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England, Wales, Scotland, and NI — at output-area grain.

Exploratory analysis and predictive modelling on the 2021/22 UK Census small-area file: quality-of-life indicators aggregated across more than 235,000 Output Areas.

Client: UK small-area study. Built by Dilshad Raza.

Policy and commercial questions both fail at the wrong geography. Output Areas are the grain where housing, health, work, and environment can be compared — if you can join the indicators and not drown in 235,000 rows.

I aligned multiple quality-of-life indicators to Output Areas, ran a full exploratory pass, and built predictive models that treat regional environment as the unit — so a London OA and a Highland OA are not forced through the same naive mean.

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