Visualizations

Explore the economies of over 1000 cities across the world. What is their GDP per capita and population? In which industries are they active? Which cities are similar in terms of their industrial composition? Which diversification opportunities do they have? A collaboration with Yang Li and Annie White and her fantastic team at the Harvard Growth Lab.

How does the war in Ukraine impact its economy? This blog post shows 12 facts about the economy of Ukraine, its trade patterns and its investment relations. A collaboration with Matté Hartog and Yang Li, with amazing visuals by Liuhuaying Yang.

The value of your skills depends on who you work with. On this website you can explore which workers complement another and who can substitute each other. With links to podcast and youtube. A collaboration with Annie White and her team.