 
Singapore
 
Belgium
 
New Zealand
 
Canada
 
Liechtenstein
 
Luxembourg
 
United Kingdom
 
Japan
 
South Korea
 
United States
 
Israel
 
Malta
 
Slovenia
 
Austria
 
United Arab Emirates
 
Spain
 
France
 
Cyprus
 
Italy
 
Estonia
 
Czechia
 
Greece
 
Poland
 
Bahrain
 
Lithuania
 
Saudi Arabia
 
Portugal
 
Latvia
 
Andorra
 
Croatia
 
Chile
 
Qatar
 
San Marino
 
Slovakia
 
Hungary
 
Argentina
 
Turkey
 
Montenegro
 
Kuwait
 
Brunei
 
Russia
 
Romania
 
Oman
 
Bahamas
 
Kazakhstan
 
Trinidad and Tobago
 
Costa Rica
 
Uruguay
 
Belarus
 
Panama
 
Malaysia
 
Georgia
 
Mauritius
 
Serbia
 
Thailand
1
0.962
0.19%
2
0.961
0.19%
3
0.959
0.56%
4
(3)
0.952
0.44%
5
(3)
0.951
0.27%
6
0.948
0.34%
7
(2)
0.947
0.36%
8
(6)
0.945
0.40%
9
(5)
0.942
0.16%
10
(1)
0.941
0.24%
11
0.940
0.29%
12
(1)
0.939
0.29%
13
(2)
0.937
0.25%
(3)
0.15%
15
(2)
0.936
0.25%
16
(1)
0.935
0.22%
17
(3)
0.930
0.18%
18
(3)
0.929
0.17%
19
0.925
0.27%
(3)
0.35%
21
(3)
0.921
0.10%
22
0.919
0.25%
23
(4)
0.918
0.58%
(1)
0.28%
25
(4)
0.916
0.14%
26
(9)
0.911
0.80%
27
0.905
0.38%
28
(3)
0.903
0.27%
29
(3)
0.896
0.41%
30
(1)
0.895
0.13%
31
(2)
0.890
0.30%
32
(6)
0.889
0.20%
33
(2)
0.887
0.19%
34
(1)
0.876
0.37%
35
(3)
0.875
0.73%
(1)
0.35%
(2)
0.64%
38
(2)
0.866
0.40%
39
(1)
0.863
0.42%
40
(6)
0.858
0.11%
(5)
0.40%
42
(1)
0.855
0.46%
(1)
0.23%
44 NA[Note 1] 0.853 NA[Note 1]
45
(5)
0.848
0.09%
46
(1)
0.846
0.20%
47
(4)
0.842
0.09%
48
(6)
0.838
1.03%
49
(3)
0.832
0.27%
50
(1)
0.831
0.20%
51
(3)
0.829
0.01%
52
(2)
0.822
0.29%
53
(4)
0.821
0.16%
54
(3)
0.816
0.32%
55
(2)
0.812
0.00%
56
(4)
0.811
0.51%
57
(2)
0.810
0.23%
58
(4)
0.809
0.43%
0.25%
60
(3)
0.808
0.21%
61
0.805
0.37%
62
(1)
0.803
0.39%
63
(7)
0.802
0.50%
(2)
0.55%
(4)
0.41%
66
(6)
0.800
0.75%

Past top countries

The list below displays the top-ranked country from each year of the Human Development Index. Norway has been ranked the highest sixteen times, Canada eight times, Japan and Iceland twice and Switzerland once.

In each original HDI

The year represents the time period from which the statistics for the index were derived. In parentheses is the year when the report was published.

  • 2021 (2022):
     
    Switzerland
  • 2019 (2020):
     
    Norway
  • 2018 (2019):
     
    Norway
  • 2017 (2018):
     
    Norway
  • 2015 (2016):
     
    Norway
  • 2014 (2015):
     
    Norway
  • 2013 (2014):
     
    Norway
  • 2012 (2013):
     
    Norway
  • 2011 (2011):
     
    Norway
  • 2010 (2010):
     
    Norway
  • 2007 (2009):
     
    Norway
  • 2006 (2008):
     
    Iceland
  • 2005 (2007):
     
    Iceland
  • 2004 (2006):
     
    Norway
  • 2003 (2005):
     
    Norway
  • 2002 (2004):
     
    Norway
  • 2001 (2003):
     
    Norway
  • 2000 (2002):
     
    Norway
  • 1999 (2001):
     
    Norway
  • 1998 (2000):
     
    Canada
  • 1997 (1999):
     
    Canada
  • 1995 (1998):
     
    Canada
  • 1994 (1997):
     
    Canada
  • 1993 (1996):
     
    Canada
  • 1992 (1995):
     
    Canada
  • ???? (1994):
     
    Canada
  • ???? (1993):
     
    Japan
  • 1990 (1992):
     
    Canada
  • 1990 (1991):
     
    Japan

Geographical coverage

The HDI has extended its geographical coverage: David Hastings, of the United Nations Economic and Social Commission for Asia and the Pacific, published a report geographically extending the HDI to 230+ economies, whereas the UNDP HDI for 2009 enumerates 182 economies and coverage for the 2010 HDI dropped to 169 countries.[15][16]

Country/region specific HDI lists

  • African countries
  • Argentinean provinces
  • Australian states
  • Austrian states
  • Baltic Regions
  • Belgian provinces
  • Bolivian departments
  • Bosnia and Herzegovina regions
  • Brazilian states
  • Canadian provinces and territories
  • Chilean regions
  • Chinese administrative divisions
  • Colombian departments
  • Croatian counties
  • Danish regions
  • Dutch provinces
  • Ethiopian regions
  • European countries
  • French regions
  • German states
  • Greek regions
  • Indian states
  • Tamil Nadu districts (India)
  • Indonesian provinces
  • Iranian provinces
  • Iraqi governorates
  • Italian regions
  • Japanese prefectures
  • Latin American countries
  • Malaysian states
  • Mexican states
  • New Zealand regions
  • Nigerian states
  • Pakistani administrative units
  • Philippine provinces
  • Palestinian regions
  • Polish voivodeships
  • Russian federal subjects
  • South African provinces
  • South Korean regions
  • Spanish communities
  • Swedish regions
  • Swiss regions
  • Thai regions
  • UK regions
  • U.S. states (American Human Development Report (AHDR))
  • Venezuelan states
  • Vietnamese regions

Criticism

HDI vis-à-vis ecological footprint

The Human Development Index has been criticized on a number of grounds, including alleged lack of consideration of technological development or contributions to the human civilization,[citation needed] focusing exclusively on national performance and ranking, lack of attention to development from a global perspective, measurement error of the underlying statistics, and on the UNDP's changes in formula which can lead to severe misclassification in the categorisation of "low", "medium", "high" or "very high" human development countries.[17]

Sources of data error

Economists Hendrik Wolff, Howard Chong and Maximilian Auffhammer discuss the HDI from the perspective of data error in the underlying health, education and income statistics used to construct the HDI. They identified three sources of data error which are due to (i) data updating, (ii) formula revisions and (iii) thresholds to classify a country's development status and conclude that 11%, 21% and 34% of all countries can be interpreted as currently misclassified in the development bins due to the three sources of data error, respectively. The authors suggest that the United Nations should discontinue the practice of classifying countries into development bins because: the cut-off values seem arbitrary, can provide incentives for strategic behavior in reporting official statistics, and have the potential to misguide politicians, investors, charity donors and the public who use the HDI at large.[17]

In 2010, the UNDP reacted to the criticism and updated the thresholds to classify nations as low, medium, and high human development countries. In a comment to The Economist in early January 2011, the Human Development Report Office responded[18] to a 6 January 2011 article in the magazine[19] which discusses the Wolff et al. paper. The Human Development Report Office states that they undertook a systematic revision of the methods used for the calculation of the HDI, and that the new methodology directly addresses the critique by Wolff et al. in that it generates a system for continuously updating the human-development categories whenever formula or data revisions take place.

In 2013, Salvatore Monni and Alessandro Spaventa emphasized that in the debate of GDP versus HDI, it is often forgotten that these are both external indicators that prioritize different benchmarks upon which the quantification of societal welfare can be predicated. The larger question is whether it is possible to shift the focus of policy from a battle between competing paradigms to a mechanism for eliciting information on well-being directly from the population.[20]

See also

Indices

  • Modern history portal
  • World portal

  • Bhutan GNH Index
  • Broad measures of economic progress
  • Corruption Perceptions Index
  • Democracy Index
  • Fragile States Index
  • Gender Inequality Index
  • Gender-related Development Index
  • Genuine Progress Indicator (GPI)
  • Global Peace Index (GPI)
  • Green gross domestic product (Green GDP)
  • Green national product
  • Gross domestic product
  • Gross National Well-being (GNW)
  • Happy Planet Index (HPI)
  • Human Poverty Index
  • Inequality-adjusted Human Development Index (IHDI)
  • Legatum Prosperity Index
  • List of countries by Human Development Index
  • Living planet index
  • Multidimensional Poverty Index
  • OECD Better Life Index (BLI)
  • Planetary pressures–adjusted Human Development Index (PHDI)
  • Press Freedom Index
  • Rule of Law Index
  • Social Progress Index
  • Where-to-be-born Index
  • World Happiness Report

Other

  • Developing country
  • Economic development
  • Ethics of care
  • Happiness economics
  • Human Development and Capability Association
  • Humanistic economics
  • International development
  • List of countries by percentage of population living in poverty
  • List of countries by share of income of the richest one percent
  • Right to an adequate standard of living
  • Subjective life satisfaction
  • Sustainable Development Goals (SDGs)

Notes

  1. ^ a b HDI not available before 2018 in latest report

References

  1. ^ A. Stanton, Elizabeth (February 2007). "The Human Development Index: A History". PERI Working Papers: 14–15. Archived from the original on 28 February 2019. Retrieved 28 February 2019.
  2. ^ "Human Development Index". Economic Times. Archived from the original on 1 December 2017. Retrieved 29 November 2017.
  3. ^ "The Human Development concept". UNDP. 2010. Archived from the original on 15 April 2012. Retrieved 29 July 2011.
  4. ^ Human Development Index, "Composite indices — HDI and beyond", Retrieved 16 January 2021.
  5. ^ a b Nations, United (2017). "What is Human Development". UNDP. Archived from the original on 27 October 2017. Retrieved 27 October 2017. ... human development approach, developed by the economist Mahbub Ul Haq ...'
  6. ^ The Courier. Commission of the European Communities. 1994.
  7. ^ Nations, United (4 November 2010). "Human Development Report 2010". UNDP. Archived from the original on 22 December 2015. Retrieved 15 December 2015.
  8. ^ "Technical notes" (PDF). UNDP. 2013. Archived (PDF) from the original on 16 June 2015. Retrieved 15 December 2015.
  9. ^ "New method of calculation of Human Development Index (HDI)". India Study Channel. 1 June 2011. Archived from the original on 10 November 2017. Retrieved 19 November 2017.
  10. ^ Mean years of schooling (of adults) (years) is a calculation of the average number of years of education received by people ages 25 and older in their lifetime based on education attainment levels of the population converted into years of schooling based on theoretical duration of each level of education attended. Source: Barro, R. J.; Lee, J.-W. (2010). "A New Data Set of Educational Attainment in the World, 1950–2010". NBER Working Paper No. 15902. doi:10.3386/w15902. Archived from the original on 7 August 2011. Retrieved 29 July 2011.
  11. ^ (ESYI is a calculation of the number of years a child is expected to attend school, or university, including the years spent on repetition. It is the sum of the age-specific enrollment ratios for primary, secondary, post-secondary non-tertiary and tertiary education and is calculated assuming the prevailing patterns of age-specific enrollment rates were to stay the same throughout the child's life. Expected years of schooling is capped at 18 years. (Source: UNESCO Institute for Statistics (2010). Correspondence on education indicators. March. Montreal.)
  12. ^ "Definition, Calculator, etc. at UNDP site". Archived from the original on 20 December 2007. Retrieved 26 May 2020.
  13. ^ a b c Human Development Report 2021-22: Uncertain Times, Unsettled Lives: Shaping our Future in a Transforming World (PDF). hdr.undp.org. United Nations Development Programme. 8 September 2022. pp. 272–276. ISBN 978-9-211-26451-7. Archived (PDF) from the original on 8 September 2022. Retrieved 8 September 2022.
  14. ^ a b Human Development Report 2021-22: Uncertain Times, Unsettled Lives: Shaping our Future in a Transforming World (PDF). hdr.undp.org. United Nations Development Programme. 8 September 2022. pp. 277–280. ISBN 978-9-211-26451-7. Archived (PDF) from the original on 8 September 2022. Retrieved 8 September 2022.
  15. ^ Hastings, David A. (2009). "Filling Gaps in the Human Development Index". United Nations Economic and Social Commission for Asia and the Pacific, Working Paper WP/09/02. Archived from the original on 30 April 2011. Retrieved 1 December 2009.
  16. ^ Hastings, David A. (2011). "A "Classic" Human Development Index with 232 Countries". HumanSecurityIndex.org. Archived from the original on 3 May 2011. Retrieved 9 March 2011. Information Note linked to data
  17. ^ a b Wolff, Hendrik; Chong, Howard; Auffhammer, Maximilian (2011). "Classification, Detection and Consequences of Data Error: Evidence from the Human Development Index". Economic Journal. 121 (553): 843–870. doi:10.1111/j.1468-0297.2010.02408.x. hdl:1813/71597. S2CID 18069132.
  18. ^ "UNDP Human Development Report Office's comments". The Economist. January 2011. Archived from the original on 11 February 2011. Retrieved 12 January 2011.
  19. ^ "The Economist (pages 60–61 in the issue of Jan 8, 2011)". 6 January 2011. Archived from the original on 13 January 2011. Retrieved 12 January 2011.
  20. ^ Monni, Salvatore; Spaventa, Alessandro (2013). "Beyond Gdp and HDI: Shifting the focus from Paradigms to Politics". Development. 56 (2): 227–231. doi:10.1057/dev.2013.30. S2CID 84722678.

External links

Wikimedia Commons has media related to Human Development Index.

  • Human Development Index
  • Human Development Tools and Rankings

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