Data set from Graduate labour market outcomes (LEO)

Outcomes and earnings data

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The primary dataset for the Graduate and Postgraduate Labour Market Outcomes (LEO), 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
281,343
Geographic levels
National
Indicators
  • Lower quartile of earnings of graduates
  • Median earnings of graduates
  • Upper quartile of earnings of graduates
  • Sustained employment further study or both
  • Sustained employment only
  • Further study with or without sustained employment
  • Sustained employment with or without further study
  • No sustained destination
  • Activity not captured
  • Overseas graduates
  • Unmatched graduates
  • Graduates
  • Graduates included in earnings figures
  • Graduates included in outcomes calculation
  • Matched graduates
Filters
  • Years after graduation
  • Qualification level
  • Domicile
  • Provider nation
  • Provider type
  • Subject studied
  • Graduate sex
  • Ethnicity
  • Prior attainment level
  • Income Deprivation Affecting Children Index
  • Age band at start of study
  • Study mode
  • Term time residence
  • Region after HE study
  • Region prior to HE study
  • Free school meal status
  • Local area HE participation grouping
Time period
2017-18 to 2023-24

Data set preview

Table showing first 5 rows, from underlying data
time_periodtime_identifiergeographic_levelcountry_codecountry_nameprovider_nationregion_code_currentregion_name_currentacademic_yearYAGqualification_levelcountry_of_domicile_groupednation_of_domicilesexsubject_nameethnicity_majorethnicity_minorinst_typestudy_modeage_bandPOLAR4prior_attainmentFSMIDACIregion_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
201920Tax yearNationalK02000001United KingdomEnglandTotalTotal2008/200910 YAGLevel 7 (taught)UKTotalMaleTotalTotalTotalTotalTotalTotalTotalTotalTotalTotalTotalTotal36180342505.65.33234012.23.578.583.584.35.723820285004200061100
202021Tax yearNationalK02000001United KingdomEnglandTotalTotal2018/20191 YAGLevel 7 (research)UKTotalMaleTotalTotalTotalTotalTotalTotalTotalTotalTotalTotalTotalTotal124012001.13119054.449.376.790.741.3555215002940041600
202122Tax yearNationalK02000001United KingdomEnglandTotalTotal2017/20183 YAGLevel 7 (taught)UKTotalMaleTotalTotalTotalTotalTotalTotalTotalTotalTotalTotalTotalTotal483454681023.2458906.74.37586.68914.133085266003580051800
202122Tax yearNationalK02000001United KingdomEnglandTotalTotal2015/20165 YAGLevel 7 (taught)UKTotalMaleTotalTotalTotalTotalTotalTotalTotalTotalTotalTotalTotalTotal39990384253.13.9372308.83.776.385.887.511.227235303004090058400
202021Tax yearNationalK02000001United KingdomEnglandTotalTotal2009/201010 YAGLevel 7 (taught)UKTotalFemaleTotalTotalTotalTotalTotalTotalTotalTotalTotalTotalTotalTotal58770566657.63.65234010.53.979.584.885.66.138965201003320044500

Variables in this data set

Table showing all 32 variables
Variable nameVariable description
activity_not_capturedActivity not captured
age_bandAge band at start of study - Filter by Age band at start of study
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
IDACIIncome Deprivation Affecting Children Index - Filter by Income Deprivation Affecting Children Index
inst_typeProvider type - Filter by Provider type
matchedMatched graduates
nation_of_domicileDomicile - Filter by Domicile
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
provider_nationProvider nation - Filter by Provider nation
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. In contrast to the UK domiciled sections 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.
  2. Free school meals (FSM) status is based on the school census records at any point between school years 6 and 11.
  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. Prior attainment refers to attainment at GCSE level, split into five quintiles with roughly equal numbers of individuals in each. Average equivalent GCSE grades for each quintile, based on the top eight grades for each individual, are: Quintile 1 is an average of 4Cs and 1E, quintile 2 is 8Cs, quintile 3 is 4Bs and 4Cs, quintile 4 is 8Bs, quintile 5 is an average of 4A*s and 4As.
  5. IDACI (Income Deprivation Affecting Children Index) score measures a graduate's level of deprivation up to age 15 based on area of residence. IDACI scores are grouped in to quintiles, with quintile 1 being the highest level  of deprivation and quintile 5 the lowest level.

Using this data

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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/1c83f868-850f-438a-96ba-8f0758ba577b/csv")
R
read.csv("https://explore-education-statistics.service.gov.uk/data-catalogue/data-set/1c83f868-850f-438a-96ba-8f0758ba577b/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