Research and economic complexity · default year 2023. Exact values are in the table.

Static view · 2023 · snapshot 2026-11-09-24e8d6ada556. Scroll the static chart horizontally on narrow screens, or use the data table.

View the data table
World Bank / NSF / Harvard Growth Lab · default view through 2023. fractional publications per million people; HS92 goods-based ECI. Snapshot 2026-11-09-24e8d6ada556.
EconomyYearScientific outputEconomic complexity
Afghanistan20234.07-1.28
Albania2023132.46-0.16
Algeria2023166.29-1.05
American Samoa2023Unavailable0.68
Andorra2023137.161.09
Angola20231.37-1.15
Antigua and Barbuda2023143.920.18
Argentina2023188.620.01
Armenia2023270.380.74
Aruba2023Unavailable0.62
Australia20232,047.610.09
Austria20231,516.221.37
Azerbaijan2023152.08-0.52
Bahamas, The202337.5-0.01
Bahrain2023455.470.71
Bangladesh202348.17-0.62
Barbados2023201.140.37
Belarus2023155.740.84
Belgium20231,427.541.06
Belize202343.83-0.15
Benin202330.98-1.01
Bermuda2023Unavailable0.79
Bhutan2023130.37-0.65
Bolivia202316.07-1.3
Bosnia and Herzegovina2023339.910.58
Botswana2023154.76-0.51
Brazil2023276.080.38
British Virgin Islands2023Unavailable0.53
Brunei Darussalam20231,092.710.21
Bulgaria2023775.350.81
Burkina Faso202322.57-1.13
Burundi20232.65-0.7
Cabo Verde202335.110.24
Cambodia202311.52-0.07
Cameroon202354.52-1.14
Canada20231,591.040.83
Cayman Islands2023Unavailable0.07
Central African Republic20235-0.31
Chad20232.71-2.42
Chile2023436.11-0.13
China2023661.161.35
Colombia2023175.530.16
Comoros20239.42-0.31
Congo, Dem. Rep.20232.3-2.45
Congo, Rep.202315.47-1.6
Costa Rica2023129.430.23
Cote d'Ivoire202312.57-1.07
Croatia20231,425.90.85
Cuba2023110.4-1.34
Curacao2023Unavailable0.99
Cyprus20231,311.640.43
Czechia20231,234.291.43
Denmark20232,623.711.04
Djibouti202315.160.33
Dominica202355.630.33
Dominican Republic20239.22-0.08
Ecuador2023196.32-1.03
Egypt, Arab Rep.2023199.54-0.08
El Salvador202310.230.09
Equatorial Guinea20231.86-2.29
Eritrea20238.38-1.03
Estonia20231,279.720.98
Eswatini202325.140.14
Ethiopia202352.28-1.06
Faroe Islands2023Unavailable-0.15
Fiji2023235.75-0.22
Finland20232,010.11.3
France2023909.441.18
French Polynesia2023Unavailable0.46
Gabon202336.45-0.79
Gambia, The202329.58-1.46
Georgia2023174.830.23
Germany20231,306.111.5
Ghana202396.78-0.81
Gibraltar2023Unavailable0.64
Greece20231,302.120.44
Greenland2023675.64-0.7
Grenada2023362.910.19
Guam2023Unavailable0.23
Guatemala20236-0.07
Guinea20233.81-1.59
Guinea-Bissau20236.36-2.24
Guyana202360.03-0.64
Haiti20233.25-1.14
Honduras202312.25-0.47
Hong Kong SAR, China2023Unavailable1.3
Hungary2023861.171.22
Iceland20231,856.470.45
India2023158.670.71
Indonesia2023138.670.28
Iran, Islamic Rep.2023607.95-0.13
Iraq2023371.04-1.44
Ireland20231,641.641.23
Israel20231,405.651.18
Italy20231,403.271.21
Jamaica202356.84-0.45
Japan2023775.351.91
Jordan2023473.740.04
Kazakhstan2023187.830.43
Kenya202337.57-0.4
Kiribati202316.15-0.05
Korea, Dem. People's Rep.202310.191.23
Korea, Rep.20231,386.981.72
Kosovo2023294.38Unavailable
Kuwait2023287.430.06
Kyrgyz Republic202346.050.1
Lao PDR20239.42-0.87
Latvia2023921.620.76
Lebanon2023360.150.39
Lesotho202326.04-0.64
Liberia20235.74-1.46
Libya202360.65-1.99
Liechtenstein20231,285.2Unavailable
Lithuania2023930.880.89
Luxembourg20231,764.251.11
Macao SAR, China2023Unavailable0.81
Madagascar20234.92-1.2
Malawi202317.89-1.24
Malaysia2023674.450.95
Maldives202360.34-0.59
Mali20234.91-0.88
Malta2023900.541.06
Marshall Islands202323.69-0.42
Mauritania20239.33-1.29
Mauritius2023164.430.16
Mexico2023146.310.96
Micronesia, Fed. Sts.202333.21-0.72
Moldova2023136.330.19
Monaco2023955.69Unavailable
Mongolia202379.53-1.18
Montenegro2023408.430.47
Morocco2023257.87-0.2
Mozambique20236.09-1.65
Myanmar20234.32-1.04
Namibia202378.07-0.75
Naoero202310.950.99
Nepal202353.57-0.1
Netherlands20231,801.581
New Caledonia2023Unavailable-0.69
New Zealand20231,556.970.47
Nicaragua20235.96-1.11
Niger20233.45-1
Nigeria202343-2.33
North Macedonia2023272.990.3
Northern Mariana Islands2023Unavailable0.68
Norway20232,492.240.73
Oman2023324.86-0.27
Pakistan202382.9-0.39
Palau2023284.31-0.06
Panama202363.250.15
Papua New Guinea20236.71-1.63
Paraguay202337.02-0.53
Peru2023154.87-0.71
Philippines202341.360.71
Poland2023850.931.03
Portugal20231,722.910.69
Puerto Rico (US)2023188.72Unavailable
Qatar2023930.44-0.13
Romania2023562.031.02
Russian Federation2023594.870.24
Rwanda202331.07-1.02
Samoa2023100.850.12
San Marino2023593.331.21
Sao Tome and Principe202320.40.1
Saudi Arabia2023729.760.48
Senegal202327.08-0.78
Serbia2023781.060.78
Seychelles2023126.660.26
Sierra Leone202310.2-0.33
Singapore20232,009.851.68
Sint Maarten (Dutch part)2023Unavailable0.95
Slovak Republic2023982.581.2
Slovenia20231,682.451.36
Solomon Islands202318.55-1.91
Somalia, Fed. Rep.20238.27-2.16
South Africa2023236.490.29
South Sudan20231.5-2.3
Spain20231,247.170.81
Sri Lanka2023105.36-0.2
St. Kitts and Nevis2023759.230.52
St. Lucia202314.17-0.02
St. Vincent and the Grenadines202326.55-0.45
Sudan20239.4-2.58
Suriname202341.88-0.39
Sweden20232,016.171.38
Switzerland20232,565.451.78
Syrian Arab Republic202327.37-0.65
Tajikistan202315.24-1.01
Tanzania202321.8-1.11
Thailand2023232.30.85
Timor-Leste202314.95-0.67
Togo202316.53-1.23
Tonga202346.370.02
Trinidad and Tobago2023179.570.07
Tunisia2023450.220.49
Turkiye2023588.10.68
Turkmenistan20234.25-1.34
Turks and Caicos Islands2023Unavailable0.62
Tuvalu202342.790.79
Uganda202329.26-0.74
Ukraine2023410.740.45
United Arab Emirates2023674.870.7
United Kingdom20231,423.341.38
United States20231,279.41.23
Uruguay2023312.810.03
Uzbekistan2023129.710.21
Vanuatu202337.05-1.66
Venezuela, RB202316.77-1.33
Viet Nam2023106.070.58
West Bank and Gaza2023166.80.23
Yemen, Rep.202310.26-1.51
Zambia202317.72-0.71
Zimbabwe202331.81-1.13