UK usage, employment and pay panel
APS 2021–2025 calendar-year employment; ASHE April nominal hourly pay, excluding overtime. Different populations and reference periods retained. Outcomes predate April–May 2026 usage; this is not a forecast test. Choose one AI month/scenario before analysis; repeated outcomes are not independent observations.
What one row represents
SOC2020 occupation × outcome year × AI month × mapping scenario
Units: See field definitions
Data preview
First 8 rows of 16,480. Choose the columns to inspect; the download includes every field.
Choose preview columns (27 available)
| Country ISO3country_iso3 | Yearyear | Periodperiod | Classificationclassification | SOC codesoc_code | Occupation titleoccupation_title | Employment typeemployment_type | Employment personsemployment_persons | Source status xsource_status_x | Source status namesource_status_name | Ci95 half width personsci95_half_width_persons | Ci source statusci_source_status | Source filesource_file | Populationpopulation | Median hourly pay excl overtime gbpmedian_hourly_pay_excl_overtime_gbp | Median flagmedian_flag | Mean hourly pay excl overtime gbpmean_hourly_pay_excl_overtime_gbp | Mean flagmean_flag | Country codecountry | Usage monthusage_month | Routeroute | Usage share pctusage_share_pct | Mapping low pctmapping_low_pct | Mapping high pctmapping_high_pct | Source status ysource_status_y | Predictor available datepredictor_available_date | Timingtiming |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| GBR | 2021 | Jan 2021-Dec 2021 | SOC2020 | 1111 | Chief executives and senior officials | all_employed | 144600.0 | A | Normal Value | 13700.0 | A | analysis_readiness/uk/raw/aps218_2021_calendar.csv | resident employed persons aged16+, both sexes, main job | 40.41 | 51.81 | GBR | 2026-04 | equal_all | 0.0780229591837 | 0 | 1.16 | published_source_support | 2026-06-26 | Outcome predates AI measurement; retrospective association only | ||
| GBR | 2021 | Jan 2021-Dec 2021 | SOC2020 | 1111 | Chief executives and senior officials | all_employed | 144600.0 | A | Normal Value | 13700.0 | A | analysis_readiness/uk/raw/aps218_2021_calendar.csv | resident employed persons aged16+, both sexes, main job | 40.41 | 51.81 | GBR | 2026-05 | equal_all | 0.0818469387755 | 0 | 1.19 | published_source_support | 2026-06-26 | Outcome predates AI measurement; retrospective association only | ||
| GBR | 2021 | Jan 2021-Dec 2021 | SOC2020 | 1111 | Chief executives and senior officials | all_employed | 144600.0 | A | Normal Value | 13700.0 | A | analysis_readiness/uk/raw/aps218_2021_calendar.csv | resident employed persons aged16+, both sexes, main job | 40.41 | 51.81 | GBR | 2026-04 | exact_narrow | 0.0892857142857 | 0 | 0.43 | published_source_support | 2026-06-26 | Outcome predates AI measurement; retrospective association only | ||
| GBR | 2021 | Jan 2021-Dec 2021 | SOC2020 | 1111 | Chief executives and senior officials | all_employed | 144600.0 | A | Normal Value | 13700.0 | A | analysis_readiness/uk/raw/aps218_2021_calendar.csv | resident employed persons aged16+, both sexes, main job | 40.41 | 51.81 | GBR | 2026-05 | exact_narrow | 0.0947619047619 | 0 | 0.46 | published_source_support | 2026-06-26 | Outcome predates AI measurement; retrospective association only | ||
| GBR | 2021 | Jan 2021-Dec 2021 | SOC2020 | 1111 | Chief executives and senior officials | all_employed | 144600.0 | A | Normal Value | 13700.0 | A | analysis_readiness/uk/raw/aps218_2021_calendar.csv | resident employed persons aged16+, both sexes, main job | 40.41 | 51.81 | GBR | 2026-04 | exact_only | 0.085 | 0 | 0.34 | published_source_support | 2026-06-26 | Outcome predates AI measurement; retrospective association only | ||
| GBR | 2021 | Jan 2021-Dec 2021 | SOC2020 | 1111 | Chief executives and senior officials | all_employed | 144600.0 | A | Normal Value | 13700.0 | A | analysis_readiness/uk/raw/aps218_2021_calendar.csv | resident employed persons aged16+, both sexes, main job | 40.41 | 51.81 | GBR | 2026-05 | exact_only | 0.09 | 0 | 0.36 | published_source_support | 2026-06-26 | Outcome predates AI measurement; retrospective association only | ||
| GBR | 2021 | Jan 2021-Dec 2021 | SOC2020 | 1111 | Chief executives and senior officials | all_employed | 144600.0 | A | Normal Value | 13700.0 | A | analysis_readiness/uk/raw/aps218_2021_calendar.csv | resident employed persons aged16+, both sexes, main job | 40.41 | 51.81 | GBR | 2026-04 | lexical_all | 0.158756343985 | 0 | 1.16 | published_source_support | 2026-06-26 | Outcome predates AI measurement; retrospective association only | ||
| GBR | 2021 | Jan 2021-Dec 2021 | SOC2020 | 1111 | Chief executives and senior officials | all_employed | 144600.0 | A | Normal Value | 13700.0 | A | analysis_readiness/uk/raw/aps218_2021_calendar.csv | resident employed persons aged16+, both sexes, main job | 40.41 | 51.81 | GBR | 2026-05 | lexical_all | 0.16878474026 | 0 | 1.19 | published_source_support | 2026-06-26 | Outcome predates AI measurement; retrospective association only |
Field definitions
Blank means unavailable or not applicable; never substitute zero
- Country ISO3
country_iso3 Country iso3; see dataset notes and source columns
Unit: see definition- Year
year Year; see dataset notes and source columns
Unit: see definition- Period
period Month of AI activity; not employment reference period
Unit: see definition- Classification
classification ISCO08 or UK SOC2020 destination taxonomy
Unit: see definition- SOC code
soc_code Soc code; see dataset notes and source columns
Unit: see definition- Occupation title
occupation_title Official destination label where available
Unit: see definition- Employment type
employment_type Employment type; see dataset notes and source columns
Unit: see definition- Employment persons
employment_persons Employment persons; see dataset notes and source columns
Unit: see definition- Source status x
source_status_x Source status x; see dataset notes and source columns
Unit: see definition- Source status name
source_status_name Source status name; see dataset notes and source columns
Unit: see definition- Ci95 half width persons
ci95_half_width_persons Ci95 half width persons; see dataset notes and source columns
Unit: see definition- Ci source status
ci_source_status Ci source status; see dataset notes and source columns
Unit: see definition- Source file
source_file Source file; see dataset notes and source columns
Unit: see definition- Population
population Population; see dataset notes and source columns
Unit: see definition- Median hourly pay excl overtime gbp
median_hourly_pay_excl_overtime_gbp Median hourly pay excl overtime gbp; see dataset notes and source columns
Unit: see definition- Median flag
median_flag Median flag; see dataset notes and source columns
Unit: see definition- Mean hourly pay excl overtime gbp
mean_hourly_pay_excl_overtime_gbp Mean hourly pay excl overtime gbp; see dataset notes and source columns
Unit: see definition- Mean flag
mean_flag Mean flag; see dataset notes and source columns
Unit: see definition- Country code
country ISO3 country or area attached to source activity; not worker residence verified by this project
Unit: see definition- Usage month
usage_month Usage month; see dataset notes and source columns
Unit: see definition- Route
route Allocation scenario: equal_all is primary; exact_narrow, exact_only and UK lexical_all are sensitivity alternatives
Unit: see definition- Usage share pct
usage_share_pct Allocated published activity as a percentage of original country consumer usage; not a workforce adoption rate
Unit: percent of original country usage- Mapping low pct
mapping_low_pct Smallest group allocation across any source-level split among the selected scenario candidates; conditional on published rows
Unit: percent of original country usage- Mapping high pct
mapping_high_pct Largest group allocation across any source-level split among selected candidates; marginal bounds are not jointly attainable or confidence intervals
Unit: percent of original country usage- Source status y
source_status_y Source status y; see dataset notes and source columns
Unit: see definition- Predictor available date
predictor_available_date Public source release date; fixes the earliest feasible public-data forecast origin
Unit: see definition- Timing
timing Timing; see dataset notes and source columns
Unit: see definition
Technical provenance and reuse terms
Primary key: soc_code,year,usage_month,route
Source table: outputs/allocation/uk-usage-employment-pay-panel.csv
SHA-256: 070a3081ce1781c7e5a0745f5e1e94356dd6b1df3c9e0db586b5898621b1ea55
Source attribution and reuse terms · Machine-readable manifest