The NTEM SynthPop project required open data, as per OGL License (v1.0). The data register: data_register: geography_msoa_ew: description: MSOA boundaries, 2021. geography: MSOA region: England and Wales last accessed: 10/06/2024 link: https://geoportal.statistics.gov.uk/datasets/ons::middle-layer-super-output-areas-december-2021-boundaries-ew-bsc-v2/about notes: (BSC) Super generalised (200m) - clipped to the coastline (Mean High Water mark). path: "MSOA_2021_EW_BSC_V2.gpkg" source: Open Geography Portal year: 2021 geography_iz_2011_sc: description: IZ boundaries, 2011. geography: IZ region: Scotland last accessed: 24/11/2025 link: https://maps.gov.scot/ATOM/shapefiles/SG_IntermediateZoneBdry_2011.zip notes: Intermediate Zones 2011 Boundaries path: "boundaries/SG_IntermediateZone_Bdry_2011.shp" source: "Scotland Census" year: 2011 geography_iz_2022_sc: description: IZ boundaries, 2022. geography: IZ region: Scotland last accessed: 24/11/2025 link: https://maps.gov.scot/ATOM/shapefiles/SG_IntermediateZoneBdry_2022.zip notes: Intermediate Zones 2022 Boundaries path: "boundaries/SG_IntermediateZoneBdry_2022_MHW.shp" source: "Scotland Census" year: 2022 geography_oa_2011_pwc_sc: description: OA 2011 population weighted centroids geometry, Scotland geography: OA 2011 region: Scotland last accessed: 21/11/2025 link: https://webarchive.nrscotland.gov.uk/20241128123116mp_/https://www.nrscotland.gov.uk/files/geography/output-area-2011-pwc.zip notes: OA 2011 population weighted centroids geometry, Scotland path: "boundaries/OutputArea2011_PWC.shp" source: National Records of Scotland year: 2011 geography_oa_2022_sc: description: OA 2022 polygons geometry, Scotland geography: OA 2022 region: Scotland last accessed: 21/11/2025 link: https://www.nrscotland.gov.uk/media/xyvbbitq/output-area-2022-eor.zip notes: OA 2022 polygons geometry, Scotland, extent of realm. path: "boundaries/OutputArea2022_EoR.shp" source: National Records of Scotland year: 2022 geography_iz_sc: description: Proposed IZ boundaries, 2022. geography: IZ region: Scotland last accessed: 19/08/2024 link: https://scotgov.maps.arcgis.com/home/item.html?id=90bf46cbf2254e80820a98d815c8fbcf notes: Proposed Intermediate Zones 2022 Boundaries - for consultation path: "Proposed_IZ_2022_Boundaries.zip" source: "Scotland Census" year: 2022 geography_oa_ew: description: OA boundaries, 2021. geography: OA region: England and Wales last accessed: 24/06/2024 link: https://geoportal.statistics.gov.uk/datasets/ons::output-areas-december-2021-boundaries-ew-bgc-v2/about notes: (BGC) Generalised (20m) - clipped to the coastline (Mean High Water mark). path: "boundaries/Output_Areas_2021_EW_BGC_V2.gpkg" source: Open Geography Portal year: 2021 geography_lad_2018_gb: description: LAD boundaries, 2018. geography: LAD region: England, Wales and Scotland last accessed: 19/11/2024 link: https://geoportal.statistics.gov.uk/datasets/ons::local-authority-districts-december-2018-boundaries-gb-bfc-2/about notes: This file contains the digital vector boundaries for Local Authority Districts in Great Britain, as at December 2018. path: "boundaries/LAD_Dec_2018_Boundaries_GB_BFC_2022_544341751432792127.gpkg" source: Open Geography Portal year: 2018 geography_lad_2024_gb: description: LAD boundaries, 2024. geography: LAD region: England, Wales and Scotland last accessed: 02/09/2025 link: https://geoportal.statistics.gov.uk/datasets/ons::local-authority-districts-december-2024-boundaries-uk-bfe-2/about notes: This file contains the digital vector boundaries for Local Authority Districts in Great Britain, as at December 2024. path: "boundaries/Local_Authority_Districts_December_2024_Boundaries_UK_BFE.gpkg" source: Open Geography Portal year: 2024 geography_msoa_population_weighted_centroids_ew: description: Population-weighted centroids for MSOA boundaries. geography: MSOA region: England & Wales last accessed: 31/05/2024 link: https://geoportal.statistics.gov.uk notes: "This file contains the digital population weighted centroids for Middle layer Super Output Areas for England and Wales as at 31 December 2021. The centroids were created using Full Resolution, Extent of the Realm boundaries. Contains both Ordnance Survey and ONS Intellectual Property Rights." path: "boundaries/Middle_Super_Output_Areas_DEC_2021_EW_PWC.gpkg" source: Office for National Statistics year: 2021 geography_msoa_2011_2021_ew_lookup_best_fit: description: Lookup table between 2011 and 2021 MSOA boundaries and 2022 Local Authority Districts (best fit). geography: MSOA region: England & Wales last accessed: 31/05/2024 link: https://geoportal.statistics.gov.uk notes: "A best fit lookup file between Middle layer Super Output Areas (MSOA) as at December 2011 and MSOAs as at December 2021 in England and Wales. The lookup contains all the 2011 MSOAs (7,201) and these are point-in-polygon to the 2021 MSOA full extent boundaries (which contains 7,182 records, so 82 MSOAs are missing from the 2021 MSOAs)." path: "boundaries/MSOA_(2011)_to_MSOA_(2021)_to_Local_Authority_District_(2022)_Best_Fit_Lookup_for_EW_(V2).csv" source: Office for National Statistics year: 2021 geography_msoa_2011_2021_ew_lookup_exact_fit: description: Lookup table between 2011 and 2021 MSOA boundaries and 2022 Local Authority Districts (exact fit). geography: MSOA region: England & Wales last accessed: 31/05/2024 link: https://geoportal.statistics.gov.uk notes: > This is an exact fit lookup file between Middle layer Super Output Areas as at December 2011 and Middle layer Super Output Areas as at December 2021 and Local Authority Districts as at December 2022 in England and Wales. This product has been provided with a change indicator field, that define the lookup between 2011 and 2021 MSOA. This field indicates which output areas / super output areas have changed between 2011 and 2021. This version 2 has had some changes to the change indicator field where splits have gone to complexes in under 10 MSOAs. There are four designated categories to describe the changes, and these are as follows: U - No Change from 2011 to 2021. This means that direct comparisons can be made between these 2011 and 2021 MSOA. S - Split. This means that the 2011 MSOA has been split into two or more 2021 MSOA. There will be one record for each of the 2021 MSOA that the 2011 MSOA has been split into. This means direct comparisons can be made between estimates for the single 2011 MSOA and the estimates from the aggregated 2021 MSOA. M - Merged. 2011 MSOA have been merged with another one or more 2011 MSOA to form a single 2021 MSOA. This means direct comparisons can be made between the aggregated 2011 MSOAs’ estimates and the single 2021 MSOA’s estimates. X - The relationship between 2011 and 2021 MSOA is irregular and fragmented. This has occurred where 2011 MSOA have been redesigned because of local authority district boundary changes, or to improve their social homogeneity. These can’t be easily mapped to equivalent 2021 MSOA like the regular splits (S) and merges (M), and therefore like for like comparisons of estimates for 2011 MSOA and 2021 MSOA are not possible.' path: "boundaries/MSOA_(2011)_to_MSOA_(2021)_to_Local_Authority_District_(2022)_Lookup_for_England_and_Wales.csv" source: Office for National Statistics year: 2021 lookup_msoa_2021_region_ew: description: Lookup between 2021 Middle Layer Super Output Areas (MSOA), built up areas (BUA), local authority districts (LAD) and regions (RGN) (best fit). geography: MSOA region: England & Wales last accessed: 24/06/2024 link: https://geoportal.statistics.gov.uk/datasets/ons::msoa-2021-to-bua-to-lad-to-region-december-2022-best-fit-lookup-in-ew-v2/about notes: "A best fit lookup file between Middle layer Super Output Areas (MSOA) as at December 2011 and MSOAs as at December 2021 in England and Wales. The lookup contains all the 2011 MSOAs (7,201) and these are point-in-polygon to the 2021 MSOA full extent boundaries (which contains 7,182 records, so 82 MSOAs are missing from the 2021 MSOAs)." path: "boundaries/MSOA_(2021)_to_Built-up_Area_to_Local_Authority_District_to_Region_(December_2022)_Lookup_in_England_and_Wales_v2.csv" source: Office for National Statistics year: 2021 lookup_oa_2011_oa_2021_ew: description: Lookup between 2011 Output Areas (OA11) and 2021 Output Areas (OA21). geography: OA region: England & Wales last accessed: 28/08/2024 link: https://geoportal.statistics.gov.uk/datasets/ons::oa-2011-to-oa-2021-to-local-authority-district-2022-exact-fit-lookup-in-ew-v2/about notes: "This is an exact-fit lookup file between Output Areas as at December 2011 and Output Areas as at December 2021 and Local Authority Districts as at December 2022 in England and Wales." path: "boundaries/OA11_OA21_LAD22_EW_LU_Exact_fit_V2_7175137222568651779.csv" source: Office for National Statistics year: 2021 lookup_oa_2021_msoa_2021_ew: description: Lookup between Output Areas (OA 2021) and Middle Layer Super Output Areas (MSOA 2021). geography: OA, MSOA region: England & Wales last accessed: 28/08/2024 link: https://geoportal.statistics.gov.uk/datasets/ons::output-area-2021-to-lsoa-to-msoa-to-lad-december-2021-exact-fit-lookup-in-ew-v3/about notes: "A lookup between Output Areas (OA), Lower layer Super Output Areas (LSOA), Middle layer Super Output Areas (LSOA) and Local Authority Districts (LAD) as at 31 December 2021 in England and Wales." path: "boundaries/Output_Area_to_Lower_layer_Super_Output_Area_to_Middle_layer_Super_Output_Area_to_Local_Authority_District_(December_2021)_Lookup_in_England_and_Wales_v3.csv" source: Office for National Statistics year: 2021 census_households_oa_2021_ew: description: TS041-oa - Number of Households (output areas). geography: OA region: England & Wales last accessed: 07/08/2024 link: https://www.nomisweb.co.uk/output/census/2021/census2021-ts041.zip notes: Number of Households (oa). path: "census_2021/census2021-ts041-oa.csv" source: Office for National Statistics year: 2021 ruc_oa_ew: description: Rural / Urban classification at Output Area (OA) level. geography: OA region: England & Wales last accessed: 07/08/2024 link: https://geoportal.statistics.gov.uk/datasets/53360acabd1e4567bc4b8d35081b36ff/about notes: "This file provides a rural-urban view of 2011 Output Areas (OA) in England and Wales." path: "ruc/RUC11_OA11_EW.csv" source: Office for National Statistics year: 2021 geography_ntem: description: NTEM zoning system. geography: NTEM region: GB path: "..." year: 2021 template_populationsim: description: Template PopulationSim set up. geography: MSOA region: GB path: "template_populationsim" source: PopulationSim repo & Arup year: 2021 nts_persons: description: Individuals table from the National Travel Survey for the period 2002-2023. geography: Region region: England, Wales and Scotland path: "nts/individual_eul_2002-2023.tab" nts_households: description: Households table from the National Travel Survey for the period 2002-2023. geography: Region region: England, Wales & Scotland path: "nts/household_eul_2002-2023.tab" nts_vehicles: description: Vehicles table from the National Travel Survey for the period 2002-2023. geography: Region region: England, Wales and Scotland path: "nts/vehicle_eul_2002-2023.tab" census_persons_2021_msoa_ew: description: TS001 - Number of usual residents by MSOA. geography: MSOA region: England & Wales last accessed: 07/06/2024 link: https://www.nomisweb.co.uk/output/census/2021/census2021-ts001.zip notes: Number of usual residents in households and communal establishments. Whether a person lives in a household or a communal establishment. People who completed the normal household questionnaire were recorded as living in a household. Those who completed an individual questionnaire were asked if they lived in a household or a communal establishment. path: "census_2021/census2021-ts001-msoa.csv" source: Office for National Statistics year: 2021 census_persons_2021_oa_ew: description: TS001 - Number of usual residents by OA. geography: OA region: England & Wales last accessed: 07/06/2024 link: https://www.nomisweb.co.uk/output/census/2021/census2021-ts001.zip notes: Number of usual residents in households and communal establishments. Whether a person lives in a household or a communal establishment. People who completed the normal household questionnaire were recorded as living in a household. Those who completed an individual questionnaire were asked if they lived in a household or a communal establishment. path: "census_2021/census2021-ts001-oa.csv" source: Office for National Statistics year: 2021 census_persons_age_msoa_2021_ew: description: TS007 - Population by single year of age. geography: MSOA region: England & Wales last accessed: 21/08/2025 link: https://www.nomisweb.co.uk/output/census/2021/census2021-ts007.zip notes: Number of usual residents in households by single year of age. path: "census_2021/census2021-ts007-msoa.csv" source: Office for National Statistics year: 2021 census_communal_persons_age_sex_msoa_2021_ew: description: TS047 - Communal establishment residents by age and sex. geography: MSOA region: England & Wales last accessed: 21/08/2025 link: https://www.nomisweb.co.uk/output/census/2021/census2021-ts047.zip notes: A usual resident of a communal establishment is either * someone who lives there * someone who works and lives there * someone who is a family member of staff that works there and lives there. path: "census_2021/census2021-ts047-msoa.csv" source: Office for National Statistics year: 2021 census_households_2021_ew: description: TS041 - Number of Households. geography: MSOA region: England & Wales last accessed: 07/06/2024 link: https://www.nomisweb.co.uk/output/census/2021/census2021-ts041.zip notes: Number of Households. path: "census_2021/census2021-ts041-msoa.csv" source: Office for National Statistics year: 2021 census_household_size_2021_ew: description: TS017 - Household size. geography: MSOA region: England & Wales last accessed: 20/06/2024 link: https://www.nomisweb.co.uk/output/census/2021/census2021-ts017.zip notes: This dataset provides Census 2021 estimates that classify all households in England and Wales by household size. The estimates are as at Census Day, 21 March 2021. Household sizes of 1 to 8+. path: "census_2021/census2021-ts017-msoa.csv" source: Office for National Statistics year: 2021 census_household_structure_2021_ew: description: TS003 - Household composition. geography: MSOA region: England & Wales last accessed: 20/06/2024 link: https://www.nomisweb.co.uk/output/census/2021/census2021-ts003.zip notes: This dataset provides Census 2021 estimates that classify households in England and Wales by the relationships between household members (household composition). The estimates are as at Census Day, 21 March 2021. path: "census_2021/census2021-ts003-msoa.csv" source: Office for National Statistics year: 2021 census_age_2021_ew: description: TS007A - Age by five-year age bands. geography: MSOA region: England & Wales last accessed: 07/06/2024 link: https://www.nomisweb.co.uk/output/census/2021/census2021-ts007a.zip notes: This dataset provides Census 2021 estimates that classify usual residents in England and Wales by five-year age bands. The estimates are as at Census Day, 21 March 2021. path: "census_2021/census2021-ts007a-msoa.csv" source: Office for National Statistics year: 2021 census_sex_2021_ew: description: TS008 - Sex. geography: MSOA region: England & Wales last accessed: 07/06/2024 link: https://www.nomisweb.co.uk/output/census/2021/census2021-ts008.zip notes: This dataset provides Census 2021 estimates that classify usual residents in England and Wales by sex. The estimates are as at Census Day, 21 March 2021. path: "census_2021/census2021-ts008-msoa.csv" source: Office for National Statistics year: 2021 census_age_sex_2021_ew: description: RM121 - Sex by age. geography: MSOA region: England & Wales last accessed: 31/05/2024 link: https://www.nomisweb.co.uk/datasets/c2021rm121 notes: This dataset provides Census 2021 estimates that classify usual residents in England and Wales by sex, and by age. The estimates are as at Census Day, 21 March 2021. path: "census_2021/age_sex_2021_msoa.csv" source: Office for National Statistics year: 2021 census_employment_status_2021_ew: description: TS066 - Economic activity. geography: MSOA region: England & Wales last accessed: 20/06/2024 link: https://www.nomisweb.co.uk/output/census/2021/census2021-ts066.zip notes: This dataset provides Census 2021 estimates that classify usual residents aged 16 years and over in England and Wales by economic activity status. The estimates are as at Census Day, 21 March 2021. path: "census_2021/census2021-ts066-msoa.csv" source: Office for National Statistics year: 2021 census_car_avail_2021_ew: description: TS045 - Car or Van availability geography: MSOA region: England & Wales last accessed: 21/06/2024 link: https://www.nomisweb.co.uk/output/census/2021/census2021-ts045.zip notes: This dataset provides Census 2021 estimates on the number of cars or vans available to members of households for England and Wales. The estimates are as at Census Day, 21 March 2021. path: "census_2021/census2021-ts045-msoa.csv" year: 2021 census_nssec_2021_ew: description: TS062 - NS-SeC geography: MSOA region: England & Wales last accessed: 21/06/2024 link: https://www.nomisweb.co.uk/output/census/2021/census2021-ts062.zip notes: This dataset provides Census 2021 estimates that classify usual residents aged 16 years and over in England and Wales by National Statistics Socio-economic Classification (NS-SeC). The estimates are as at Census Day, 21 March 2021. path: "census_2021/census2021-ts062-msoa.csv" year: 2021 census_social_grade_2021_ew: description: Approximated Social Grade geography: MSOA region: England & Wales last accessed: 21/06/2024 notes: Placeholder for approximated social grade when it becomes available for Census 2021. path: "..." year: 2021 census_social_grade_2011_ew: description: QS613EW - Approximated social grade geography: MSOA region: England & Wales last accessed: 21/06/2024 link: https://www.nomisweb.co.uk/query/construct/components/simpleapicomponent.aspx?menuopt=11280&subcomp= notes: Approximated social grade for all usual residents ages 16 to 64 from Census 2011. path: "census2011/approximated_social_grade_2011" year: 2011 census_disability_2021_ew: description: TS038 - Disability geography: MSOA region: England & Wales last accessed: 21/06/2024 link: https://www.nomisweb.co.uk/output/census/2021/census2021-ts038.zip notes: This dataset provides Census 2021 estimates that classify usual residents in England and Wales by long-term health problems or disabilities. The estimates are as at Census Day, 21 March 2021. path: "census_2021/census2021-ts038-msoa.csv" year: 2021 census_disabled_people_in_hh_2021_ew: description: TS040 - Number of disabled people in the household geography: MSOA region: England & Wales last accessed: 21/06/2024 link: https://www.nomisweb.co.uk/output/census/2021/census2021-ts040.zip notes: This dataset provides Census 2021 estimates that classify households in England and Wales by the number of disabled people in the household. The estimates are as at Census Day, 21 March 2021. path: "census_2021/census2021-ts040-msoa.csv" year: 2021 driving_licences_2021_gb: description: Driving licenses per age-gender and separately per gender-postcode district on March 6th 2021. geography: Postcode district region: England, Wales and Scotland last accessed: 01/06/2024 link: https://www.data.gov.uk/dataset/d0be1ed2-9907-4ec4-b552-c048f6aec16a/gb-driving-licence-data notes: "These data sets contain data on current driving licences issued by the Driver and Vehicle Licensing Agency (DVLA). The DVLA is responsible for issuing driving licences in Great Britain (GB). Driving licences issued in Northern Ireland are the responsibility of the Northern Ireland Driver & Vehicle Agency and are outside the scope of this release." path: "dvla/driving-licence-data-mar-2021.xlsx" source: Department for Transport year: 2021 driving_licences_2022_gb: description: Driving licenses per age-gender and separately per gender-postcode district on April 30th 2022, to be used mainly for Scotland. geography: Postcode district region: England, Wales and Scotland last accessed: 01/06/2024 link: https://www.data.gov.uk/dataset/d0be1ed2-9907-4ec4-b552-c048f6aec16a/gb-driving-licence-data notes: "These data sets contain data on current driving licences issued by the Driver and Vehicle Licensing Agency (DVLA). The DVLA is responsible for issuing driving licences in Great Britain (GB). Driving licences issued in Northern Ireland are the responsibility of the Northern Ireland Driver & Vehicle Agency and are outside the scope of this release." path: "dvla/driving-licence-data-apr-2022.xlsx" source: Department for Transport year: 2022 census_communal_residents_age_sex_2022_sc: description: Table UV101b - Usual resident population by sex by age (6 categories). geography: OA region: Scotland last accessed: 09/09/2025 link: https://www.scotlandscensus.gov.uk/media/zz85h09asdjfd98asfhi/Census-2022-Output-Area-v1.zip notes: Communal residents by age and sex for Scotland per Output Area (OA) zones for Census 2022. path: "scottish_census_2022/UV101b - Usual resident population by sex by age (6).csv" source: Scotland's Census year: 2022 census_communal_residents_2011_sc: description: Table KS101SC - Usual resident population. geography: OA region: Scotland last accessed: 09/09/2025 link: https://www.scotlandscensus.gov.uk/documents/2011-census-table-data-output-area-2011/ notes: Communal residents for Scotland per Output Area (OA) zones for Census 2011. path: "scottish_census_2011/KS101SC.csv" source: Scotland's Census year: 2011 census_age_2022_sc: description: Table UV103 - Age by single year. geography: OA region: Scotland last accessed: 09/09/2025 link: https://www.scotlandscensus.gov.uk/media/zz85h09asdjfd98asfhi/Census-2022-Output-Area-v1.zip notes: Population by single year of age for Scotland per Output Area (OA) zones for Census 2022. path: "scottish_census_2022/UV103 - Age by single year.csv" source: Scotland's Census year: 2022 census_age_2011_sc: description: Table QS103SC - Age by single year. geography: OA region: Scotland last accessed: 09/09/2025 link: https://www.scotlandscensus.gov.uk/documents/2011-census-table-data-output-area-2011/ notes: Population by single year of age for Scotland per Output Area (OA) zones for Census 2011. path: "scottish_census_2011/QS103SC.csv" source: Scotland's Census year: 2011 census_persons_age_sex_oa_2022_sc: description: Table UV102b - population by age and sex (oa 2022). geography: OA region: Scotland last accessed: 14/08/2024 link: https://www.scotlandscensus.gov.uk/media/zz85h09asdjfd98asfhi/Census-2022-Output-Area-v1.zip notes: Population by age and sex for Scotland per Output Area (OA) zones for Census 2022. path: "scottish_census_2022/UV102b - Age (20) by sex.csv" source: Scotland's Census year: 2022 census_persons_age_sex_oa_2011_sc: description: Table LC1117SC (population by age and sex), output area 2011. geography: OA region: Scotland last accessed: 21/08/2024 link: https://www.scotlandscensus.gov.uk/documents/2011-census-table-data-output-area-2011/ notes: Population by age and sex for Scotland per Output Area (OA) zones for Census 2011. path: "scottish_census_2011/LC1117SC.csv" source: Scotland's Census year: 2011 census_households_2022_sc: description: Household totals by OA (Scotland 2022) geography: OA region: Scotland last accessed: 21/08/2024 link: https://www.scotlandscensus.gov.uk/media/zz85h09asdjfd98asfhi/Census-2022-Output-Area-v1.zip notes: Table UV116 - Household type path: "scottish_census_2022/UV116 - Household type.csv" source: Scotland's Census year: 2022 census_households_2011_sc: description: Household totals by OA (Scotland 2011) geography: OA region: Scotland last accessed: 21/08/2024 link: https://www.scotlandscensus.gov.uk/documents/2011-census-table-data-output-area-2011/ notes: Table KS105SC - Household composition path: "scottish_census_2011/KS105SC.csv" source: "Scotland's Census" year: 2011 census_car_avail_2022_sc: description: Household car or van availability by OA (Scotland 2022) geography: OA region: Scotland last accessed: 15/10/2024 link: https://www.scotlandscensus.gov.uk/media/zz85h09asdjfd98asfhi/Census-2022-Output-Area-v1.zip notes: Table UV405 - Car or van availability path: "scottish_census_2022/UV405 - Car or van availability.csv" source: Scotland's Census year: 2022 census_car_avail_2011_sc: description: Household car or van availability by OA (Scotland 2011) geography: OA region: Scotland last accessed: 15/10/2024 link: https://www.scotlandscensus.gov.uk/documents/2011-census-table-data-output-area-2011/ notes: Table KS404SC - Car or van availability path: "scottish_census_2011/KS404SC.csv" source: "Scotland's Census" year: 2011 census_household_size_2022_sc: description: Household size totals by OA (Scotland 2022) geography: OA region: Scotland last accessed: 11/09/2024 link: https://nrscensusprodumb.blob.core.windows.net/media/zz85kfinmf97whklasd98gfjklafj2klaoigjg9_Topic2F_202400911_905/Census-2022-Output-Area-v1.zip notes: Table UV406 - Household size path: "scottish_census_2022/UV406 - Household size.csv" source: "Scotland's Census" year: 2022 census_household_size_2011_sc: description: Household size totals by OA (Scotland 2011) geography: OA region: Scotland last accessed: 21/08/2024 link: https://www.scotlandscensus.gov.uk/documents/2011-census-table-data-output-area-2011/ notes: Table QS406SC - Household size path: "scottish_census_2011/QS406SC.csv" source: "Scotland's Census" year: 2011 lookup_oa_2011_oa_2022_sc: description: Lookup between Output Areas 2011 and 2022. geography: OA region: Scotland last accessed: 26/09/2025 link: https://www.nrscotland.gov.uk/media/jkopz5pu/census2022_oalinkage.zip notes: OA 2011 to OA 2022 lookup. path: "boundaries/OutputArea2011_to_OutputArea2022_OneToOne.csv" source: Scotland's Census year: 2011 lookup_oa_2011_iz_2011_sc: description: Lookup between Output Areas (OA 2011) and Intermediate Zones (IZ 2011). geography: OA, IZ region: Scotland last accessed: 21/08/2024 link: https://www.nrscotland.gov.uk/files//geography/2011-census/OA_DZ_IZ_2011.xlsx notes: OA to DZ to IZ 2011 lookup. path: "boundaries/OA_DZ_IZ_2011.csv" source: Scotland's Census year: 2011 lookup_oa_2022_iz_2011_sc: description: Lookup between Output Areas (OA 2022) and Intermediate Zones (IZ 2011). Table OA_TO_HIGHER_AREAS.csv geography: OA, IZ region: Scotland last accessed: 21/08/2024 link: https://www.nrscotland.gov.uk/files//geography/2022-census/Census_2022_Index.zip notes: OA 2022 to IZ 2011 (and various other lookups). path: "boundaries/OA_TO_HIGHER_AREAS.csv" source: Scotland's Census year: 2011 lookup_oa_2022_iz_2022_sc: description: Lookup between Output Areas (OA 2022) and Intermediate Zones (IZ 2022). geography: OA, IZ region: Scotland last accessed: 24/11/2025 link: https://www.nrscotland.gov.uk/media/iz3evrqt/oa22_dz22_iz22.zip notes: This file provides a look-up between the 2022 Output Area code and the 2022 Data Zone and Intermediate Zone geographies. path: "boundaries/OA22_DZ22_IZ22.csv" source: Scotland's Census year: 2022 lookup_iz_2022_lad_sc: description: Lookup between Intermediate Zones (IZ 2022) and Local Authority District (LAD). geography: IZ, LAD region: Scotland last accessed: 05/12/2025 link: https://statistics.gov.scot/data/data-zone-lookup-2022 notes: This file provides a look-up between the 2022 Intermediate Zone and Local Authority geographies. path: "boundaries/DataZone2022lookup_2025-10-28.csv" source: Scotland's Census year: 2022 census_household_structure_2011_sc: description: Table QS113SC - Household composition - Households geography: OA region: Scotland last accessed: 21/08/2024 link: https://www.scotlandscensus.gov.uk/documents/2011-census-table-data-output-area-2011/ notes: Household composition for Scotland per Output Area for Census 2011. path: "scottish_census_2011/QS113SC.csv" source: Scotland's Census year: 2011 census_household_structure_2022_sc: description: Table UV113 - Household composition - Households geography: OA region: Scotland last accessed: 21/08/2024 link: https://www.scotlandscensus.gov.uk/media/zz85h09asdjfd98asfhi/Census-2022-Output-Area-v1.zip notes: Household composition for Scotland per Output Area for Census 2022. path: "scottish_census_2022/UV113 - Household composition - Households.csv" source: Scotland's Census year: 2022 census_nssec_2011_oa_sc: description: Table KS611SC - National Statistics Socio-economic Classification (NS-SeC) All people aged 16 to 74. geography: OA region: Scotland last accessed: 24/06/2024 link: https://www.scotlandscensus.gov.uk/search-the-census#/topics/location/OA?title=Output%20Area%202011 notes: National Statistics Socio-economic Classification (NS-SeC) for Scotland per Output Area for Census 2011. path: "scottish_census_2011/nssec_2011_oa_sc.csv" source: Scotland's Census year: 2011 census_employment_status_2011_sc: description: Table QS601SC - Economic activity All people aged 16 to 74. geography: OA region: Scotland last accessed: 14/08/2024 link: https://www.scotlandscensus.gov.uk/documents/2011-census-table-data-output-area-2011/ notes: Economic activity for Scotland per Output Area for Census 2011. path: "scottish_census_2011/QS601SC.csv" source: Scotland's Census year: 2011 census_employment_status_2022_sc: description: Table UV601 - Economic activity geography: OA region: Scotland last accessed: 14/08/2024 link: https://nrscensusprodumb.blob.core.windows.net/media/zz85kfinmf97whklasd98gfjklafj2klaoigjg9_Topic2F_202400911_905/Census-2022-Output-Area-v1.zip notes: Economic activity for Scotland per Output Area for Census 2022. path: "scottish_census_2022/UV601 - Economic activity.csv" source: Scotland's Census year: 2022 lookup_pcd_ltla_msoa_2021_ew: description: Lookup table between 2021 6-digit Postcodes and Middle Layer Super Output Areas (MSOA), LSOA, OA and other Census geographies (best fit). geography: Postcodes region: England & Wales last accessed: 02/08/2024 link: https://www.arcgis.com/sharing/rest/content/items/ea2f70bb71a54d818232e987cc1d28b9/data notes: "A best-fit lookup between postcodes, 2021 Census Output Areas (OA), LSOAs, MSOAs, LTLAs, UTLAs, regions (RGN), countries (CTRY) and nationalities (NAT) as at May 2023 in England and Wales. Postcodes are best-fitted by plotting the location of the postcode's mean address into the areas of the output geographies." path: "boundaries/pcd_oa_lsoa_msoa_ltla_utla_rgn_ctry_ew_may_2021_lu_v2.csv" source: Office for National Statistics year: 2021 lookup_pcd_msoa_2021_nov22_ew: description: Lookup table between 2021 6-digit Postcodes and Middle Layer Super Output Areas (MSOA), LSOA, OA and other Census geographies (best fit). geography: Postcodes region: England & Wales last accessed: 05/08/2024 link: https://www.arcgis.com/sharing/rest/content/items/bcfc75627db44bb4b0261f8578361954/data notes: "A best-fit lookup between postcodes, 2021 Census Output Areas (OA), LSOAs, MSOAs, LTLAs, UTLAs, regions (RGN), countries (CTRY) and nationalities (NAT) at November 2022 in England and Wales." path: "boundaries/PCD_OA21_LSOA21_MSOA21_LAD_NOV22_UK_LU.csv" source: Office for National Statistics year: 2021 lookup_pcd_pcddist_2021_ew: description: Lookup table between 2021 6-digit Postcodes and 3-digit Postcode districts. geography: Postcodes region: England & Wales last accessed: 02/08/2024 link: https://www.arcgis.com/sharing/rest/content/items/3b911871ef6044f4ad6c838a56c04475/data notes: "A lookup between postcodes and postcode sectors, postcode districts, postcode areas and 2021 Census Output Areas as at August 2022 in England and Wales." path: "boundaries/pcd_pcds_pcdd_pcda_oa21_aug_22__ew_lu.csv" source: Office for National Statistics year: 2021 lookup_pcd_pcddist_2021_mar21_ew: description: Lookup table between 2021 6-digit Postcodes and 3-digit Postcode districts. geography: Postcodes region: England & Wales last accessed: 02/08/2024 link: https://www.arcgis.com/sharing/rest/content/items/1389620748e044bc9c622dd19185864f/data notes: "A lookup between postcodes and postcode sectors, postcode districts, postcode areas and 2021 Census Output Areas as at March 2021 in England and Wales." path: "boundaries/pcd_pcdsect_pcddist_pcdarea_mar_21_ew_lu.csv" source: Office for National Statistics year: 2021 pcd_pop_2021_ew: description: Number of usual residents by postcode and sex in England and Wales at Census 2021. geography: Postcodes region: England & Wales last accessed: 02/08/2024 link: https://www.nomisweb.co.uk/output/census/2021/pcd_p001.csv notes: "This dataset provides Census 2021 estimates that classify all usual residents in England and Wales by postcode, and by sex. The estimates are as at Census Day, 21 March 2021. This dataset includes postcodes as at May 2021, with a population of at least one usual resident." path: "boundaries/pcd_p001.csv" source: Office for National Statistics year: 2021 pcd_pop_2022_sc: description: Number of usual residents by postcode in Scotland at Census 2022. geography: Postcode region: Scotland last accessed: 03/10/2024 link: https://www.nrscotland.gov.uk/files//geography/2022-census/Census_2022_Index.zip notes: "This dataset provides Census 2022 estimates that classify all usual residents in Scotland by postcode" path: "scottish_census_2022/Postcode_To_OA.csv" source: National Records of Scotland pcd_pop_2011_sc: description: Number of usual residents by postcode in Scotland at Census 2011. geography: Postcode region: Scotland last accessed: 03/10/2024 link: https://www.nrscotland.gov.uk/files//geography/2011-census-indexes-csv.zip notes: "This dataset provides Census 2011 estimates that classify all usual residents in Scotland by postcode" path: "scottish_census_2011/POSTCODE_TO_OA.csv" source: National Records of Scotland lookup_pcd_oa_2022_sc: description: Lookup between post code and 2022 output areas (Scotland) geography: Postcode region: Scotland last accessed: 03/10/2024 link: https://www.nrscotland.gov.uk/files//geography/2022-census/Census_2022_Index.zip notes: "This dataset provides Census 2022 estimates that classify all usual residents in Scotland by postcode" path: "scottish_census_2022/Postcode_To_OA.csv" source: National Records of Scotland lookup_pcd_pcddist_2022_sc: description: Lookup between post code and 2022 output areas (Scotland) geography: Postcode region: Scotland last accessed: 03/10/2024 link: https://www.nrscotland.gov.uk/files//geography/2022-census/Census_2022_Index.zip notes: "This dataset provides Census 2022 estimates that classify all usual residents in Scotland by postcode" path: "scottish_census_2022/Postcode_To_OA.csv" source: National Records of Scotland lookup_pcd_oa_2011_sc: description: Lookup between post code and 2011 output areas (Scotland) geography: Postcode region: Scotland last accessed: 03/10/2024 link: https://www.nrscotland.gov.uk/files//geography/2011-census-indexes-csv.zip notes: "This dataset provides Census 2011 estimates that classify all usual residents in Scotland by postcode" path: "scottish_census_2011/POSTCODE_TO_OA.csv" source: National Records of Scotland lookup_pcd_pcddist_2011_sc: description: Lookup between post code and 2011 output areas (Scotland) geography: Postcode region: Scotland last accessed: 03/10/2024 link: https://www.nrscotland.gov.uk/files//geography/2011-census-indexes-csv.zip notes: "This dataset provides Census 2011 estimates that classify all usual residents in Scotland by postcode" path: "scottish_census_2011/POSTCODE_TO_OA.csv" source: National Records of Scotland pcddist_pop_2021_ew: description: Number of usual residents by postcode district in England and Wales at Census 2021. geography: Postcodes region: England & Wales last accessed: 02/08/2024 link: https://www.nomisweb.co.uk/output/census/2021/pcdd_p004.csv notes: "This dataset provides Census 2021 estimates that classify all usual residents in England and Wales by postcode districts. The estimates are as at Census Day, 21 March 2021. This dataset includes postcode districts as at May 2021, with a population of at least one usual resident." path: "boundaries/pcdd_p004.csv" source: Office for National Statistics year: 2021 ruc_oa_2011_ew: description: Rural-Urban classification of Output areas for England & Wales at Census 2011. geography: OA region: England & Wales last accessed: 06/08/2024 link: https://www.arcgis.com/sharing/rest/content/items/53360acabd1e4567bc4b8d35081b36ff/data notes: "This file provides a rural-urban view of 2011 Output Areas (OA) in England and Wales. The 2011 rural-urban classification (RUC) of OAs was released in August 2013." path: "boundaries/RUC11_OA11_EW.csv" source: Office for National Statistics year: 2011 gdp_regional_gb: description: GDP for UK countries, ITL1, ITL2 and ITL3 regions from 1998 to 2023. geography: Region region: England, Wales and Scotland last accessed: 28/10/2025 link: https://www.ons.gov.uk/file?uri=/economy/grossdomesticproductgdp/datasets/regionalgrossdomesticproductallnutslevelregions/1998to2023/regionalgrossdomesticproductgdpbyallinternationalterritoriallevelitlregions.xlsx notes: "Annual estimates of balanced UK regional gross domestic product (GDP). Current price estimates and chained volume measures for UK countries, ITL1, ITL2 and ITL3 regions." path: "regionalgrossdomesticproductgdpbyallinternationalterritoriallevelitlregions.xlsx" source: Office for National Statistics year: 2023 households_projections_lad_eng: description: Number of households projections per LAD for England from 2001 to 2043. geography: LAD region: England last accessed: 17/10/2024 link: https://www.ons.gov.uk/file?uri=/peoplepopulationandcommunity/populationandmigration/populationprojections/datasets/householdprojectionsforenglanddetaileddataformodellingandanalysis/2018basedprincipalprojection/hhp18principal.zip notes: "Detailed disaggregated household projections for England, by region and local authority. The 2018-based projections are the most recent available." path: "forecasts/ew/Stage 1 projected households - Principal.xlsx" source: Office for National Statistics year: 2018 household_type_projections_lad_eng: description: Number of household type projections per LAD for England from 2001 to 2043. geography: LAD region: England last accessed: 17/10/2024 link: https://www.ons.gov.uk/file?uri=/peoplepopulationandcommunity/populationandmigration/populationprojections/datasets/householdprojectionsforenglanddetaileddataformodellingandanalysis/2018basedprincipalprojection/hhp18principal.zip notes: "Detailed disaggregated household projections for England, by region and local authority. The 2018-based projections are the most recent available." path: "forecasts/ew/Stage 2 projected households - Principal.xlsx" source: Office for National Statistics year: 2018 gdppc_projections_gb: description: Projections of GPD per capita for Great Britain from WebTAG v1.23 from 2002 to 2100. geography: National region: Great Britain last accessed: 07/11/2024 link: https://assets.publishing.service.gov.uk/media/6644f934f34f9b5a56adc8c4/tag-data-book-v1.23-may-2024.xlsm notes: "Historical and reference information on all the appraisal and modelling values referred to in the transport analysis guidance (TAG)." path: "forecasts/tag-data-book-v1.23-may-2024.xlsm" source: Department for Transport year: 2024 vehicle_allocation_household_attributes: description: Individuals table from the National Travel Survey for the period 2002-2023. geography: Region region: England, Wales and Scotland path: "nts/individual_eul_2002-2023.tab" persons_projections_lad_eng: description: Population projections local authorities SNPP Z1 for England. geography: LAD region: England last accessed: 16/10/2024 link: https://www.ons.gov.uk/file?uri=/peoplepopulationandcommunity/populationandmigration/populationprojections/datasets/localauthoritiesinenglandz1/2018based/2018snpppopulation.zip notes: Population figures over a 25-year period, by single year of age and sex for local authorities in England. 2018-based estimates are the latest principal projection. path: "forecasts/ew/2018 SNPP Population persons.csv" source: Office for National Statistics year: 2018 age_projections_lad_eng: description: Population projections local authorities SNPP Z1 for England. geography: LAD region: England last accessed: 16/10/2024 link: https://www.ons.gov.uk/file?uri=/peoplepopulationandcommunity/populationandmigration/populationprojections/datasets/localauthoritiesinenglandz1/2018based/2018snpppopulation.zip notes: Population figures over a 25-year period, by single year of age and sex for local authorities in England. 2018-based estimates are the latest principal projection. path: "forecasts/ew/2018 SNPP Population persons.csv" source: Office for National Statistics year: 2018 persons_males_projections_lad_eng: description: Population projections local authorities SNPP Z1 for England. geography: LAD region: England last accessed: 16/10/2024 link: https://www.ons.gov.uk/file?uri=/peoplepopulationandcommunity/populationandmigration/populationprojections/datasets/localauthoritiesinenglandz1/2018based/2018snpppopulation.zip notes: Population figures over a 25-year period, by single year of age and sex for local authorities in England. 2018-based estimates are the latest principal projection. path: "forecasts/ew/2018 SNPP Population males.csv" source: Office for National Statistics year: 2018 persons_females_projections_lad_eng: description: Population projections local authorities SNPP Z1 for England. geography: LAD region: England last accessed: 16/10/2024 link: https://www.ons.gov.uk/file?uri=/peoplepopulationandcommunity/populationandmigration/populationprojections/datasets/localauthoritiesinenglandz1/2018based/2018snpppopulation.zip notes: Population figures over a 25-year period, by single year of age and sex for local authorities in England. 2018-based estimates are the latest principal projection. path: "forecasts/ew/2018 SNPP Population females.csv" source: Office for National Statistics year: 2018 adults_males_projections_lad_eng: description: Adult population projections local authorities SNPP Z1 for England. geography: LAD region: England last accessed: 16/10/2024 link: https://www.ons.gov.uk/file?uri=/peoplepopulationandcommunity/populationandmigration/populationprojections/datasets/localauthoritiesinenglandz1/2018based/2018snpppopulation.zip notes: Population figures over a 25-year period, by single year of age and sex for local authorities in England. 2018-based estimates are the latest principal projection. path: "forecasts/ew/2018 SNPP Population males.csv" source: Office for National Statistics year: 2018 adults_females_projections_lad_eng: description: Adult population projections local authorities SNPP Z1 for England. geography: LAD region: England last accessed: 16/10/2024 link: https://www.ons.gov.uk/file?uri=/peoplepopulationandcommunity/populationandmigration/populationprojections/datasets/localauthoritiesinenglandz1/2018based/2018snpppopulation.zip notes: Population figures over a 25-year period, by single year of age and sex for local authorities in England. 2018-based estimates are the latest principal projection. path: "forecasts/ew/2018 SNPP Population females.csv" source: Office for National Statistics year: 2018 household_size_projections_rgn_gb: description: Household size projections by Region for GB. geography: RGN region: England, Wales, Scotland last accessed: 31/10/2024 link: https://www.ons.gov.uk/peoplepopulationandcommunity/birthsdeathsandmarriages/families/datasets/householdsbyhouseholdsizeregionsofenglandandgbconstituentcountries notes: Labour Force Survey (LFS) estimates including measures of uncertainty of the number of households by household size, for England, Scotland and Wales, as well as the regions of England. path: "forecasts/householdsizebyregionscountries2023.xlsx" source: Office for National Statistics year: 2024 household_size_projections_lad_eng: description: Number of household type projections per LAD for England from 2001 to 2043. geography: LAD region: England last accessed: 17/10/2024 link: https://www.ons.gov.uk/file?uri=/peoplepopulationandcommunity/populationandmigration/populationprojections/datasets/householdprojectionsforenglanddetaileddataformodellingandanalysis/2018basedprincipalprojection/hhp18principal.zip notes: "Detailed disaggregated household projections for England, by region and local authority. The 2018-based projections are the most recent available." path: "forecasts/ew/Stage 2 projected households - Principal.xlsx" source: Office for National Statistics year: 2018 households_projections_lad_sc: description: Household projections per local authority for Scotland geography: LAD region: Scotland last accessed: 16/10/2024 link: https://www.nrscotland.gov.uk/files//statistics/household-projections/18/2018-house-proj-detailed-coun-princ.zip notes: Household projections up to 2043. 2018-based estimates are the latest principal projection. path: "forecasts/scotland/2018-house-proj-detailed-coun-princ" source: Office for National Statistics year: 2018 household_type_projections_lad_sc: description: Household type projections per local authority for Scotland geography: LAD region: Scotland last accessed: 16/10/2024 link: https://www.nrscotland.gov.uk/files//statistics/household-projections/18/2018-house-proj-detailed-coun-princ.zip notes: Household projections up to 2043. 2018-based estimates are the latest principal projection. path: "forecasts/scotland/2018-house-proj-detailed-coun-princ" source: Office for National Statistics household_size_projections_lad_sc: description: Household type projections per local authority for Scotland geography: LAD region: Scotland last accessed: 16/10/2024 link: https://www.nrscotland.gov.uk/files//statistics/household-projections/18/2018-house-proj-detailed-coun-princ.zip notes: Household projections up to 2043. 2018-based estimates are the latest principal projection. path: "forecasts/scotland/2018-house-proj-detailed-coun-princ" source: Office for National Statistics age_projections_lad_sc: description: Population by age projections per local authority for Scotland. geography: LAD region: Scotland last accessed: 16/10/2024 link: https://www.nrscotland.gov.uk/statistics-and-data/statistics/statistics-by-theme/population/population-projections/sub-national-population-projections/2018-based/detailed-datasets notes: 2018-based population projections by single year of age and sex for councils. path: "forecasts/scotland/pop-proj-principal-2018-council-area.xlsx" source: National Records of Scotland year: 2018 persons_projections_lad_sc: description: Population projections per local authority for Scotland. geography: LAD region: Scotland last accessed: 16/10/2024 link: https://www.nrscotland.gov.uk/statistics-and-data/statistics/statistics-by-theme/population/population-projections/sub-national-population-projections/2018-based/detailed-datasets notes: 2018-based population projections by single year of age and sex for councils. path: "forecasts/scotland/pop-proj-principal-2018-council-area.xlsx" source: National Records of Scotland year: 2018 persons_males_projections_lad_sc: description: Male population projections per local authority for Scotland. geography: LAD region: Scotland last accessed: 16/10/2024 link: https://www.nrscotland.gov.uk/statistics-and-data/statistics/statistics-by-theme/population/population-projections/sub-national-population-projections/2018-based/detailed-datasets notes: 2018-based population projections by single year of age and sex for councils. path: "forecasts/scotland/pop-proj-principal-2018-council-area.xlsx" source: National Records of Scotland year: 2018 persons_females_projections_lad_sc: description: Female population projections per local authority for Scotland. geography: LAD region: Scotland last accessed: 16/10/2024 link: https://www.nrscotland.gov.uk/statistics-and-data/statistics/statistics-by-theme/population/population-projections/sub-national-population-projections/2018-based/detailed-datasets notes: 2018-based population projections by single year of age and sex for councils. path: "forecasts/scotland/pop-proj-principal-2018-council-area.xlsx" source: National Records of Scotland year: 2018 adults_males_projections_lad_sc: description: Adult male population projections per local authority for Scotland. geography: LAD region: Scotland last accessed: 16/10/2024 link: https://www.nrscotland.gov.uk/statistics-and-data/statistics/statistics-by-theme/population/population-projections/sub-national-population-projections/2018-based/detailed-datasets notes: 2018-based population projections by single year of age and sex for councils. path: "forecasts/scotland/pop-proj-principal-2018-council-area.xlsx" source: National Records of Scotland year: 2018 adults_females_projections_lad_sc: description: Adult female population projections per local authority for Scotland. geography: LAD region: Scotland last accessed: 16/10/2024 link: https://www.nrscotland.gov.uk/statistics-and-data/statistics/statistics-by-theme/population/population-projections/sub-national-population-projections/2018-based/detailed-datasets notes: 2018-based population projections by single year of age and sex for councils. path: "forecasts/scotland/pop-proj-principal-2018-council-area.xlsx" source: National Records of Scotland year: 2018 households_projections_lad_wales: description: Household projections per local authority for Wales geography: LAD region: Wales last accessed: 13/11/2024 link: https://statswales.gov.wales/v/QTz7 notes: Household projections by local authority, household type and year up to 2043. 2018-based principal projection. path: "forecasts/ew/wales/households/export.csv" source: Office for National Statistics year: 2018 household_type_projections_lad_wales: description: Household type projections per local authority for Wales geography: LAD region: Wales last accessed: 13/11/2024 link: https://statswales.gov.wales/v/QTz7 notes: Household projections by local authority, household type and year up to 2043. 2018-based principal projection. path: "forecasts/ew/wales/households/export.csv" source: Office for National Statistics year: 2018 household_size_projections_lad_wales: description: Household size projections per local authority for Wales geography: LAD region: Wales last accessed: 13/11/2024 link: https://statswales.gov.wales/v/QTz7 notes: Household projections by local authority, household type and year up to 2043. 2018-based principal projection. path: "forecasts/ew/wales/households/export.csv" source: Office for National Statistics year: 2018 persons_projections_lad_wales: description: Persons projections per local authority for Wales geography: LAD region: Wales last accessed: 13/11/2024 link: https://statswales.gov.wales/v/QWVN notes: Persons projections by local authority up to 2043. 2018-based principal projection. path: "forecasts/ew/wales/persons/export.csv" source: Office for National Statistics year: 2018 persons_males_projections_lad_wales: description: Males projections per local authority for Wales geography: LAD region: Wales last accessed: 13/11/2024 link: https://statswales.gov.wales/v/QWVV notes: Males projections by local authority up to 2043. 2018-based principal projection. path: "forecasts/ew/wales/persons/males/export.csv" source: Office for National Statistics year: 2018 persons_females_projections_lad_wales: description: Females projections per local authority for Wales geography: LAD region: Wales last accessed: 13/11/2024 link: https://statswales.gov.wales/v/QWVV notes: Females projections by local authorit up to 2043. 2018-based principal projection. path: "forecasts/ew/wales/persons/females/export.csv" source: Office for National Statistics year: 2018 adults_males_projections_lad_wales: description: Adult males projections per local authority for Wales geography: LAD region: Wales last accessed: 27/01/2025 link: https://statswales.gov.wales/v/QWVV notes: Adult males projections by local authority up to 2043. 2018-based principal projection. path: "forecasts/ew/wales/persons/males/adults" source: Office for National Statistics year: 2018 adults_females_projections_lad_wales: description: Adult females projections per local authority for Wales geography: LAD region: Wales last accessed: 27/01/2025 link: https://statswales.gov.wales/v/QWVV notes: Adult females projections by local authority up to 2043. 2018-based principal projection. path: "forecasts/ew/wales/persons/females/adults" source: Office for National Statistics year: 2018 persons_age_projections_lad_wales: description: Age projections per local authority for Wales geography: LAD region: Wales last accessed: 13/11/2024 link: https://statswales.gov.wales/v/QWVV notes: Age projections by local authority up to 2043. 2018-based principal projection. path: "forecasts/ew/wales/persons/age" source: Office for National Statistics year: 2018 persons_employment_status_projections_region_eng: description: Labour market and skills projections per region in England, 2020 to 2035 geography: Region region: England & Wales last accessed: 11/11/2024 link: https://assets.publishing.service.gov.uk/media/669536100808eaf43b50cfbd/Regions.zip notes: Projections of the types of jobs in the UK labour market, and the skills workers will need, up to 2035. path: "forecasts/employment_forecasts/Regions" source: UK GOV, Sills Imperative report, Labour Force Survey, Business Register and Employment Survey year: 2020 census_employment_status_2021_ew_region_se: description: TS066 - Economic activity. (regional subset used for employment status forecasting / self-employed splits) geography: MSOA region: England & Wales last accessed: 20/06/2024 link: https://www.nomisweb.co.uk/output/census/2021/census2021-ts066.zip notes: This dataset provides Census 2021 estimates that classify usual residents aged 16 years and over in England and Wales by economic activity status. The estimates are as at Census Day, 21 March 2021. path: "census_2021/census2021-ts066-msoa.csv" source: Office for National Statistics year: 2021 persons_employment_status_unemployed_inactive_projections_region: description: Employment rates by UK country/English region and quarter (seasonally adjusted) geography: region region: England, Wales & Scotland last accessed: 04/12/2024 link: https://statswales.gov.wales/Download/File?fileName=ECON0030.zip notes: Labour Force Survey, Summary of economic activity path: "forecasts/ew/ECON0030.csv" source: Office for National Statistics / Stats Wales year: 2021 persons_employment_status_projections_region_sc_wales: description: Labour market and skills projections, 2020 to 2035, Scotland & Wales geography: Region region: Scotland, Wales last accessed: 29/11/2024 link: https://assets.publishing.service.gov.uk/media/66993728a3c2a28abb50d27d/Nations.zip notes: Projections of the types of jobs in the UK labour market, and the skills workers will need, up to 2035. path: "forecasts/employment_forecasts/Nations" source: UK GOV, Sills Imperative report, Labour Force Survey, Business Register and Employment Survey year: 2020 census_employment_status_2022_sc_region_se: description: UV601 - Economic activity (self-employed subset used for employment status forecasting / self-employed splits) geography: OA region: Scotland last accessed: 14/08/2024 link: https://nrscensusprodumb.blob.core.windows.net/media/zz85kfinmf97whklasd98gfjklafj2klaoigjg9_Topic2F_202400911_905/Census-2022-Output-Area-v1.zip notes: Economic activity for Scotland per Output Area for Census 2022. path: "scottish_census_2022/UV601 - Economic activity.csv" source: Scotland's Census year: 2022 census_employment_status_2011_sc_region_se: description: Table QS601SC - Economic activity All people aged 16 to 74 ((self-employed subset used for employment status forecasting / self-employed splits)) geography: OA region: Scotland last accessed: 14/08/2024 link: https://www.scotlandscensus.gov.uk/documents/2011-census-table-data-output-area-2011/ notes: Economic activity for Scotland per Output Area for Census 2011. path: "scottish_census_2011/QS601SC.csv" source: Scotland's Census year: 2011 student_enrolment_hesa_gb: description: Enrolment of students per sex and region in GB from 2015 to 2023. geography: Region region: England, Wales and Scotland last accessed: 15/12/2024 link: https://www.hesa.ac.uk/data-and-analysis/students/table-1.zip notes: HE student enrolments by HE provider, permanent address, level of study, mode of study, entrant marker, sex and academic year. path: "forecasts/students_hesa" source: HESA year: 2023 births_projections_lad_eng: description: Births projections for local authorities SNPP Z1 for England. geography: LAD region: England last accessed: 16/10/2024 link: https://www.ons.gov.uk/file?uri=/peoplepopulationandcommunity/populationandmigration/populationprojections/datasets/localauthoritiesinenglandz1/2018based/2018snpppopulation.zip notes: Ratio of newborns on year i over newborns of year i-1 calculated from official ONS projections of number of persons over a 25-year period, by single year of age and sex for local authorities in England. 2018-based estimates are the latest principal projection. path: "forecasts/ew/2018 SNPP Population persons.csv" source: Office for National Statistics year: 2018 dwellings_affordability_ew: description: Ratio of median house price to median gross annual workplace-based earnings by local authority district, England and Wales, 1997 to 2024. geography: LAD region: England and Wales last accessed: 02/09/2025 link: https://www.ons.gov.uk/peoplepopulationandcommunity/housing/datasets/ratioofhousepricetoworkplacebasedearningslowerquartileandmedian notes: Affordability ratios calculated by dividing house prices by gross annual workplace-based earnings. Based on the median and lower quartiles of both house prices and earnings in England and Wales. It is used to adjust the baseline annual housing needs within an LAD. path: "dwellings/aff1ratioofhousepricetoworkplacebasedearnings2024.xlsx" source: Office for National Statistics year: 2024 dwellings_stock_england: description: Dwelling stock estimates by local authority district for 2001 - 2024, England, unrounded. geography: LAD region: England last accessed: 02/09/2025 link: https://assets.publishing.service.gov.uk/media/682df34d7fb7a7d9cd77519b/LiveTable125.ods notes: Most recent data (updated on 2025) on dwelling stock per LAD (including vacants). path: "dwellings/LiveTable125.ods" source: Ministry of Housing, Communities and Local Government year: 2024 dwellings_stock_wales_2024: description: Dwelling stock estimates by local authority and tenure for 2024, Wales. geography: LAD region: Wales last accessed: 02/09/2025 link: https://statswales.gov.wales/v/SwK1 notes: Estimates of the number of dwellings in Wales by tenure and for each local authority, as at 31 March each year. path: "dwellings/wales_dwellings_2024.csv" source: StatsWales year: 2024 dwellings_stock_wales_2023: description: Dwelling stock estimates by local authority and tenure for 2023, Wales. geography: LAD region: Wales last accessed: 18/11/2025 link: https://statswales.gov.wales/v/SwK1 notes: Estimates of the number of dwellings in Wales by tenure and for each local authority, as at 31 March each year. path: "dwellings/wales_dwellings_2023.csv" source: StatsWales year: 2023 dwellings_stock_census21_msoa_ew: description: Dwelling stock by msoa for 2021. geography: MSOA region: England & Wales last accessed: 02/09/2025 link: https://www.nomisweb.co.uk/datasets/c2021rm205 notes: This dataset provides Census 2021 estimates that classify dwellings in England and Wales by whether they are a shared or unshared dwelling, with shared dwellings further categorised by the number of household spaces in each dwelling. The estimates are as at Census Day, 21 March 2021. path: "dwellings/dwellings_ew_census_2021.xlsx" source: Office for National Statistics year: 2021 bres_open_full_time_counts_msoa_uk: description: Full time employee counts based on the BRES dataset per 2011 MSOA zones for England and Wales and Intermediate zones for Scotland. geography: MSOA/Intermediate zones region: England, Wales and Scotland last accessed: 25/05/2025 link: https://www.nomisweb.co.uk/ notes: The figures include businesses registered for PAYE but not for VAT, so are not continuous with BRES datasets for years prior to 2015. A fuller note on the inclusion of PAYE-only businesses is provided in the BRES News article published on 2 October 2017. path: "bres_full_time_open" source: Business Register and Employment Survey year: 2024 bres_open_part_time_counts_msoa_uk: description: Part time employee counts based on the BRES dataset per 2011 MSOA zones for England and Wales and Intermediate zones for Scotland. geography: MSOA/Intermediate zones region: England, Wales and Scotland last accessed: 25/05/2025 link: https://www.nomisweb.co.uk/ notes: The figures include businesses registered for PAYE but not for VAT, so are not continuous with BRES datasets for years prior to 2015. A fuller note on the inclusion of PAYE-only businesses is provided in the BRES News article published on 2 October 2017. path: "bres_part_time_open" source: Business Register and Employment Survey year: 2024 workforce_male_full_time_uk: description: Full time male employee counts based on the Workforce dataset per Region. geography: Region region: England, Wales and Scotland last accessed: 25/05/2025 link: https://www.nomisweb.co.uk/ notes: Workforce Jobs (WFJ) is a quarterly measure of the number of jobs in the UK and is the preferred measure of the change in jobs by industry. Estimates are only available at national and regional level. It is a compound source that draws on a range of employer surveys, household surveys and administrative sources. WFJ is the sum of employee jobs measured primarily by employer surveys, self-employment jobs from the Labour Force Survey, and government-supported trainees and Her Majesty's Forces from administrative sources. The figures in this dataset are not adjusted to compensate for seasonal variations in employment. path: "workforce_jobs_male_full_time" source: Office for National Statistics year: 2024 workforce_male_part_time_uk: description: Part time male employee counts based on the Workforce dataset per Region. geography: Region region: England, Wales and Scotland last accessed: 25/05/2025 link: https://www.nomisweb.co.uk/ notes: Workforce Jobs (WFJ) is a quarterly measure of the number of jobs in the UK and is the preferred measure of the change in jobs by industry. Estimates are only available at national and regional level. It is a compound source that draws on a range of employer surveys, household surveys and administrative sources. WFJ is the sum of employee jobs measured primarily by employer surveys, self-employment jobs from the Labour Force Survey, and government-supported trainees and Her Majesty's Forces from administrative sources. The figures in this dataset are not adjusted to compensate for seasonal variations in employment. path: "workforce_jobs_male_part_time" source: Office for National Statistics year: 2024 workforce_female_full_time_uk: description: Full time female employee counts based on the Workforce dataset per Region. geography: Region region: England, Wales and Scotland last accessed: 25/05/2025 link: https://www.nomisweb.co.uk/ notes: Workforce Jobs (WFJ) is a quarterly measure of the number of jobs in the UK and is the preferred measure of the change in jobs by industry. Estimates are only available at national and regional level. It is a compound source that draws on a range of employer surveys, household surveys and administrative sources. WFJ is the sum of employee jobs measured primarily by employer surveys, self-employment jobs from the Labour Force Survey, and government-supported trainees and Her Majesty's Forces from administrative sources. The figures in this dataset are not adjusted to compensate for seasonal variations in employment. path: "workforce_jobs_female_full_time" source: Office for National Statistics year: 2024 workforce_female_part_time_uk: description: Part time female employee counts based on the Workforce dataset per Region. geography: Region region: England, Wales and Scotland last accessed: 25/05/2025 link: https://www.nomisweb.co.uk/ notes: Workforce Jobs (WFJ) is a quarterly measure of the number of jobs in the UK and is the preferred measure of the change in jobs by industry. Estimates are only available at national and regional level. It is a compound source that draws on a range of employer surveys, household surveys and administrative sources. WFJ is the sum of employee jobs measured primarily by employer surveys, self-employment jobs from the Labour Force Survey, and government-supported trainees and Her Majesty's Forces from administrative sources. The figures in this dataset are not adjusted to compensate for seasonal variations in employment. path: "workforce_jobs_female_part_time" source: Office for National Statistics census_dwellings_2011_oa_sc: description: Table KS401SC - Dwellings, household spaces and accommodation type. geography: OA region: Scotland last accessed: 30/10/2025 link: https://www.scotlandscensus.gov.uk/documents/2011-census-table-data-output-area-2011/ notes: All dwellings; All household spaces path: "dwellings/KS401SC.csv" source: Scotland Census 2011 year: 2011 dwellings_2024_lad_sc: description: Table 2 - Number of dwellings in Scotland by council area, September 2001 to 2024. geography: Council Area region: Scotland last accessed: 30/10/2025 link: https://www.nrscotland.gov.uk/media/nvcaoksr/house-est-24-data.xlsx notes: All dwellings path: "dwellings/house-est-24-data.xlsx" source: National Records of Scotland year: 2024 scottish_gross_earnings_2020_lad_sc: description: Median and mean earning (gross pay) by LAD for 2020. geography: Council Area region: England, Wales and Scotland last accessed: 10/11/2025 link: https://www.ons.gov.uk/employmentandlabourmarket/peopleinwork/earningsandworkinghours/datasets/placeofresidencebylocalauthorityashetable8 notes: Annual estimates of paid hours worked and earnings for UK employees by sex, and full-time and part-time, by home-based region to local and unitary authority level. path: "scottish_affordability_ratio/scottish_earnings/Home_Geography_Table_8.7a_Annual_pay_Gross_2020.xls" source: Office for National Statistics year: 2020 scottish_gross_earnings_2021_lad_sc: description: Median and mean earning (gross pay) by LAD for 2021. geography: Council Area region: England, Wales and Scotland last accessed: 10/11/2025 link: https://www.ons.gov.uk/employmentandlabourmarket/peopleinwork/earningsandworkinghours/datasets/placeofresidencebylocalauthorityashetable8 notes: Annual estimates of paid hours worked and earnings for UK employees by sex, and full-time and part-time, by home-based region to local and unitary authority level. path: "scottish_affordability_ratio/scottish_earnings/Home_Geography_Table_8.7a_Annual_pay_Gross_2021.xls" source: Office for National Statistics year: 2021 scottish_gross_earnings_2022_lad_sc: description: Median and mean earning (gross pay) by LAD for 2022. geography: Council Area region: England, Wales and Scotland last accessed: 10/11/2025 link: https://www.ons.gov.uk/employmentandlabourmarket/peopleinwork/earningsandworkinghours/datasets/placeofresidencebylocalauthorityashetable8 notes: Annual estimates of paid hours worked and earnings for UK employees by sex, and full-time and part-time, by home-based region to local and unitary authority level. path: "scottish_affordability_ratio/scottish_earnings/Home_Geography_Table_8.7a_Annual_pay_Gross_2020.xls" source: Office for National Statistics year: 2022 scottish_gross_earnings_2023_lad_sc: description: Median and mean earning (gross pay) by LAD for 2023. geography: Council Area region: England, Wales and Scotland last accessed: 10/11/2025 link: https://www.ons.gov.uk/employmentandlabourmarket/peopleinwork/earningsandworkinghours/datasets/placeofresidencebylocalauthorityashetable8 notes: Annual estimates of paid hours worked and earnings for UK employees by sex, and full-time and part-time, by home-based region to local and unitary authority level. path: "scottish_affordability_ratio/scottish_earnings/Home_Geography_Table_8.7a_Annual_pay_Gross_2023.xlsx" source: Office for National Statistics year: 2023 scottish_gross_earnings_2024_lad_sc: description: Median and mean earning (gross pay) by LAD for 2024. geography: Council Area region: England, Wales and Scotland last accessed: 10/11/2025 link: https://www.ons.gov.uk/employmentandlabourmarket/peopleinwork/earningsandworkinghours/datasets/placeofresidencebylocalauthorityashetable8 notes: Annual estimates of paid hours worked and earnings for UK employees by sex, and full-time and part-time, by home-based region to local and unitary authority level. path: "scottish_affordability_ratio/scottish_earnings/Home_Geography_Table_8.7a_Annual_pay_Gross_2024.xlsx" source: Office for National Statistics year: 2024 scottish_housing_price_lad_sc: description: Median house prices by LAD from 2020 to 2024. geography: Council Area region: Scotland last accessed: 10/11/2025 link: https://www.ros.gov.uk/data-and-statistics/property-market-statistics/small-area-statistics notes: This dataset includes information on Residential Property transactions by LAD. path: "scottish_affordability_ratio/ros_small_area_statistics_2024.xlsx" source: Land and Property Data Team, Registers of Scotland year: 2024