Free to download and reuse
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Files I prepared
Built from the sources below and tidied so they open cleanly in a spreadsheet: one row per observation, column names you can read, and the source named in the file. Start here unless you specifically need the raw output.
Scotland-wide poverty headline
CSVThe latest official relative-poverty rates after housing costs for all people, children, working-age adults and pensioners, 2022–25.
Columns: period, group, relative_poverty_after_housing_costs_pct, people, source
252 B · 4 rows · scotland-poverty-headline-2022-25.csv
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All headline indicators
CSVEvery series plotted on this site in one tidy file, with the source and any caveat attached to each row.
Columns: indicator, period, glasgow, scotland, glasgow_count, source, note
5 KB · 61 rows · glasgow-poverty-indicators.csv
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Child poverty, all 32 council areas
CSVTen years of rates for every Scottish council area, ranked by current level, with the change over the decade.
Columns: council, area_code, then one column per year from 2014/15 to 2023/24
3 KB · 32 rows · scottish-councils-child-poverty.csv
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Life expectancy
CSVLife expectancy at birth by sex for Glasgow and Scotland, 2001–03 to 2017–19, pulled out of the 22 MB ONS release so you do not have to open it.
Columns: period, glasgow_male, glasgow_female, scotland_male, scotland_female
615 B · 17 rows · ons-life-expectancy-glasgow-scotland.csv
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Original files, exactly as published
Saved and served unaltered, down to the publisher's own column names — NOMIS uses DATE_NAME, GEOGRAPHY_NAME and OBS_VALUE. Nothing has been renamed, reordered, rounded or filtered. Use these to check my working.
Employment
CSVAnnual Population Survey table T01 for Glasgow and Scotland, exactly as returned by the NOMIS API.
29 KB · 344 rows · nomis-employment-aps-2004-2025.csv
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Claimant count
CSVClaimants as a share of residents aged 16–64, each January from 2000 to 2026.
2 KB · 54 rows · nomis-claimant-count-2000-2026.csv
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Restricted full-time pay — workplace basis
CSVASHE median gross weekly pay for selected full-time PAYE employee jobs located in Glasgow and Scotland. This is not the average wage of everyone working there.
1 KB · 58 rows · nomis-ashe-pay-workplace.csv
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Restricted full-time pay — residence basis
CSVASHE median gross weekly pay for selected full-time PAYE employee jobs held by Glasgow and Scottish residents. Part-time jobs and self-employment are excluded.
1 KB · 48 rows · nomis-ashe-pay-residence.csv
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Jobs density
CSVJobs per working-age resident for Glasgow and Scotland. Glasgow is published to 2021.
1 KB · 50 rows · nomis-jobs-density-2000-2024.csv
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End Child Poverty source workbook
XLSXThe publisher's own spreadsheet, covering every UK local authority and constituency. Several sheets, and the figures are not on the first one.
272 KB · end-child-poverty-AHC-2015-2024.xlsx
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Can I reuse it?
Yes. The original data belongs to ONS, DWP, the Scottish Government, End Child Poverty and Loughborough University. Their licence rules still apply to the original files.
My cleaned files, charts and words are free to reuse if you credit Scotland Counted. You do not need permission. Journalists and researchers can ask for a different file format.
Any calculation I made is explained on the how I counted it page.
If a number does not match, tell me
People can make mistakes when copying or cleaning data. I check reported errors, fix confirmed mistakes and keep a public record.
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