Coverage
Every market we model.
World Data Lab models consumer spending for 194 countries and 9,560 cities, every year from 2000 to 2050. This is the list of them. The figures are available under licence, so contact us for the market you need.
9,560 cities in 194 countries.
Grouped by the six regions the model reports on. Follow a country to see its cities named.
- Algeria88 cities
- Angola41 cities
- Benin21 cities
- Botswana7 cities
- Burkina Faso18 cities
- Burundi7 cities
- Cameroon38 cities
- Cape Verde2 cities
- Central African Rep.4 cities
- Chad21 cities
- Comoros2 cities
- Congo4 cities
- Cote d'Ivoire30 cities
- Djibouti1 city
- DR Congo103 cities
- Egypt179 cities
- Equatorial Guinea2 cities
- Eritrea7 cities
- Eswatini1 city
- Ethiopia88 cities
- Gabon5 cities
- Gambia2 cities
- Ghana45 cities
- Guinea16 cities
- Guinea-Bissau2 cities
- Kenya36 cities
- Lesotho1 city
- Liberia6 cities
- Libya13 cities
- Madagascar15 cities
- Malawi8 cities
- Mali17 cities
- Mauritania3 cities
- Mauritius1 city
- Morocco48 cities
- Mozambique35 cities
- Namibia4 cities
- Niger14 cities
- Nigeria273 cities
- Rwanda5 cities
- Sao Tome & Principe1 city
- Senegal19 cities
- Seychellesnational
- Sierra Leone7 cities
- Somalia15 cities
- South Africa80 cities
- South Sudan13 cities
- Sudan59 cities
- Tanzania43 cities
- Togo14 cities
- Tunisia24 cities
- Uganda23 cities
- Zambia30 cities
- Zimbabwe14 cities
- Afghanistan54 cities
- Australia35 cities
- Bangladesh220 cities
- Bhutannational
- Brunei2 cities
- Cambodia9 cities
- China1,753 cities
- Fiji2 cities
- Hong Kong2 cities
- India1,472 cities
- Indonesia345 cities
- Iran144 cities
- Japan135 cities
- Kazakhstan32 cities
- Kiribatinational
- Kyrgyzstan7 cities
- Laos3 cities
- Macao1 city
- Malaysia43 cities
- Maldives1 city
- Marshall Islandsnational
- Micronesianational
- Mongolia2 cities
- Myanmar64 cities
- Nepal20 cities
- New Zealand9 cities
- Pakistan231 cities
- Palaunational
- Papua New Guinea9 cities
- Philippines111 cities
- Samoa1 city
- Singapore2 cities
- Solomon Islands1 city
- South Korea49 cities
- Sri Lanka20 cities
- Taiwan20 cities
- Tajikistan20 cities
- Thailand53 cities
- Timor-Leste1 city
- Tonga1 city
- Turkmenistan10 cities
- Tuvalunational
- Uzbekistan70 cities
- Vanuatu1 city
- Vietnam119 cities
- Albania5 cities
- Austria8 cities
- Belarus14 cities
- Belgium16 cities
- Bosnia and Herzegovina5 cities
- Bulgaria6 cities
- Croatia5 cities
- Czechia12 cities
- Denmark5 cities
- Estonia2 cities
- Finland6 cities
- France73 cities
- Germany99 cities
- Greece8 cities
- Hungary13 cities
- Iceland1 city
- Ireland5 cities
- Italy84 cities
- Kosovo6 cities
- Latvia2 cities
- Lithuania4 cities
- Luxembourg1 city
- Malta1 city
- Moldova5 cities
- Montenegro2 cities
- Netherlands43 cities
- North Macedonia6 cities
- Norway8 cities
- Poland63 cities
- Portugal9 cities
- Romania29 cities
- Russia249 cities
- San Marinonational
- Serbia13 cities
- Slovakia7 cities
- Slovenia2 cities
- Spain81 cities
- Sweden17 cities
- Switzerland17 cities
- Ukraine69 cities
- United Kingdom143 cities
- Antigua & Barbudanational
- Argentina77 cities
- Arubanational
- Bahamas1 city
- Barbados1 city
- Belize1 city
- Bolivia13 cities
- Brazil351 cities
- Chile35 cities
- Colombia58 cities
- Costa Rica5 cities
- Dominicanational
- Dominican Rep.15 cities
- Ecuador28 cities
- El Salvador10 cities
- Grenadanational
- Guatemala26 cities
- Guyana2 cities
- Haiti12 cities
- Honduras15 cities
- Jamaica6 cities
- Mexico175 cities
- Nicaragua9 cities
- Panama5 cities
- Paraguay9 cities
- Peru33 cities
- Puerto Riconational
- St Kitts & Nevisnational
- St Lucianational
- St Vincentnational
- Suriname1 city
- Trinidad & Tobago3 cities
- Uruguay8 cities
- Venezuela61 cities
What we hold for every one of them.
The same dimensions everywhere, which is what makes one market comparable with another rather than merely described on its own.
Cities
9,560 of them across the world
Each modelled in its own right rather than as a share of its country.
Regions
the first administrative level
Held for 168 countries, so a plan can be cut the way the market is managed.
Local areas
the second administrative level
Held for the United States and the United Kingdom.
Consumer spending
every year from 2000 to 2050
What the people who live there spend, in total and per person.
Population and the consumer class
the whole population
How many live there and how many have crossed into the consumer class.
Spending groups
five levels of daily spending
The count of people at each level, so a price point can be sized rather than guessed.
Spending categories
more than 200
From food and housing through to beauty and financial services.
Age and generation
by band and by cohort
The same spending split by how old the buyer is.
Households
homes, not only people
How many homes there are, and what a home spends rather than a person.
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