Data set from Graduate labour market outcomes (LEO)

Underlying data

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Description Underlying data file for LEO: Graduate and postgraduate outcomes publication Coverage Employment and earnings outcomes for UK domiciled graduates of English Higher Education providers, one, three, five and ten years after graduation (YAG), 2014/15 to 2020/21 tax years. File formats and conventions Format Files are Comma Separated Value (CSV) Conventions - Earnings figures are rounded to the nearest £100 - Employment outcome percentages are rounded to the nearest 0.1% - All populations are rounded to the nearest 5 full-person equivalent (FPE) individuals - c = data has been supressed due to small numbers. z = there is no result (N/A)

Data set details

Theme
Higher education
Publication
Graduate labour market outcomes (LEO)
Release type
Number of rows
189,301
Geographic levels
National, Regional
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 broad
  • Ethnicity broad (with Chinese)
  • Ethnicity detailed
  • Free school meal status
  • Graduate sex
  • Local area HE participation grouping
  • Prior attainment level
  • Provider type
  • Qualification level
  • Region prior to HE study
  • Study mode
  • Subject studied
  • Term time residence
  • Years after graduation
Time period
2014-15 to 2020-21

Data set preview

Table showing first 5 rows, from underlying data
time_periodtime_identifiergeographic_levelcountry_codecountry_nameregion_nameregion_codeacademic_yearYAGqualification_leveldomicilesexsubject_nameethnicityethnicity_with_chineseethnicity_detailedinst_typestudy_modeage_bandPOLAR4prior_attainmentFSMhome_regionresidencegradsgrads_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
201415Tax yearNationalK03000001Great Britain2003/200410 YAGFirst-degreeUKFemale + maleTotalTotalTotalTotalTotalTotalTotalTotalTotalTotalTotalTotal2145602072405.13.41965809.64.38085.486.16.2147985190003030041200
201415Tax yearNationalK03000001Great Britain2003/200410 YAGLevel 7 (research)UKFemale + maleTotalTotalTotalTotalTotalTotalTotalTotalTotalTotalTotalTotal152014458.24.7133013.64.472.880.7829.2895219003500047800
201415Tax yearNationalK03000001Great Britain2003/200410 YAGLevel 7 (taught)UKFemale + maleTotalTotalTotalTotalTotalTotalTotalTotalTotalTotalTotalTotal938259010512.147921011.13.878.684.285.16.557895201003390046000
201415Tax yearNationalK03000001Great Britain2003/200410 YAGLevel 8UKFemale + maleTotalTotalTotalTotalTotalTotalTotalTotalTotalTotalTotalTotal7865745513.25.2646515.7376.480.681.34.94605288004160055500
201415Tax yearNationalK03000001Great Britain2008/20095 YAGFirst-degreeUKFemale + maleTotalTotalTotalTotalTotalTotalTotalTotalTotalTotalTotalTotal2415252354652.52.52296256.74.977.186.688.411.3169290175002520032800

Variables in this data set

Table showing all 31 variables
Variable nameVariable description
activity_not_capturedActivity not captured
age_bandAge band at start of study - Filter by Age band at start of study
domicileDomicile - 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
ethnicityEthnicity broad - Filter by Ethnicity broad
ethnicity_detailedEthnicity detailed - Filter by Ethnicity detailed
ethnicity_with_chineseEthnicity broad (with Chinese) - Filter by Ethnicity broad (with Chinese)
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
home_regionRegion prior to HE study - Filter by Region prior to HE study
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
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. All populations are rounded to the nearest 5 full-person equivalent (FPE) individuals
  2. Employment outcome percentages are rounded to the nearest 0.1%
  3. Earnings figures are rounded to the nearest £100
  4. Prior attainment defined by UCAS points achieved at A level.
  5. POLAR quintile ranges from 1 (most disadvantaged) to 5 (most advantaged)
  6. In contrast to the UK domicile section of this release, which looks at matched graduates only, 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.
  7. c = data has been supressed due to small numbers. z = there is no result (N/A)
  8. In the 2020/21 tax year, 1 YAG (one year after graduation) relates to those who graduated in the 2018/19 academic year, 3 YAG to graduates in 2016/17, 5 YAG to graduates in 2014/15 and 10 YAG to graduates in 2009/10.
  9. Free school meals (FSM) eligibility is based on the school census records at any point between school years 6 and 11.

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import pandas as pd

pd.read_csv("https://explore-education-statistics.service.gov.uk/data-catalogue/data-set/533e65df-9f0d-4d3a-af30-54ea412dd982/csv")
R
read.csv("https://explore-education-statistics.service.gov.uk/data-catalogue/data-set/533e65df-9f0d-4d3a-af30-54ea412dd982/csv")

Contact us

If you have a specific enquiry about Underlying data statistics and data:

Higher Education Graduate Outcomes Analysis

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