Unscaled unweighted occupation demand
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This file contains demand indicators used in determining occupations in demand before weighting and scaling.
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Data set details
- Theme
- Labour market and skills
- Publication
- Occupations in demand
- Release
- Calendar year 2024
- Release type
- Geographic levels
- National
- Indicators
- Visa application density
- Skills shortage vacancy density
- Online job advert density
- Filters
- SOC20
- SOC20 Description
- Demand type
- Time period
- 2024
Data set preview
| SOC20 | SOC_description | visa_application_density | skills_shortage_vacancy_density | online_job_ad_density | annual_change_in_hourly_wage | wage_premium | annual_change_in_hours_worked | annual_change_in_contract_temp_workers | demand_level | hourly_wage | cluster | employees | skill_level | shortage_occupation_list | construction | STEM | count | percent | demand_level_percent | imputed_indicators | missing_indicators | time_period | time_identifier | geographic_level | country_code | country_name |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Total | Total | 0.500229264185534 | 37.1542127323089 | 34.2835410550799 | -0.328061741202262 | -0.0198346115718994 | -0.04461533245743 | -0.0901284146307656 | Total | 17.3474223602484 | Total | 32746800 | Total | Total | Total | Total | 412 | 100 | 100 | 275 | 108 | 2024 | Reporting year | National | K02000001 | United Kingdom |
| 1111 | Total | 1.23210352422907 | x | 8.28361177406523 | -0.936155276172876 | 0.442589216045063 | 0.826136748263224 | -1.36566255686447 | Total | 41.98 | Total | 116100 | Total | Total | Total | Total | 1 | 0.354538458719631 | 0.354538458719631 | 0 | 1 | 2024 | Reporting year | National | K02000001 | United Kingdom |
| 1112 | Total | x | x | x | -1.23815898783071 | 0.400172587193152 | 0.891250500310676 | -0.753889889542327 | Total | x | Total | 10800 | Total | Total | Total | Total | 1 | 0.032980321741361 | 0.032980321741361 | 4 | 3 | 2024 | Reporting year | National | K02000001 | United Kingdom |
| 1121 | Total | 0.184247411082954 | 47.2495238371411 | 21.0792714837586 | 1.28359675825228 | 0.000289054894077267 | 0.393462909052126 | 0.133915185698425 | Total | 24.95 | Total | 270400 | Total | Total | Total | Total | 1 | 0.825729536931853 | 0.825729536931853 | 0 | 0 | 2024 | Reporting year | National | K02000001 | United Kingdom |
| 1122 | Total | 0.201875790128605 | 36.7096708873542 | 28.666598688012 | -0.328239115610916 | -0.0947966127918694 | 0.435304092160578 | -0.160503950621993 | Total | 23.68 | Total | 162200 | Total | Total | Total | Total | 1 | 0.495315572819329 | 0.495315572819329 | 0 | 0 | 2024 | Reporting year | National | K02000001 | United Kingdom |
Variables in this data set
| Variable name | Variable description |
|---|---|
| annual_change_in_contract_temp_workers | Annual change in contract or temporary workers |
| annual_change_in_hourly_wage | Annual change in hourly wage |
| annual_change_in_hours_worked | Annual change in hours worked |
| cluster | Occupation group - Filter by occupation cluster groups |
| construction | Occupation is in construction - Filter by construction occupations |
Footnotes
- Some occupations from ONS’ job advert statistics were excluded from this analysis since the relative occupational distribution compared with annual population survey occupational data were judged in some cases to be relatively atypical. ONS plan to continue improving their statistics, including with an enhanced SOC allocation process, which may trigger revisions of the occupations excluded in future.
- Only occupations which did not have any missing demand indicator data and were not otherwise excluded from the analysis were included in the clustering analysis, 268 out of 412 occupations.
- Only four occupations were grouped into group 1. These occupations were grouped together because visa application density was their main demand indicator and this indicator was much higher than seen in all other occupations, indicating these occupations may react strongly to changes to visa rules.
- Proportions may not sum to 100% due to rounding.
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