Graduate outcomes (LEO)
Tax year 2018-19

Description

Underlying data files for Graduate Outcomes (LEO) publication

Coverage

Employment and earnings outcomes for graduates of English Higher Education Institutions (HEIs), Alternative Providers (APs) and Further Education Colleges (FECs), one, three, five and ten years after graduation (YAG), 2014/15 to 2018/19 tax year. UK domiciled and International (EU and non-EU domiciled) outcomes are separated.

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 files

Full Cycle Movement Underlying Data 1819

Filename: mar21_ees_full_cycle_movement_data_1819.csv
Geographic levels: National; Regional
Time period: 2018-19
Content summary: Description

Underlying data file for full cycle movement section of Graduate Outcomes (LEO) publication

Coverage

Graduate populations of UK domiciled graduates of English Higher Education Institutions (HEIs), Alternative Providers (APs) and Further Education Colleges (FECs), one, three, five and ten years after graduation (YAG), 2018/19 tax year.

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)

Variable names and descriptions for this file are provided below:

Variable name      |  Variable description
-----------------  |  -------------------------------------------------------------------
FSM                |  FSM status - Filter by free school meal status
grads              |  Number of graduates
matched            |  Number of matched graduates
migration1         |  Migration to univeristy - Filter by migration to university
migration2         |  Migration from univeristy - Filter by migration from university
overseas_percent   |  percent of graduates that are overseas
POLAR3             |  POLAR deprivation measure - Filter by POLAR3 deprivation measure
prop_overall       |  Proportion of graduates
selective_status   |  Selective status - Filter by selective status
unmatched_percent  |  Unmatched graduates
YAG                |  Years after graduation - Filter by number of years after graduation

Footnotes:

1. POLAR quintile ranges from 1 (most disadvantaged) to 5 (most advantaged)
2. In the 2018/19 tax year, 1 YAG (one year after graduation) relates to those who graduated in the 2016/17 academic year, 3 YAG to graduates in 2014/15, 5 YAG to graduates in 2012/13 and 10 YAG to graduates in 2007/08.


Headline Figures

Filename: headline_figures_1819.csv
Geographic levels: National
Time period: 2018-19
Content summary: Description

Underlying data used for headline figures of Graduate Outcomes (LEO) publication

Coverage

Headline employment and earnings outcomes for UK, EU and non-EU domiciled graduates of English Higher Education Institutions (HEIs), Alternative Providers (APs) and Further Education Colleges (FECs), one, three, five and ten years after graduation (YAG), 2014/15 to 2018/19 tax year.

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)

Variable names and descriptions for this file are provided below:

Variable name     |  Variable description
----------------  |  ------------------------------------------------------------------------------------
eu_median         |  EU domiciled median graduate earnings five years after graduation
gender_gap        |  Female median earnings lower than male five years after graduation by
median_nominal    |  Median graduate earnings five years after graduation
median_rte        |  Real terms median earnings five years after graduation
non_eu_median     |  Non-EU domiciled median graduate earnings five years after graduation
sust_emp_fs_both  |  Graduates in sustained employment, further study or both five years after graduation


Industry data - 3 digit level

Filename: tables_data_3digit_ees.csv
Geographic levels: National
Time period: 2018-19
Content summary: Description

Underlying data file for graduate industry tables up to the 3-digit SIC code level.

Coverage

Graduate populations of UK domiciled graduates of English Higher Education Institutions (HEIs), Alternative Providers (APs) and Further Education Colleges (FECs), one, three, five and ten years after graduation (YAG), 2018/19 tax year.

File formats and conventions

Format

Files are Comma Separated Value (CSV)

Conventions

- 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)

Variable names and descriptions for this file are provided below:

Variable name     |  Variable description
----------------  |  --------------------------------------------------------------------------------
count             |  Number of graduates
current_region    |  Current region - Filter by current region of residence
earnings_median   |  Median earnings
ethnicity         |  Ethnicicty broad - Filter by Ethnicity broad
FSM               |  Free school meal status - Filter by Free school meal status
group_name        |  Industry section group - Filter by Industry section group of graduate employment
prior_attainment  |  Prior attainment level - Filter by Prior attainment level
qualification_TR  |  Qualification level - Filter by Qualification level
SECTIONNAME       |  Industry section - Filter by Industry section of graduate employment
sex               |  Graduate sex - Filter by Graduate sex
subject_name      |  Subject studied - Filter by Subject studied
YAG               |  Years after graduation - Filter by Years after graduation

Footnotes:

1. Earnings figures are rounded to the nearest £100
2. All populations are rounded to the nearest 5 full-person equivalent (FPE) individuals
3. c = data has been supressed due to small numbers. z = there is no result (N/A)


Industry data - industry flow 1-3 YAG

Filename: industry_flow_data_1_3_yag_ees.csv
Geographic levels: National
Time period: 2012/13
Content summary: Description

Underlying data file for graduate industry flow analysis in the dashboard.

Coverage

2012/13 academic year graduates of English Higher Education Institutions (HEIs), Alternative Providers (APs) and Further Education Colleges (FECs), one, and three years after graduation (YAG).

File formats and conventions

Format

Files are Comma Separated Value (CSV)

Conventions

- 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)

Variable names and descriptions for this file are provided below:

Variable name     |  Variable description
----------------  |  -----------------------------------------------------------------------------------------------------------------------------------
count             |  Number of graduates
industry_1_yag    |  Graduate industry of employment one year after graduation - Filter by Graduate industry of employment one year after graduation
industry_3_yag    |  Graduate industry of employment three year after graduation - Filter by Graduate industry of employment three year after graduation
qualification_TR  |  Qualification level - Filter by Qualification level
sex               |  Graduate sex - Filter by Graduate sex
subject_name      |  Subject studied - Filter by Subject studied

Footnotes:

1. All populations are rounded to the nearest 5 full-person equivalent (FPE) individuals
2. c = data has been supressed due to small numbers. z = there is no result (N/A)


Industry data - industry flow 3-5 YAG

Filename: industry_flow_data_3_5_yag_ees.csv
Geographic levels: National
Time period: 2012/13
Content summary: Description

Underlying data file for graduate industry flow analysis in the dashboard.

Coverage

2012/13 academic year graduates of English Higher Education Institutions (HEIs), Alternative Providers (APs) and Further Education Colleges (FECs), three and five years after graduation (YAG).

File formats and conventions

Format

Files are Comma Separated Value (CSV)

Conventions

- 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)

Variable names and descriptions for this file are provided below:

Variable name     |  Variable description
----------------  |  -----------------------------------------------------------------------------------------------------------------------------------
count             |  Number of graduates
industry_3_yag    |  Graduate industry of employment three year after graduation - Filter by Graduate industry of employment three year after graduation
industry_5_yag    |  Graduate industry of employment five year after graduation - Filter by Graduate industry of employment five year after graduation
qualification_TR  |  Qualification level - Filter by Qualification level
sex               |  Graduate sex - Filter by Graduate sex
subject_name      |  Subject studied - Filter by Subject studied

Footnotes:

1. All populations are rounded to the nearest 5 full-person equivalent (FPE) individuals
2. c = data has been supressed due to small numbers. z = there is no result (N/A)


Industry data - regional

Filename: regional_map_data.csv
Geographic levels: Regional
Time period: 2018-19
Content summary: Description

Underlying data file for graduate industry regional analysis in the dashboard.

Coverage

Graduate populations of UK domiciled graduates of English Higher Education Institutions (HEIs), Alternative Providers (APs) and Further Education Colleges (FECs), one, three, five and ten years after graduation (YAG), 2018/19 tax year.

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)

Variable names and descriptions for this file are provided below:

Variable name        |  Variable description
-------------------  |  ---------------------------------------------------------------------------------------
difference           |  Difference in number of graduates who studied in and are currently living in the region
difference_prop      |  The difference as a proportion
earnings_median      |  Median earnings of the graduates currently living in the region
living_in_region     |  Number of graduates currently living in region
number_of_providers  |  Number of providers for the combination of subject studied and industry
qualification_TR     |  Qualification level - Filter by Qualification level
SECTIONNAME          |  Industry section - Filter by Industry section of graduate employment
subject_name         |  Subject studied - Filter by Subject studied
trained_in_region    |  Number of graduates that studied in region
YAG                  |  Years after graduation - Filter by Years after graduation

Footnotes:

1. Earnings figures are rounded to the nearest £100
2. All populations are rounded to the nearest 5 full-person equivalent (FPE) individuals
3. c = data has been supressed due to small numbers. z = there is no result (N/A)


Industry data - regional movement

Filename: regional_movement_data.csv
Geographic levels: National
Time period: 2018-19
Content summary: Description

Underlying data file for graduate industry regional analysis in the dashboard.

Coverage

Graduate populations of UK domiciled graduates of English Higher Education Institutions (HEIs), Alternative Providers (APs) and Further Education Colleges (FECs), one, three, five and ten years after graduation (YAG), 2018/19 tax year.

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)

Variable names and descriptions for this file are provided below:

Variable name     |  Variable description
----------------  |  -------------------------------------------------------------------------------------------------------
count             |  Number of graduates
current_region    |  Graduates' current reigon of residence - Filter by Graduate current region of residence
inst_region       |  Graduates' higher education institution region - Filter by Graduate higher education institution region
qualification_TR  |  Qualification level - Filter by Qualification level
SECTIONNAME       |  Industry section - Filter by Industry section of graduate employment
subject_name      |  Subject studied - Filter by Subject studied
YAG               |  Years after graduation - Filter by Years after graduation

Footnotes:

1. All populations are rounded to the nearest 5 full-person equivalent (FPE) individuals
2. c = data has been supressed due to small numbers. z = there is no result (N/A)


International Domicile Underlying Data 1819

Filename: underlying_data_1819_int_dom_ees_long.csv
Geographic levels: National
Time period: 2014-15 to 2018-19
Content summary: Description

Underlying data file for international section of Graduate Outcomes (LEO) publication

Coverage

Employment and earnings outcomes for countries with top 20 largest graduate cohort (2016/17 academic year) of English Higher Education Institutions (HEIs), Alternative Providers (APs) and Further Education Colleges (FECs), one, three and five years after graduation (YAG), 2014/15 to 2018/19 tax year.

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)

Variable names and descriptions for this file are provided below:

Variable name                |  Variable description
---------------------------  |  -------------------------------------------------------------------
activity_not_captured        |  Activity not captured
country                      |  Country name - Filter by Country name
domicile                     |  Domicile - Filter by Domicile
earnings_include             |  Graduates included in earnings figures
earnings_LQ                  |  Lower quartile of earnings of graduates
earnings_median              |  Median earnings of graduates
earnings_UQ                  |  Upper quartile of earnings of graduates
fs_with_or_without_sust_emp  |  Further study with or without sustained employment
grads                        |  Graduates
grads_uk                     |  Graduates included in outcomes calculation
matched                      |  Matched graduates
no_sust_dest                 |  No sustained destination
overseas_percent             |  Overseas graduates
sex                          |  Graduate sex - Filter by sex of graduates
sust_emp_fs_or_both          |  Sustained employment further study or both
sust_emp_only                |  Sustained employment only
sust_emp_with_or_without_fs  |  Sustained employment with or without further study
unmatched_percent            |  Unmatched graduates
YAG                          |  Years after graduation - Filter by number of years after graduation

Footnotes:

1. Earnings figures are rounded to the nearest £100
2. All populations are rounded to the nearest 5 full-person equivalent (FPE) individuals
3. c = data has been supressed due to small numbers. z = there is no result (N/A)
4. In the 2018/19 tax year, 1 YAG (one year after graduation) relates to those who graduated in the 2016/17 academic year, 3 YAG to graduates in 2014/15, 5 YAG to graduates in 2012/13 and 10 YAG to graduates in 2007/08.
5. Employment outcome percentages are rounded to the nearest 0.1%


International Underlying Data 1819

Filename: underlying_data_1819_int_ees_long.csv
Geographic levels: National
Time period: 2014-15 to 2018-19
Content summary: Description

Underlying data file for international section of Graduate Outcomes (LEO) publication

Coverage

Employment and earnings outcomes for EU and non-EU domiciled graduates of English Higher Education Institutions (HEIs), Alternative Providers (APs) and Further Education Colleges (FECs), one, three, five and ten years after graduation (YAG), 2014/15 to 2018/19 tax year.

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)

Variable names and descriptions for this file are provided below:

Variable name                |  Variable description
---------------------------  |  -------------------------------------------------------------------
activity_not_captured        |  Activity not captured
domicile                     |  Domicile - Filter by Domicile
earnings_include             |  Graduates included in earnings figures
earnings_LQ                  |  Lower quartile of earnings of graduates
earnings_median              |  Median earnings of graduates
earnings_UQ                  |  Upper quartile of earnings of graduates
fs_with_or_without_sust_emp  |  Further study with or without sustained employment
grads                        |  Graduates
grads_uk                     |  Graduates included in outcomes calculation
matched                      |  Matched graduates
no_sust_dest                 |  No sustained destination
overseas_percent             |  Overseas graduates
sex                          |  Graduate sex - Filter by sex of graduates
subject_name                 |  Subject studied - Filter by degree subject
sust_emp_fs_or_both          |  Sustained employment further study or both
sust_emp_only                |  Sustained employment only
sust_emp_with_or_without_fs  |  Sustained employment with or without further study
unmatched_percent            |  Unmatched graduates
YAG                          |  Years after graduation - Filter by number of years after graduation

Footnotes:

1. Earnings figures are rounded to the nearest £100
2. All populations are rounded to the nearest 5 full-person equivalent (FPE) individuals
3. c = data has been supressed due to small numbers. z = there is no result (N/A)
4. In the 2018/19 tax year, 1 YAG (one year after graduation) relates to those who graduated in the 2016/17 academic year, 3 YAG to graduates in 2014/15, 5 YAG to graduates in 2012/13 and 10 YAG to graduates in 2007/08.
5. Employment outcome percentages are rounded to the nearest 0.1%


Regional Underlying data 1819

Filename: mar21_ees_current_region_home_region_1819.csv
Geographic levels: Regional
Time period: 2018-19
Content summary: Description

Underlying data file for current region section of Graduate Outcomes (LEO) publication

Coverage

Employment and earnings outcomes for UK domiciled graduates of English Higher Education Institutions (HEIs), Alternative Providers (APs) and Further Education Colleges (FECs), one, three, five and ten years after graduation (YAG), 2018/19 tax year.

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)

Variable names and descriptions for this file are provided below:

Variable name                |  Variable description
---------------------------  |  -------------------------------------------------------------------------------------
activity_not_captured        |  Activity not captured
earnings_include             |  Number of Graduates included in earnings figures
earnings_LQ                  |  Lower quartile of earnings of graduates
earnings_median              |  Median earnings of graduates
earnings_UQ                  |  Upper quartile of earnings of graduates
grads                        |  Number of graduates
grads_uk                     |  Number of graduates in the UK
matched                      |  Number of matched graduates
no_sust_dest                 |  No sustained destination
overseas_percent             |  percent of graduates that are overseas
region_flag                  |  Choose home region or current region - Filter by either home region or current region
sust_emp_fs_or_both          |  Sustained employment further study or both
sust_emp_only                |  Sustained employment only
sust_emp_with_or_without_fs  |  Sustained employment with or without further study
unmatched_percent            |  Unmatched graduates
YAG                          |  Years after graduation - Filter by number of years after graduation

Footnotes:

1. All populations are rounded to the nearest 5 full-person equivalent (FPE) individuals
2. In the 2018/19 tax year, 1 YAG (one year after graduation) relates to those who graduated in the 2016/17 academic year, 3 YAG to graduates in 2014/15, 5 YAG to graduates in 2012/13 and 10 YAG to graduates in 2007/08.
3. Employment outcome percentages are rounded to the nearest 0.1%


Underlying data 1819 National

Filename: underlying_data_1819_ees_long_v4.csv
Geographic levels: National
Time period: 2014-15 to 2018-19
Content summary: Description

Underlying data file for Graduate Outcomes (LEO) publication

Coverage

Employment and earnings outcomes for UK domiciled graduates of English Higher Education Institutions (HEIs), Alternative Providers (APs) and Further Education Colleges (FECs), one, three, five and ten years after graduation (YAG), 2014/15 to 2018/19 tax year.

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)

Variable names and descriptions for this file are provided below:

Variable name                |  Variable description
---------------------------  |  -------------------------------------------------------------------------------------
activity_not_captured        |  Activity not captured
age_band                     |  Age band at start of study - Filter by Age band at start of study
current_region               |  Current region - Filter by Current region
earnings_include             |  Graduates included in earnings figures
earnings_LQ                  |  Lower quartile of earnings of graduates
earnings_median              |  Median earnings of graduates
earnings_UQ                  |  Upper quartile of earnings of graduates
ethnicity                    |  Ethnicity broad - Filter by Ethnicity broad
ethnicity_detailed           |  Ethnicity detailed - Filter by Ethnicity detailed
ethnicity_with_chinese       |  Ethnicity broad (with Chinese) - Filter by Ethnicity broad (with Chinese)
fs_with_or_without_sust_emp  |  Further study with or without sustained employment
FSM                          |  Free school meal status - Filter by Free school meal status
grads                        |  Graduates
grads_uk                     |  Graduates included in outcomes calculation
home_region                  |  Region prior to HE study - Filter by Region prior to HE study
inst_type                    |  Provider type - Filter by Provider type
matched                      |  Matched graduates
no_sust_dest                 |  No sustained destination
overseas_percent             |  Overseas graduates
POLAR3                       |  Local area HE participation grouping - Filter by Local area HE participation grouping
prior_attainment             |  Prior attainment level - Filter by Prior attainment level
residence                    |  Term time residence - Filter by Term time residence
sex                          |  Graduate sex - Filter by Graduate sex
study_mode                   |  Study mode - Filter by Study mode
subject_name                 |  Subject studied - Filter by Subject studied
sust_emp_fs_or_both          |  Sustained employment further study or both
sust_emp_only                |  Sustained employment only
sust_emp_with_or_without_fs  |  Sustained employment with or without further study
unmatched_percent            |  Unmatched graduates
YAG                          |  Years after graduation - Filter by Years after graduation

Footnotes:

1. Earnings figures are rounded to the nearest £100
2. POLAR quintile ranges from 1 (most disadvantaged) to 5 (most advantaged)
3. All populations are rounded to the nearest 5 full-person equivalent (FPE) individuals
4. c = data has been supressed due to small numbers. z = there is no result (N/A)
5. In the 2018/19 tax year, 1 YAG (one year after graduation) relates to those who graduated in the 2016/17 academic year, 3 YAG to graduates in 2014/15, 5 YAG to graduates in 2012/13 and 10 YAG to graduates in 2007/08.
6. Employment outcome percentages are rounded to the nearest 0.1%


Underlying data 1819 real term earnings

Filename: rte_and_nominal_ees.csv
Geographic levels: National
Time period: 2014-15 to 2018-19
Content summary: Description

Underlying data file for Graduate Outcomes (LEO) publication

Coverage

Nominal and real terms earnings outcomes for UK domiciled graduates of English Higher Education Institutions (HEIs), Alternative Providers (APs) and Further Education Colleges (FECs), one, three, five and ten years after graduation (YAG), 2014/15 to 2018/19 tax year.

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)

Variable names and descriptions for this file are provided below:

Variable name                |  Variable description
---------------------------  |  ---------------------------------------------------------
activity_not_captured        |  Activity not captured
earnings_include             |  Graduates included in earnings figures
earnings_LQ                  |  Lower quartile of earnings of graduates
earnings_median              |  Median nominal earnings
earnings_UQ                  |  Upper quartile of earnings of graduates
fs_with_or_without_sust_emp  |  Further study with or without sustained employment
grads                        |  Graduates
grads_uk                     |  Graduates included in outcomes calculation
matched                      |  Matched graduates
no_sust_dest                 |  No sustained destination
overseas_percent             |  Overseas graduates
RT_earnings_LQ               |  Lower quartile of real term earnings of graduates
RT_earnings_median           |  Median real term earnings
RT_earnings_UQ               |  Upper real term quartile of earnings of graduates
sust_emp_fs_or_both          |  Sustained employment further study or both
sust_emp_only                |  Sustained employment only
sust_emp_with_or_without_fs  |  Sustained employment with or without further study
unmatched_percent            |  Unmatched graduates
YAG                          |  Years after graduation - Filter by Years after graduation

Footnotes:

1. Earnings figures are rounded to the nearest £100
2. In the 2018/19 tax year, 1 YAG (one year after graduation) relates to those who graduated in the 2016/17 academic year, 3 YAG to graduates in 2014/15, 5 YAG to graduates in 2012/13 and 10 YAG to graduates in 2007/08.
