Big data Economics
We are research economists specializing in global supply chain analysis
Our work is based on Eora
a high-resolution map of the world economy.
Eora is the most comprehensive MRIO global trade database available. Composited together from multiple data sources Eora contains input-output tables for 187 countries and details the international trade links between >15,000 industries globally, all over a 20+ years timeseries
Eora documents >5 billion supply chains and covers >99.7% of global GDP.
In addition to users at over 400 universities, our clients have included the European Union, IMF, World Bank, KPMG, McKinsey, Deloitte, Ernst & Young, OECD, and the United Nations.
Carbon, water, and biodiversity footprints analyses based on Eora have appeared in Nature, Proceedings of the National Academic of Sciences, and other high level academic journals.
Economists have historically dealt with data that fits in a spreadsheet, but that is changing
Professional. Prompt. Data and answers when you need them.
We have collectively nearly 20 years of experience in big-data input-output economics. The directors of KGM & Associates all hold quantitative PhDs.
The UNCTAD/Eora GVC database was developed jointly with the UN Commission on Trade and Development. The GVC database documents the global value chains (also called trade in value added) between 15,000 sectors across 187 countries.
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