USA Subnational

Spending Data for all 3,141 counties in USA

The most granular spending power and demographic forecasts of the United States available to date. See how the country will change over the next decade.

The Telegraph

World's middle class risks being wiped out

Developing world's burgeoning middle class risks being wiped out in coronavirus crash. Professionals in low incomes countries are being forced into low-skilled jobs, risking a reversal in economic progress

The New York Times

COVID-19 and Africa’s Growing Middle Class

Dr. Homi Kharas, Co-Founder and Senior Economic Advisor of World Data Lab, is featured in The New York Times article "Coronavirus is Battering Africa's Growing Middle Class". According to our latest estimates, the African middle class may drop by around 8 million due to the coronavirus.

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