# Qualifications across London

> Qualifications, employment status and working from home in the 2021 Census.

- Category: People
- Cadence: census
- Status: Published on a census cadence.
- Dataset key: `census-neighbourhood-qualifications`
- Source: [ONS](https://www.nomisweb.co.uk/census/2021/bulk)
- Licence: Open Government Licence v3.0 — [terms](https://www.nationalarchives.gov.uk/doc/open-government-licence/version/3/)
- Canonical page: [https://londongraph.com/g/qualifications-across-london](https://londongraph.com/g/qualifications-across-london)
- Machine-readable record: [https://londongraph.com/data/qualifications-across-london](https://londongraph.com/data/qualifications-across-london)

## Methodology

Official disclosure-controlled Census 2021 TS061, TS066 and TS067 tables at 2021 LSOA geography. Working patterns were recorded during pandemic restrictions and must not be treated as a normal-period travel baseline. Measures have different eligible populations and retain separate denominators.

## Visualisations

- [Map](https://londongraph.com/g/qualifications-across-london): Qualifications, employment status and working from home in the 2021 Census.
- [Distribution](https://londongraph.com/g/qualifications-across-london?view=distribution): Place every mapped area in the selected measure's distribution while preserving missing values.

## Citation guidance

Attribute the original publisher named above and identify LondonGraph as the visualisation and methodology layer. Do not describe live values as a historical census, and do not present placeholder values as observations.