World Data Lab

World Data Lab

The consumer of 2036 is knowable today.

We forecast consumer spending and demography for 194 countries and 9,400+ cities, every year to 2050 for countries and to 2040 for cities.

At the 2026 pace, the world's consumers spend $2.25 million every second.

New Delhi

Consumer class, 2026
26.8mn
Consumer class, 2036
31.7mn
Change by 2036
+4.9mn
Growth a year
+1.7%

Consumer class: people spending $13.20 a day or more, in 2021 PPP dollars. Source: World Data Intelligence, 2026 city run. Explore city data

You can get insights like this from our demo.

194

Countries

9,400+

Cities

200+

Categories

100+

Demographic breaks

Trusted by the brands shaping global demand

DeloitteMarsHenkelBrown-FormanBoltonCabotUberTapestryCoca-ColaColgateSpotifyL'OréalDeloitteMarsHenkelBrown-FormanBoltonCabotUberTapestryCoca-ColaColgateSpotifyL'Oréal

Who buys what, where, and how much.

We model 99.5% of the world's population in one system, so any cut you pick adds up to the same total.

Every geography

Where

Countries
194
States and provinces
first level
Cities
9,400+
Urban and rural
full coverage

Every person

Who

Headcount
8.2bn
Ages
single year
Generations
Alpha to Silent
Households
size and life stage

Every wallet

How much

Consumer spending, 2026
$70.9T
Spending groups
5
Price thresholds
100+
Income and savings
alongside spending

Every category

On what

Wallet divisions
12
Line items
200
Deeper splits
e.g. skincare

2000 to 2050, cities to 2040

When

Forecasts
annual
Refresh
four times a year
Delivery
platform, API and CSV

You get it in the platform, by API, as CSV or through our analysts. We refresh it four times a year.

Explore World Data Intelligence

Use the data the way your team works.

Work in the platform, take the data into your own systems, or bring us the question. Every number comes from the same model.

Data and API

The full model in your own systems, so your forecasts, pricing and planning run on the same numbers.

See data coverage

Advisory

Bring us a growth question and our economists answer it with the model, from the analysis to the final deck.

Talk to Our Team

Questions our clients answered.

All case studies

Global coffee chain

Where should we open our next stores?

We ranked cities on the consumers each one supports and found the cities with too few stores.

Read the case
+24City A-0118 open+16City B-0184 open+10City C-066 open+8City B-0230 open+8City C-0234 openstore openstore the city's consumers support

Store and pricing figures simulated to protect client confidentiality.

“World Data Lab […] provides a single source of truth for the global middle class.”

Asmita Dubey, Chief Digital and Marketing Officer, L'Oréal

Built on accredited sources, peer-reviewed in Nature

IMFUnited NationsWorld BankOECDEurostatUS BEAWorldPopPenn World TableUNU-WIDERGADM
How we work

FAQ

Questions, answered

World Data Lab is a data company that provides consumer spending projections across 194 countries, 9,400+ cities and 200+ categories, with national forecasts to 2050 and city forecasts to 2040.

World Data Lab harmonises official government, UN and central bank statistics into a single global methodology covering 99.5% of the world population, and refreshes projections at least four times per year.

Global brands such as Coca-Cola, Colgate-Palmolive, Uber, EBANX and Mastercard Foundation use World Data Lab to size markets, prioritise cities and understand generational spending shifts.

World Data Lab publishes national consumer spending and demographic forecasts to 2050 and city forecasts to 2040, updated at least four times a year.

Let's talk through your market question.

Tell us the decision you are trying to make. We will show you what the next decade of consumer spending says about it.