Economic Complexity Index

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Rank in the economic complexity index (2015) Rank in the Economic Complexity Index, OWID.svg
Rank in the economic complexity index (2015)

The Economic Complexity Index (ECI) is a holistic measure of the productive capabilities of large economic systems, usually cities, regions, or countries. In particular, the ECI looks to explain the knowledge accumulated in a population and that is expressed in the economic activities present in a city, country, or region. To achieve this goal, the ECI defines the knowledge available in a location, as the average knowledge of the activities present in it, and the knowledge of an activity as the average knowledge of the places where that economic activity is conducted. The product equivalent of the economic complexity index is the product complexity index or PCI. Higher economic complexity as compared to country's income level drives economic development.

Contents

Background

The ECI was developed by Cesar A. Hidalgo, from the MIT Media Lab and Ricardo Hausmann, from Harvard University's Kennedy School of Government. ECI data is available in The Observatory of Economic Complexity. The original formulation of the economic complexity index was published in PNAS in 2009. [1]

Formulation

In its strict mathematical definition, the ECI is defined in terms of an eigenvalue of a matrix connecting countries to countries, which is a projection of the matrix connecting countries to the products they export. Since the ECI considers information on the diversity of countries and the ubiquity of products, it is able to produce a measure of economic complexity containing information about both the diversity of a country's exports and their sophistication. For example, Japan or Germany, with high ECIs, export many goods that are less common and that are produced by highly diversified countries, indicating that these are diverse and sophisticated economies. Countries with low ECI, like Angola or Botswana, export only a few products, which are of relatively high ubiquity and which are exported by countries that are not necessarily very diversified, indicating that these are countries that have little diversity and that the products that they export are not very sophisticated.

Utility

Hidalgo and Hausmann propose the concept of ECI not only as a descriptive measure, but also as a predictive tool for economic growth and income inequality. According to the statistics models presented in their Atlas of Economic Complexity (2011), [2] the ECI is a more accurate predictor of GDP per capita growth than traditional measures of governance, competitiveness (World Economic Forum's Global Competitiveness Index) and human capital (as measured in terms of educational attainment). ECI also shows a strong negative correlation with income inequality, suggesting that more knowledge intense productive structures are more inclusive in terms of income distribution, and providing a statistically more powerful explanation of cross-national variations in income inequality than Kuznets Curve. [3]

Economic development requires the accumulation of productive knowledge and its use in both more and more complex industries. According to this metric, many low-income countries, including Bangladesh, Venezuela, and Angola have failed to diversify their know-how and face low growth prospects while those like India, Turkey, and the Philippines have added productive capabilities to enter new sectors and are expected by some drive growth over the coming years. [4]

The Economic Complexity Index was initially developed using trade data but its application has expanded to include other data sources, such as patents [5] and scientific publications, [6] enabling a broader examination of economic and innovation ecosystems.

Country Rankings

Atlas

Economic Complexity Index (Atlas) [7]
CountryIndex (2023)5-year change
(2018–2023)
10-year change
(2013–2023)
Flag of Singapore.svg Singapore 2.52Increase2.svg 4Increase2.svg 2
Flag of Switzerland (Pantone).svg  Switzerland 2.51Steady2.svgDecrease2.svg 1
Flag of Japan.svg Japan 2.43Decrease2.svg 2Decrease2.svg 1
Flag of the Republic of China.svg Taiwan 2.24Increase2.svg 2Increase2.svg 6
Flag of South Korea.svg South Korea 2.23Decrease2.svg 2Steady2.svg
Flag of Germany.svg Germany 2.01Decrease2.svg 2Decrease2.svg 2
Flag of the United Kingdom.svg United Kingdom 1.81Increase2.svg 4Increase2.svg 4
Flag of Ireland.svg Ireland 1.72Steady2.svgIncrease2.svg 4
Flag of Slovenia.svg Slovenia 1.69Increase2.svg 4Increase2.svg 6
Flag of Austria.svg Austria 1.67Decrease2.svg 3Decrease2.svg 3
Flag of the Czech Republic.svg Czech Republic 1.66Increase2.svg 1Decrease2.svg 3
Flag of Sweden.svg Sweden 1.64Decrease2.svg 2Decrease2.svg 6
Flag of Hungary.svg Hungary 1.60Decrease2.svg 4Decrease2.svg 4
Flag of Hong Kong.svg Hong Kong 1.58Increase2.svg 12Increase2.svg 17
Flag of the United States.svg United States 1.51Steady2.svgDecrease2.svg 2
Flag of the People's Republic of China.svg China 1.47Increase2.svg 3Increase2.svg 8
Flag of Mexico.svg Mexico 1.41Increase2.svg 3Increase2.svg 3
Flag of Finland.svg Finland 1.41Decrease2.svg 2Decrease2.svg 4
Flag of Italy.svg Italy 1.40Decrease2.svg 2Steady2.svg
Flag of Israel.svg Israel 1.36Decrease2.svg 6Decrease2.svg 3
Flag of Slovakia.svg Slovakia 1.31Increase2.svg 4Decrease2.svg 3
Flag of the Netherlands.svg Netherlands 1.29Increase2.svg 1Increase2.svg 1
Flag of France.svg France 1.26Decrease2.svg 5Decrease2.svg 7
Flag of Denmark.svg Denmark 1.19Decrease2.svg 2Decrease2.svg 2
Flag of Belgium (civil).svg Belgium 1.07Decrease2.svg 4Decrease2.svg 4
Flag of Romania.svg Romania 1.04Increase2.svg 2Increase2.svg 9
Flag of Malaysia.svg Malaysia 1.03Increase2.svg 2Steady2.svg
Flag of the Philippines.svg Philippines 0.92Decrease2.svg 4Increase2.svg 5
Flag of Thailand.svg Thailand 0.89Decrease2.svg 2Decrease2.svg 3
Flag of Estonia.svg Estonia 0.85Increase2.svg 4Increase2.svg 2
Flag of Cyprus.svg Cyprus 0.73Increase2.svg 1Decrease2.svg 3
Flag of Croatia.svg Croatia 0.72Decrease2.svg 2Decrease2.svg 2
Flag of Poland.svg Poland 0.71Decrease2.svg 2Decrease2.svg 8
Flag of Spain.svg Spain 0.61Increase2.svg 2Increase2.svg 2
Flag of the United Arab Emirates.svg United Arab Emirates 0.61Increase2.svg 10Increase2.svg 28
Flag of Lithuania.svg Lithuania 0.59Increase2.svg 2Increase2.svg 8
Flag of Portugal (official).svg Portugal 0.57Increase2.svg 4Increase2.svg 4
Flag of Latvia.svg Latvia 0.54Increase2.svg 4Increase2.svg 2
Flag of Bosnia and Herzegovina.svg Bosnia and Herzegovina 0.53Increase2.svg 7Increase2.svg 4
Flag of Serbia.svg Serbia 0.53Increase2.svg 3Increase2.svg 8
Flag of Bulgaria.svg Bulgaria 0.46Decrease2.svg 2Increase2.svg 6
Flag of Turkey.svg Turkey 0.46Increase2.svg 7Increase2.svg 13
Flag of Eswatini.svg Eswatini 0.46Decrease2.svg 8Increase2.svg 9
Flag of India.svg India 0.45Steady2.svgIncrease2.svg 13
Flag of Jordan.svg Jordan 0.44Decrease2.svg 8Decrease2.svg 7
Flag of Belarus.svg Belarus 0.39Decrease2.svg 6Decrease2.svg 9
Flag of Greece.svg Greece 0.36Increase2.svg 8Increase2.svg 4
Flag of Vietnam.svg Vietnam 0.35Increase2.svg 9Increase2.svg 10
Flag of Bahrain.svg Bahrain 0.34Increase2.svg 3Steady2.svg
Flag of Canada (Pantone).svg Canada 0.29Decrease2.svg 2Decrease2.svg 8
Flag of Tunisia.svg Tunisia 0.25Increase2.svg 3Increase2.svg 2
Flag of Norway.svg Norway 0.23Decrease2.svg 1Decrease2.svg 13
Flag of the Dominican Republic.svg Dominican Republic 0.18Decrease2.svg 3Increase2.svg 3
Flag of North Macedonia.svg North Macedonia 0.13Increase2.svg 12Increase2.svg 25
Flag of Trinidad and Tobago.svg Trinidad and Tobago 0.12Increase2.svg 9Increase2.svg 23
Flag of Armenia.svg Armenia 0.11Increase2.svg 30Increase2.svg 10
Flag of Lebanon.svg Lebanon 0.09Decrease2.svg 4Decrease2.svg 7
Flag of Kyrgyzstan.svg Kyrgyzstan 0.09Increase2.svg 7Increase2.svg 2
Flag of Costa Rica.svg Costa Rica 0.07Steady2.svgDecrease2.svg 14
Flag of Saudi Arabia.svg Saudi Arabia 0.07Decrease2.svg 13Decrease2.svg 1
Flag of Yemen.svg Yemen 0.01Increase2.svg 74Increase2.svg 70
Flag of El Salvador.svg El Salvador −0.10Increase2.svg 7Increase2.svg 7
Flag of Ukraine.svg Ukraine −0.10Decrease2.svg 5Decrease2.svg 17
Flag of Kuwait.svg Kuwait −0.13Decrease2.svg 1Decrease2.svg 2
Flag of Colombia.svg Colombia −0.14Increase2.svg 3Increase2.svg 7
Flag of Oman.svg Oman −0.15Increase2.svg 24Increase2.svg 16
Flag of Mali.svg Mali −0.15Increase2.svg 56Increase2.svg 54
Flag of New Zealand.svg New Zealand −0.18Increase2.svg 2Decrease2.svg 3
Flag of Uruguay.svg Uruguay −0.22Increase2.svg 9Decrease2.svg 2
Flag of Uzbekistan.svg Uzbekistan −0.23Increase2.svg 29Increase2.svg 33
Flag of Egypt.svg Egypt −0.24Increase2.svg 2Increase2.svg 5
Flag of Indonesia.svg Indonesia −0.24Increase2.svg 2Decrease2.svg 1
Flag of Nepal.svg   Nepal −0.25Increase2.svg 3Increase2.svg 12
Flag of Mauritius.svg Mauritius −0.27Increase2.svg 1Decrease2.svg 4
Flag of Guatemala.svg Guatemala −0.28Increase2.svg 12Increase2.svg 8
Flag of Moldova.svg Moldova −0.28Increase2.svg 3Decrease2.svg 15
Flag of South Africa.svg South Africa −0.28Decrease2.svg 6Decrease2.svg 13
Flag of Iran.svg Iran −0.29Increase2.svg 2Decrease2.svg 4
Flag of Sri Lanka.svg Sri Lanka −0.30Increase2.svg 2Increase2.svg 2
Flag of Cambodia.svg Cambodia −0.33Increase2.svg 11Increase2.svg 18
Flag of Burkina Faso.svg Burkina Faso −0.33Increase2.svg 31Increase2.svg 42
Flag of Albania.svg Albania −0.34Increase2.svg 12Increase2.svg 6
Flag of Qatar.svg Qatar −0.35Decrease2.svg 6Decrease2.svg 10
Flag of Jamaica.svg Jamaica −0.37Decrease2.svg 2Decrease2.svg 7
Flag of Gabon.svg Gabon −0.41Increase2.svg 3Increase2.svg 26
Flag of Argentina.svg Argentina −0.41Decrease2.svg 2Decrease2.svg 6
Flag of Kenya.svg Kenya −0.43Increase2.svg 6Steady2.svg
Flag of Chile.svg Chile −0.44Decrease2.svg 3Decrease2.svg 4
Flag of Kazakhstan.svg Kazakhstan −0.44Increase2.svg 6Increase2.svg 18
Flag of Georgia.svg Georgia −0.50Decrease2.svg 34Decrease2.svg 22
Flag of Morocco.svg Morocco −0.50Increase2.svg 13Increase2.svg 6
Flag of Honduras (2022-).svg Honduras −0.51Decrease2.svg 3Increase2.svg 13
Flag of Brazil.svg Brazil −0.52Decrease2.svg 31Decrease2.svg 39
Flag of Paraguay.svg Paraguay −0.56Increase2.svg 2Increase2.svg 8
Flag of Azerbaijan.svg Azerbaijan −0.57Increase2.svg 44Increase2.svg 38
Flag of Laos.svg Laos −0.58Increase2.svg 1Increase2.svg 13
Flag of Uganda.svg Uganda −0.63Increase2.svg 12Decrease2.svg 5
Flag of Algeria.svg Algeria −0.65Increase2.svg 30Increase2.svg 15
Flag of Pakistan.svg Pakistan −0.65Increase2.svg 9Increase2.svg 7
Flag of Russia.svg Russia −0.66Decrease2.svg 28Decrease2.svg 25
Flag of Senegal.svg Senegal −0.73Increase2.svg 9Decrease2.svg 10
Flag of Zambia.svg Zambia −0.75Decrease2.svg 10Decrease2.svg 16
Flag of Panama.svg Panama −0.81Decrease2.svg 70Decrease2.svg 69
Flag of Botswana.svg Botswana −0.81Decrease2.svg 3Decrease2.svg 4
Flag of Australia (converted).svg Australia −0.82Decrease2.svg 2Decrease2.svg 6
Flag of Cote d'Ivoire.svg Côte d'Ivoire −0.84Increase2.svg 11Increase2.svg 14
Flag of Ghana.svg Ghana −0.85Increase2.svg 14Increase2.svg 1
Flag of Namibia.svg Namibia −0.85Decrease2.svg 25Decrease2.svg 19
Flag of Togo (3-2).svg Togo −0.87Increase2.svg 6Decrease2.svg 13
Flag of Haiti.svg Haiti −0.88Increase2.svg 8Increase2.svg 5
Flag of Malawi.svg Malawi −0.88Decrease2.svg 9Increase2.svg 17
Flag of Libya.svg Libya −0.88Increase2.svg 18Increase2.svg 7
Flag of Iraq.svg Iraq −0.91Decrease2.svg 46Increase2.svg 31
Flag of Madagascar.svg Madagascar −0.91Increase2.svg 5Decrease2.svg 10
Flag of Nicaragua.svg Nicaragua −0.94Increase2.svg 5Increase2.svg 7
Flag of Tanzania.svg Tanzania −0.95Decrease2.svg 56Decrease2.svg 21
Flag of Ethiopia.svg Ethiopia −0.97Decrease2.svg 12Increase2.svg 13
Flag of Tajikistan.svg Tajikistan −0.98Increase2.svg 8Increase2.svg 23
Flag of Myanmar.svg Myanmar −0.98Increase2.svg 6Increase2.svg 19
Flag of Benin.svg Benin −0.99Decrease2.svg 20Decrease2.svg 6
Flag of Liberia.svg Liberia −0.99Decrease2.svg 23Decrease2.svg 5
Flag of Rwanda.svg Rwanda −1.00Decrease2.svg 9Decrease2.svg 32
Flag of Peru.svg Peru −1.02Decrease2.svg 7Decrease2.svg 29
Flag of Niger.svg Niger −1.03Decrease2.svg 18Increase2.svg 5
Flag of Cuba.svg Cuba −1.06Decrease2.svg 64Decrease2.svg 96
Flag of Ecuador.svg Ecuador −1.07Decrease2.svg 4Decrease2.svg 2
Flag of Angola.svg Angola −1.07Increase2.svg 18Steady2.svg
Flag of Bangladesh.svg Bangladesh −1.08Decrease2.svg 4Decrease2.svg 3
Flag of Zimbabwe.svg Zimbabwe −1.09Decrease2.svg 18Decrease2.svg 19
Flag of Turkmenistan.svg Turkmenistan −1.09Decrease2.svg 16Decrease2.svg 12
Flag of Bolivia.svg Bolivia −1.10Decrease2.svg 2Increase2.svg 5
Flag of Mauritania.svg Mauritania −1.20Increase2.svg 1Increase2.svg 11
Flag of Venezuela.svg Venezuela −1.36Increase2.svg 4Decrease2.svg 40
Flag of the Taliban.svg Afghanistan −1.37Decrease2.svg 2Decrease2.svg 17
Flag of Mozambique.svg Mozambique −1.38Decrease2.svg 4Decrease2.svg 9
Flag of Equatorial Guinea.svg Equatorial Guinea −1.42Increase2.svg 8Increase2.svg 3
Flag of Cameroon.svg Cameroon −1.46Decrease2.svg 10Decrease2.svg 36
Flag of Papua New Guinea.svg Papua New Guinea −1.50Steady2.svgIncrease2.svg 2
Flag of Mongolia.svg Mongolia −1.59Decrease2.svg 5Decrease2.svg 4
Flag of the Democratic Republic of the Congo.svg DR Congo −1.64Steady2.svgDecrease2.svg 3
Flag of Sudan.svg Sudan −1.65Decrease2.svg 5Decrease2.svg 7
Flag of Nigeria.svg Nigeria −1.74Increase2.svg 1Steady2.svg
Flag of Guinea.svg Guinea −1.74Decrease2.svg 1Decrease2.svg 31
Flag of the Republic of the Congo.svg Congo −1.84Decrease2.svg 37Decrease2.svg 12
Flag of Chad.svg Chad −2.47Decrease2.svg 4Steady2.svg

Observatory

The OEC rankings uses a 6-digit depth and a HS96 revision.

Economic Complexity Index (Observatory) [8]
CountryTrade Index
(2023)
Technology Index
(2021)
Research Index
(2023)
Flag of Japan.svg Japan 2.071.000.83
Flag of the Republic of China.svg Taiwan 2.000.66−0.17
Flag of Switzerland (Pantone).svg  Switzerland 1.961.221.98
Flag of South Korea.svg South Korea 1.850.73−0.13
Flag of Germany.svg Germany 1.791.551.68
Flag of Singapore.svg Singapore 1.620.600.47
Flag of the Czech Republic.svg Czech Republic 1.601.080.26
Flag of Austria.svg Austria 1.561.501.71
Flag of Sweden.svg Sweden 1.531.562.04
Flag of the United States.svg United States 1.500.872.52
Flag of the United Kingdom.svg United Kingdom 1.501.092.38
Flag of Slovenia.svg Slovenia 1.480.830.08
Flag of Finland.svg Finland 1.461.381.59
Flag of Hungary.svg Hungary 1.410.790.70
Flag of Slovakia.svg Slovakia 1.350.40−0.51
Flag of France.svg France 1.341.241.65
Flag of Ireland.svg Ireland 1.310.621.92
Flag of Italy.svg Italy 1.291.341.58
Flag of Israel.svg Israel 1.280.821.87
Flag of Belgium (civil).svg Belgium 1.231.081.96
Flag of the People's Republic of China.svg China 1.160.81−0.77
Flag of Denmark.svg Denmark 1.131.021.79
Flag of Hong Kong.svg Hong Kong 1.120.660.85
Flag of Poland.svg Poland 1.091.000.57
Flag of Mexico.svg Mexico 1.09−0.250.57
Flag of the Netherlands.svg Netherlands 1.081.082.09
Flag of Malaysia.svg Malaysia 1.040.59−0.40
Flag of Romania.svg Romania 1.020.49−0.39
Flag of Thailand.svg Thailand 0.960.54−0.19
Flag of Canada (Pantone).svg Canada 0.901.202.25
Flag of Spain.svg Spain 0.861.231.69
Flag of Lithuania.svg Lithuania 0.85−0.31−0.18
Flag of Belarus.svg Belarus 0.81−0.62−1.20
Flag of Croatia.svg Croatia 0.760.170.28
Flag of Serbia.svg Serbia 0.76−0.23−0.03
Flag of Saudi Arabia.svg Saudi Arabia 0.760.98−0.64
Flag of Bosnia and Herzegovina.svg Bosnia and Herzegovina 0.70−0.07−1.03
Flag of Bulgaria.svg Bulgaria 0.690.34−0.72
Flag of India.svg India 0.651.00−0.60
Flag of the Philippines.svg Philippines 0.64−0.360.09
Flag of Turkey.svg Turkey 0.621.231.13
Flag of Portugal (official).svg Portugal 0.570.800.86
Flag of New Zealand.svg New Zealand 0.480.731.71
Flag of Norway.svg Norway 0.471.331.68
Flag of Lebanon.svg Lebanon 0.42−0.880.52
Flag of Greece.svg Greece 0.400.66
Flag of Ukraine.svg Ukraine 0.390.58−0.46
Flag of Costa Rica.svg Costa Rica 0.34−0.72−0.29
Flag of Brazil.svg Brazil 0.311.151.29
Flag of Russia.svg Russia 0.301.08−0.04
Flag of Colombia.svg Colombia 0.230.530.82
Flag of Uruguay.svg Uruguay 0.22−0.440.21
Flag of Kuwait.svg Kuwait 0.21−1.77−0.73
Flag of the United Arab Emirates.svg United Arab Emirates 0.15−0.03−0.05
Flag of Georgia.svg Georgia 0.13−0.941.00
Flag of Tunisia.svg Tunisia 0.13−1.10−0.74
Flag of Armenia.svg Armenia 0.09−0.73−0.80
Flag of Iran.svg Iran 0.080.100.27
Flag of South Africa.svg South Africa 0.070.931.16
Flag of Vietnam.svg Vietnam 0.070.13−0.87
Flag of Argentina.svg Argentina 0.04−0.101.28
Flag of the Dominican Republic.svg Dominican Republic 0.04−1.25−0.75
Flag of El Salvador.svg El Salvador 0.00
Flag of Jordan.svg Jordan −0.02−0.98−0.05
Flag of Indonesia.svg Indonesia −0.09−0.510.29
Flag of Egypt.svg Egypt −0.11−0.60−0.22
Flag of Kyrgyzstan.svg Kyrgyzstan −0.11−0.45
Flag of Moldova.svg Moldova −0.13−0.34−0.33
Flag of Panama.svg Panama −0.140.090.26
Flag of Jamaica.svg Jamaica −0.14−0.07
Flag of Kazakhstan.svg Kazakhstan −0.18−0.20−1.14
Flag of Chile.svg Chile −0.200.861.26
Flag of Guatemala.svg Guatemala −0.210.40
Flag of Uzbekistan.svg Uzbekistan −0.22−0.86−1.34
Flag of Australia (converted).svg Australia −0.281.112.12
Flag of Oman.svg Oman −0.32−1.38−0.77
Flag of Albania.svg Albania −0.33−1.23
Flag of Qatar.svg Qatar −0.33−1.010.11
Flag of Morocco.svg Morocco −0.36−0.24−0.84
Flag of Botswana.svg Botswana −0.41−1.16
Flag of Paraguay.svg Paraguay −0.420.36
Flag of Cuba.svg Cuba −0.42−2.12−1.00
Flag of Benin.svg Benin −0.43−0.74
Flag of Azerbaijan.svg Azerbaijan −0.43−1.08−1.55
Flag of Sri Lanka.svg Sri Lanka −0.44−0.62−0.67
Flag of Kenya.svg Kenya −0.47−1.520.53
Flag of Senegal.svg Senegal −0.51−1.36−0.71
Flag of Honduras (2022-).svg Honduras −0.53−0.26
Flag of Pakistan.svg Pakistan −0.55−1.21−0.68
Flag of Peru.svg Peru −0.610.180.06
Flag of Uganda.svg Uganda −0.62−1.320.41
Flag of Gabon.svg Gabon −0.62−0.66
Flag of Niger.svg Niger −0.63
Flag of Zambia.svg Zambia −0.65−0.44
Flag of Cambodia.svg Cambodia −0.66−0.62
Flag of Turkmenistan.svg Turkmenistan −0.69
Flag of Iraq.svg Iraq −0.71−0.99
Flag of Namibia.svg Namibia −0.74−0.41
Flag of Algeria.svg Algeria −0.75−0.85−1.14
Flag of Venezuela.svg Venezuela −0.82−1.51−0.76
Flag of Ethiopia.svg Ethiopia −0.840.08
Flag of Libya.svg Libya −0.84−1.07−1.26
Flag of Togo (3-2).svg Togo −0.85
Flag of Ecuador.svg Ecuador −0.85−0.87−0.20
Flag of Bolivia.svg Bolivia −0.85−0.75
Flag of Tajikistan.svg Tajikistan −0.89
Flag of Laos.svg Laos −0.89−0.51
Flag of Myanmar.svg Myanmar −0.91−1.00
Flag of Ghana.svg Ghana −0.970.47
Flag of Zimbabwe.svg Zimbabwe −0.98−0.28
Flag of Nicaragua.svg Nicaragua −1.00
Flag of Yemen.svg Yemen −1.00−1.12
Flag of Bangladesh.svg Bangladesh −1.03−1.35−0.30
Flag of Cote d'Ivoire.svg Côte d'Ivoire −1.08−0.84
Flag of Mauritania.svg Mauritania −1.13
Flag of Tanzania.svg Tanzania −1.130.15
Flag of Madagascar.svg Madagascar −1.15−0.63
Flag of the Taliban.svg Afghanistan −1.19−1.40
Flag of Cameroon.svg Cameroon −1.20−0.67
Flag of Angola.svg Angola −1.23
Flag of Sudan.svg Sudan −1.24−1.32−0.90
Flag of Mozambique.svg Mozambique −1.27−0.48
Flag of Mongolia.svg Mongolia −1.32−1.74−0.57
Flag of Burkina Faso.svg Burkina Faso −1.36−0.56
Flag of Mali.svg Mali −1.41−0.69
Flag of Liberia.svg Liberia −1.44−0.71
Flag of Papua New Guinea.svg Papua New Guinea −1.63−0.79
Flag of the Republic of the Congo.svg Congo −1.73−0.51
Flag of Nigeria.svg Nigeria −1.75−1.940.14
Flag of the Democratic Republic of the Congo.svg DR Congo −1.94−0.25
Flag of Guinea.svg Guinea −2.18−0.50
Flag of Chad.svg Chad −2.41
Flag of Malawi.svg Malawi −0.06
Flag of Sierra Leone.svg Sierra Leone −0.61
Flag of Syria (2025-).svg Syria −1.44
Flag of North Korea.svg North Korea −1.71

See also

References

  1. Cesar A. Hidalgo, Ricardo Hausmann (2009). "The Building Blocks of Economic Complexity". Proceedings of the National Academy of Sciences. 106 (26). PNAS: 10570–10575. arXiv: 0909.3890 . Bibcode:2009PNAS..10610570H. doi: 10.1073/pnas.0900943106 . PMC   2705545 . PMID   19549871.
  2. Ricardo Hausmann, Cesar Hidalgo; et al. "The Atlas of Economic Complexity". Puritan Press, Cambridge MA. Archived from the original on 18 May 2012. Retrieved 26 April 2012.
  3. Dominik Hartmann, Miguel Guevara, Cristian Jara-Figueroa, Manuel Aristaran, Cesar Hidalgo (2018), "Linking Economic Complexity, Institutions, and Income Inequality", World Development, 93: 75–93, arXiv: 1505.07907 , doi:10.1016/j.worlddev.2016.12.020, S2CID   45386522 {{citation}}: CS1 maint: multiple names: authors list (link)
  4. "India tops list of fastest growing economies for coming decade: Harvard study". The Economic Times. 2020-05-04. Retrieved 2020-10-31.
  5. Balland, Pierre-Alexandre; Rigby, David (January 2017). "The Geography of Complex Knowledge". Economic Geography. 93 (1): 1–23. doi:10.1080/00130095.2016.1205947. ISSN   0013-0095.
  6. Balland, Pierre-Alexandre; Jara-Figueroa, Cristian; Petralia, Sergio G.; Steijn, Mathieu P. A.; Rigby, David L.; Hidalgo, César A. (March 2020). "Complex economic activities concentrate in large cities". Nature Human Behaviour. 4 (3): 248–254. arXiv: 1807.07887 . doi:10.1038/s41562-019-0803-3. ISSN   2397-3374.
  7. "The Atlas of Economic Complexity by @HarvardGrwthLab". atlas.hks.harvard.edu. Retrieved 2025-08-02.
  8. "ECI Rankings (HS96)". The Observatory of Economic Complexity. Retrieved 2025-08-02.