McKinsey Global Institute
Built the dataset for McKinsey's award-winning Pixels of Progress.
As co-founder of 505 Economics, I built the dataset powering McKinsey Global Institute's Pixels of Progress: more than 40,000 microregions, roughly 230 times more granular than country-level analysis, measuring GDP, population, and life expectancy from 2000 to 2019.
The work combined the best of the best: LSE's #1 global ranked economic geography environment, advanced econometrics, postdoctoral academic talent, geospatial data science, and NASA satellite imagery. It turned cutting-edge research into a dataset powerful enough to reshape how one of the world's top institutions sees development.
Pixels of Progress went on to win numerous industry awards, and became a new reference point for how business and research audiences think about development: not as country averages, but as granular, local, actionable patterns. It changed the conversation for industry by making growth visible at a more precise and actionable level.
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230x
more granular
40k+
microregions
2000
to 2019



