Data set from Graduate labour market outcomes (LEO)

Outcomes and earnings data

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The primary dataset for the LEO graduate and postgraduate outcomes publication, containing employment outcomes and earnings of graduates by qualification level, subject studied and graduate characteristics.

Data set details

Theme
Higher education
Publication
Graduate labour market outcomes (LEO)
Release type
Number of rows
187,487
Geographic levels
National
Indicators
  • Activity not captured
  • Further study with or without sustained employment
  • Graduates
  • Graduates included in earnings figures
  • Graduates included in outcomes calculation
  • Lower quartile of earnings of graduates
  • Matched graduates
  • Median earnings of graduates
  • No sustained destination
  • Overseas graduates
  • Sustained employment further study or both
  • Sustained employment only
  • Sustained employment with or without further study
  • Unmatched graduates
  • Upper quartile of earnings of graduates
Filters
  • Age band at start of study
  • Domicile
  • Ethnicity
  • Free school meal status
  • Graduate sex
  • Local area HE participation grouping
  • Prior attainment level
  • Provider type
  • Qualification level
  • Region after HE study
  • Region prior to HE study
  • Study mode
  • Subject studied
  • Term time residence
  • Years after graduation
Time period
2016-17 to 2022-23

Data set preview

Table showing first 5 rows, from underlying data
time_periodtime_identifiergeographic_levelcountry_codecountry_nameregion_code_currentregion_name_currentacademic_yearYAGqualification_levelcountry_of_domicile_groupedsexsubject_nameethnicity_majorethnicity_minorinst_typestudy_modeage_bandPOLAR4prior_attainmentFSMregion_name_originresidencegradsgrads_ukunmatched_percentoverseas_percentmatchedactivity_not_capturedno_sust_destsust_emp_onlysust_emp_with_or_without_fssust_emp_fs_or_bothfs_with_or_without_sust_empearnings_includeearnings_LQearnings_medianearnings_UQ
202021Tax yearNationalK02000001United KingdomTotalTotal2014/20155 YAGLevel 7 (taught)UKFemaleTotalTotalTotalTotalTotalTotalTotalTotalTotalTotalTotal626506094032.7591057.43.677.887.689.111.344135234003280042000
202021Tax yearNationalK02000001United KingdomTotalTotal2018/20191 YAGLevel 7 (taught)UKFemaleTotalTotalTotalTotalTotalTotalTotalTotalTotalTotalTotal80215788502.21.7770904.94.575.788.290.714.956735212002660036100
202021Tax yearNationalK02000001United KingdomTotalTotal2018/20191 YAGLevel 7 (taught)UKMaleTotalTotalTotalTotalTotalTotalTotalTotalTotalTotalTotal49485483252.22.3472506.35.573.184.988.215.133220223002920043400
201920Tax yearNationalK02000001United KingdomTotalTotal2013/20145 YAGLevel 7 (taught)UKFemaleTotalTotalTotalTotalTotalTotalTotalTotalTotalTotalTotal64590625853.53.1603807.73.778.387.388.610.345410220003180040600
201617Tax yearNationalK02000001United KingdomTotalTotal2014/20151 YAGLevel 7 (taught)UKFemaleTotalTotalTotalTotalTotalTotalTotalTotalTotalTotalTotal62645618002.91.4600354.53.875.189.491.716.643705204002450033600

Variables in this data set

Table showing all 30 variables
Variable nameVariable description
activity_not_capturedActivity not captured
age_bandAge band at start of study - Filter by Age band at start of study
country_of_domicile_groupedDomicile - Filter by Domicile
earnings_includeGraduates included in earnings figures
earnings_LQLower quartile of earnings of graduates
earnings_medianMedian earnings of graduates
earnings_UQUpper quartile of earnings of graduates
ethnicity_minorEthnicity - Filter by Ethnicity
fs_with_or_without_sust_empFurther study with or without sustained employment
FSMFree school meal status - Filter by Free school meal status
gradsGraduates
grads_ukGraduates included in outcomes calculation
inst_typeProvider type - Filter by Provider type
matchedMatched graduates
no_sust_destNo sustained destination
overseas_percentOverseas graduates
POLAR4Local area HE participation grouping - Filter by Local area HE participation grouping
prior_attainmentPrior attainment level - Filter by Prior attainment level
qualification_levelQualification level - Filter by Qualification level
region_name_currentRegion after HE study - Filter by Region after HE study
region_name_originRegion prior to HE study - Filter by Region prior to HE study
residenceTerm time residence - Filter by Term time residence
sexGraduate sex - Filter by Graduate sex
study_modeStudy mode - Filter by Study mode
subject_nameSubject studied - Filter by Subject studied
sust_emp_fs_or_bothSustained employment further study or both
sust_emp_onlySustained employment only
sust_emp_with_or_without_fsSustained employment with or without further study
unmatched_percentUnmatched graduates
YAGYears after graduation - Filter by Years after graduation

Footnotes

  1. Free school meals (FSM) status is based on the school census records at any point between school years 6 and 11.
  2. Prior attainment is defined by UCAS points achieved at A level. Three A/A* grades are equivalent to 360 points, while 180 points is equivalent to three D grades. A further explanation of prior attainment breakdowns, and a table of UCAS points and grade equivalents can be found in the methodology. 
  3. POLAR (participation of local areas) classifies local areas into quintiles based on the proportion of 18 year olds who enter higher education at age 18 or 19. Graduates from POLAR quintile 1 are from areas with the lowest rate of progression into higher education and graduates from POLAR quintile 5 are from areas with the highest rate of progression. POLAR is an indicator of the relative deprivation of a geographical area. For more information on POLAR, please see the methodology document. 
  4. In contrast to the UK domiciled section of this release, which uses matched graduates, employment and/or further study outcomes for international graduates are calculated as a percentage of all graduates, excluding only those identified by DWP/HMRC or SLC as permanently living overseas.

Using this data

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Download this data using code

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Example code

Python
import pandas as pd

pd.read_csv("https://explore-education-statistics.service.gov.uk/data-catalogue/data-set/8665d750-93c9-4d2b-a94f-c47fd2a495c7/csv")
R
read.csv("https://explore-education-statistics.service.gov.uk/data-catalogue/data-set/8665d750-93c9-4d2b-a94f-c47fd2a495c7/csv")

Contact us

If you have a specific enquiry about Outcomes and earnings data statistics and data:

Higher Education Graduate Outcomes Analysis

Email: he.leo@education.gov.uk
Contact name: Amy Wilson