Catalogue

UK Data Service data catalogue record for:

Annual Population Survey, 2004-2017: Secure Access

Title details

SN: 6721
Title: Annual Population Survey, 2004-2017: Secure Access
Alternative title: APS
Persistent identifier: 10.5255/UKDA-SN-6721-8
Series: Annual Population Survey [Annual Population Survey, 2004- : Secure Access]
Depositor: Office for National Statistics. Virtual Microdata Laboratory (VML)
Principal investigator(s): Office for National Statistics. Social Survey Division
Sponsor(s): Office for National Statistics
Department for Work and Pensions
Department for Business, Innovation and Skills
National Assembly for Wales
Scottish Government
Northern Ireland Statistics and Research Agency. Central Survey Unit
Other acknowledgements: The Department for Business, Innovation and Skills (BIS), along with the Department for Work and Pensions, fund the English Local Labour Force Survey (LLFS) boosts. Before the formation of BIS in June 2009, partial funding for the LLFS boosts was provided by the Department for Innovation, Universities and Skills from June 2007, and by the Department for Education and Skills from Spring 2000 to June 2007.

The Office for National Statistics' 'Social Survey Division' was renamed the 'Social and Vital Statistics Division' in April 2006, and then renamed back to 'Social Survey Division' in April 2009.

Citation

The citation for this study is:

Office for National Statistics. Social Survey Division. (2017). Annual Population Survey, 2004-2017: Secure Access. [data collection]. 9th Edition. UK Data Service. SN: 6721, http://doi.org/10.5255/UKDA-SN-6721-8

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Subject Categories

General - Employment and labour
Population studies - Population, vital statistics and censuses

Abstract

Abstract copyright UK Data Service and data collection copyright owner.

The Annual Population Survey (APS) is a major survey series, which aims to provide data that can produce reliable estimates at local authority level. Key topics covered in the survey include education, employment, health and ethnicity. The APS comprises key variables from the Labour Force Survey (LFS) (held at the UK Data Archive under GN 33246), all of its associated LFS boosts and the APS boost. Thus, the APS combines results from five different sources: the LFS (waves 1 and 5); the English Local Labour Force Survey (LLFS), the Welsh Labour Force Survey (WLFS), the Scottish Labour Force Survey (SLFS) and the Annual Population Survey Boost Sample (APS(B) - however, this ceased to exist at the end of December 2005, so APS data from January 2006 onwards will contain all the above data apart from APS(B)). Users should note that the LLFS, WLFS, SLFS and APS(B) are not held separately at the UK Data Archive. For further detailed information about methodology, users should consult the Labour Force Survey User Guide, selected volumes of which have been included with the APS documentation for reference purposes (see 'Documentation' table below).

The APS aims to provide enhanced annual data for England, covering a target sample of at least 510 economically active persons for each Unitary Authority (UA)/Local Authority District (LAD) and at least 450 in each Greater London Borough. In combination with local LFS boost samples such as the WLFS and SLFS, the survey provides estimates for a range of indicators down to Local Education Authority (LEA) level across the United Kingdom.

Secure Access APS data
Secure Access datasets for the APS include additional variables not included in the standard End User Licence (EUL) versions (see under GN 33357). Extra variables that typically can be found in the Secure Access version but not in the EUL versions relate to:
  • geography
  • types of benefits claimed
  • qualifications, education and training, including level of highest qualification, qualifications below highest level, class of first degree, single subject of degree, qualifications from Government schemes, number of O-levels/GCSEs etc passed, type of 'other qualification', type of other work-related or vocational qualifications, qualifications related to work, sources of qualifications, qualifications from school, level of Welsh baccalaureate
  • frequency of Welsh speaking
  • casual/holiday work
  • regular/normal work pattern
  • reasons not in work or for leaving work, reasons not looking for work
  • payment of own National Insurance and tax
  • smoking habits
  • day of birth
  • health issues
  • learning difficulty/disability
  • number of bedrooms
  • serving in armed forces
  • marital status
  • main reason for coming to the UK

The EUL version contains less detailed variables. For example, the lowest geography is Government Office Region, only banded age is available, only 3-digit SOC is available for main, second and last job, and only industry division for main, second and last job.

Prospective users of the Secure Access version of the APS will need to fulfil additional requirements, commencing with the completion of extra application forms to demonstrate to the data owners exactly why they need access to the extra, more detailed variables, in order to obtain permission to use that version. Secure Access data users must also complete face-to-face training and agree to the Secure Access User Agreement and Licence Compliance Policy (see 'Access' section below). Therefore, users are encouraged to download and inspect the EUL version of the data prior to ordering the Secure Access. Further details and links to all APS studies available from the UK Data Archive can be found via the APS Key Data series webpage.

Documentation and coding frames
The APS is compiled from variables present in the LFS. For variable and value labelling and coding frames that are not included either in the data or in the current APS documentation (e.g. coding frames for education, industrial and geographic variables, which are held in LFS User Guide Vol.5, Classifications), users are advised to consult the latest versions of the LFS User Guides, which are available from the ONS Labour Force Survey - User Guidance webpages.

APS Well-Being data
Since April 2011, the APS has included questions about personal and subjective well-being. The responses to these questions have been made available as annual sub-sets to the APS Person level files. Annual datasets and three-year pooled datasets are available under Secure Access from SN 7961.

Disability variables from 2013 onwards - LFS and APS
ONS have provided some information on changes since 2013 to the disability variables available on the LFS and APS. The Disability Discrimination Act (DDA) disabled (current disability) category within the historic DISCURR variable no longer corresponds with the advised legal definition of 'current disability'. DISCURR should only be available on LFS microdata from Spring 1998 to January-March 2013 (JM13); beyond that point users should ignore or delete it. In addition, the same 'DDA disabled (current disability)' category within variable DISCURR13 is also not the most appropriate variable to use because a) it is not comparable to the corresponding category in variable DISCURR due to question changes, and b) it no longer measures either the DDA definition of disability or the latest Equality Act definition of disability. However, DISCURR13 is available from the April-March 2013 quarter (AJ13) onwards and was introduced to demonstrate that the variables used to compile DISCURR had also changed from that quarter. Therefore, users are advised to use the disability variable DISEA from AJ13 onwards, which reflects the Equality Act 2010 legal definition of 'disabled', measured according to the GSS Harmonised Standard on health conditions and illnesses. The harmonised disability variables DISEA and DISCURR13 should both be present on the APS person microdata from April 2013-March 2014 (A13M14) onwards. This ensures that APS users have a complete 12 months' data on which to base analysis of the variables. DISCURR should only be present on APS microdata up to and including April 2012-March 2013 (A12M13).

Note on Ninth Edition
For the ninth edition (November 2017), two-year data files covering the period January 2012 - December 2016 were added. Also annual files containing a veteran marker were added covering the period January 2014 - December 2016. In addition some extra 2017 documentation were added.

Main Topics:
Topics covered include: household composition and relationships, housing tenure, nationality, ethnicity and residential history, employment and training (including government schemes), workplace and location, job hunting, educational background and qualifications. Many of the variables included in the survey are the same as those in the LFS.

Coverage, universe, methodology

Time period: January 2004 - March 2017
Country: United Kingdom
Spatial units: Countries
Electoral Wards/Divisions (UK)
Government Office Regions (GORs)
Unitary Authorities (England)
Unitary Authorities (Wales)
Output Areas (2001)
Local Education Authorities (LEAs) (England and Wales)
Local Learning and Skills Councils (LLSC) (England)
Westminster Parliamentary Constituencies (UK)
Unit Postcode
Counties
Local Authority Districts
NUTS-II areas
NUTS-III areas
NUTS-IV Areas
Wards (Census Area Statistics)
Super Output Areas (Lower Layer)
Super Output Areas (Middle Layer)
Travel to Work Areas
Clinical Commissioning Groups
National Parks
Northern Ireland District Councils
Observation units: Individuals
Kind of data: Numeric data
Individual (micro) level
Universe: National
Persons resident in the UK in private households, and young people living away from the parental home in student halls of residence or similar institutions during term time, between 2004 and 2017.
Time dimensions: Repeated cross-sectional study
The survey has a panel element, in that the households at selected addresses are interviewed annually over four waves, in the same way as for the LFS boosts. They then leave the survey and are replaced by other households.
Sampling procedures: Multi-stage stratified random sample
Number of units: Approximately 300,000 to 520,000 cases
Method of data collection: Face-to-face interview; Telephone interview
Weighting: Weighting used. See documentation for details.
Data sources: See the 'Abstract' section above for details of sources used.

Thesaurus search on keywords

View keywords... Hide keywords...
ACADEMIC ACHIEVEMENTADULT EDUCATIONADVANCED LEVEL EXAMINATIONS
ADVANCED SUPPLEMENTARY LEVEL EXAMINATIONSAGEAPPLICATION FOR EMPLOYMENT
APPOINTMENT TO JOBAPPRENTICESHIPARMED FORCES
ATTITUDESBEDROOMSBONUS PAYMENTS
BUSINESS AND TECHNOLOGY EDUCATION COUNCIL AWARDSBUSINESSESCARDIOVASCULAR DISEASES
CARE OF DEPENDANTSCERTIFICATE OF SECONDARY EDUCATIONCERTIFICATE OF SIXTH YEAR STUDIES
CHILD BENEFITSCHILDRENCHRONIC ILLNESS
CITY AND GUILDS OF LONDON INSTITUTE AWARDSCOHABITATIONCOMMUTING
CONDITIONS OF EMPLOYMENTDEBILITATIVE ILLNESSDEGREES
DEPRESSIONDIABETESDIGESTIVE SYSTEM DISORDERS
DISABILITIESDISABLED PERSONSECONOMIC ACTIVITY
EDUCATIONAL BACKGROUNDEDUCATIONAL CERTIFICATESEDUCATIONAL COURSES
EDUCATIONAL STATUSEMPLOYEESEMPLOYER-SPONSORED TRAINING
EMPLOYMENT HISTORYEMPLOYMENT PROGRAMMESEMPLOYMENT SERVICES
EMPLOYMENTENDOCRINE DISORDERSEPILEPSY
ETHNIC GROUPSFAMILIESFAMILY BENEFITS
FAMILY MEMBERSFIELDS OF STUDYFULL-TIME EMPLOYMENT
FURNISHED ACCOMMODATIONFURTHER EDUCATIONGENDER
GENERAL CERTIFICATE OF SECONDARY EDUCATIONGENERAL NATIONAL VOCATIONAL QUALIFICATIONGENERAL SCOTTISH VOCATIONAL QUALIFICATION
HEADS OF HOUSEHOLDHEALTHHEARING IMPAIRMENTS
HIGHER EDUCATIONHIGHER NATIONAL CERTIFICATE/DIPLOMAHOME BUYING
HOME OWNERSHIPHOME-BASED WORKHOURS OF WORK
HOUSEHOLDSHOUSING BENEFITSHOUSING TENURE
HOUSINGILL HEALTHINCOME TAX
INCOMEINCOME-RELATED BENEFITSINDUSTRIES
JOB CHANGINGJOB HUNTINGJOB SEEKER'S ALLOWANCE
LANDLORDSLEARNING DISABILITIESLONGTERM UNEMPLOYMENT
MANAGERSMARITAL STATUSMATERNITY BENEFITS
MENTAL DISORDERSMUSCULOSKELETAL DISEASESNATIONAL IDENTITY
NATIONAL VOCATIONAL QUALIFICATIONNATIONALITYNERVOUS SYSTEM DISEASES
OCCUPATIONAL QUALIFICATIONSOCCUPATIONAL TRAININGOCCUPATIONS
OLD AGE BENEFITSORDINARY LEVEL EXAMINATIONSORDINARY NATIONAL CERTIFICATE/DIPLOMA
OVERTIMEPART-TIME COURSESPART-TIME EMPLOYMENT
PLACE OF BIRTHPLACE OF RESIDENCEPRIVATE SECTOR
PUBLIC SECTORQUALIFICATIONSRECREATIONAL EDUCATION
RECRUITMENTREDUNDANCY PAYREDUNDANCY
RELIGIOUS AFFILIATIONRENTED ACCOMMODATIONRESIDENTIAL MOBILITY
RESPIRATORY TRACT DISEASESROYAL SOCIETY OF ARTS AWARDSSCOTTISH CERTIFICATE OF EDUCATION
SCOTTISH VOCATIONAL EDUCATION COUNCIL AWARDSSCOTTISH VOCATIONAL QUALIFICATIONSELF-EMPLOYED
SHIFT WORKSICK LEAVESICK PAY
SICKNESS AND DISABILITY BENEFITSSKIN DISEASESSMOKING
SOCIAL HOUSINGSOCIAL SECURITY BENEFITSSOCIAL SECURITY
SOCIO-ECONOMIC STATUSSPEECH IMPAIRMENTSSPOUSES
SQUATSSTATE RETIREMENT PENSIONSSTUDENTS
SUBSIDIARY EMPLOYMENTSUPERVISORSSUPERVISORY STATUS
TAX RELIEFTEACHER QUALIFICATIONSTEMPORARY EMPLOYMENT
TERMINATION OF SERVICETIED HOUSINGTRAINING COURSES
TRAININGTRAVELLING TIMEUNEMPLOYED
UNEMPLOYMENT BENEFITSUNEMPLOYMENTUNFURNISHED ACCOMMODATION
UNITED KINGDOMUNWAGED WORKERSVISION IMPAIRMENTS
VOCATIONAL EDUCATION CERTIFICATESWAGESWAR VETERANS
WELSH (LANGUAGE)WORKING CONDITIONSWORKPLACE

Administrative and access information

Date of release:
First edition: 25 March 2011
Latest edition: 30 November 2017 (9th Edition)
Copyright: Crown copyright material is reproduced with the permission of the Controller of HMSO and the Queen's Printer for Scotland
Access conditions: Registration is required and standard conditions of use apply. The depositor may be informed about usage. Controlled data requirements and conditions also apply. Further information is available from Access Secure Lab.

In addition, the Service is required to request explicit permission from the data owner prior to providing the researcher with access to the data

Please note:
Since these data are more sensitive and/or pose a higher risk of disclosure than data made available under the standard End User Licence, they are not available for download but may be accessed through our Secure Lab. Access requires: ONS Accredited Researcher status (including the requirement to attend and pass the Safe User of Research data Environments (SURE) training course); submission of a project proposal; and completion of a Secure Access User Agreement. This is to ensure that the guarantee of confidentiality given to survey respondents is protected. Users are required to read and follow the Microdata Handling and Security: Guide to Good Practice.

To apply for access, users should use the Download/Order link on this page and will be directed to the relevant forms as part of the ordering process.

Availability: UK Data Service
Contact: Get in touch

Documentation

Title File Name Size (KB)
APS List of Core Variables aps_list_of_core_variables.xls 74
APS Variable Catalogue, 2004-2016 aps_var_cat_vml.xls 2989
SIC2007 to SIC92 Map sic2007_to_sic92_map_final.xls 241
2011 Changes to How Ethnicity is Asked on Labour Force Survey 2011changes_to_how_ethnicity_is_asked_on_lfs.pdf 336
2011 Census-Based Reweighting Note census_based_reweighting_sept2014.pdf 342
LFS Estimates of Methodological Note on People in Employment Reporting a Zero Hours Contract, August 2014 lfs_estimates_of_people_in_zero_hours_contract_aug_2014.pdf 217
LFS User Guide Vol.10 - Analysis of LFS Data, 2015 lfs_vol10_analysisofdatacollectedbythelfs2015.pdf 1539
LFS User Guide Vol.10 - Analysis of LFS Data, 2017 lfs_vol10_analysisofdatacollectedbythelfs2017.pdf 1361
User Guide Volume 1 - Background and Methodology, 2003 lfs_vol1_background2003.pdf 914
User Guide Volume 1 - Background and Methodology, 2007 lfs_vol1_background2007.pdf 2162
User Guide Volume 1 - Background and Methodology, 2009 lfs_vol1_background2009.pdf 1934
User Guide Volume 1 - Background and Methodology, 2011 lfs_vol1_background2011.pdf 1071
User Guide Volume 1 - Background and Methodology, 2015 lfs_vol1_background2015.pdf 2068
User Guide Volume 1 - Background and Methodology, 2016 lfs_vol1_background2016.pdf 1697
User Guide Volume 2 - Questionnaire, 2004 lfs_vol2_questionnaire2004.pdf 1559
User Guide Volume 2 - Questionnaire, 2005 lfs_vol2_questionnaire2005.pdf 1065
User Guide Volume 2 - Questionnaire, 2006 lfs_vol2_questionnaire2006.pdf 1887
User Guide Volume 2 - Questionnaire, 2007 lfs_vol2_questionnaire2007.pdf 1713
User Guide Volume 2 - Questionnaire, 2008 lfs_vol2_questionnaire2008.pdf 774
User Guide Volume 2 - Questionnaire, 2009 lfs_vol2_questionnaire2009.pdf 949
User Guide Volume 2 - Questionnaire, 2010 lfs_vol2_questionnaire2010.pdf 805
User Guide Volume 2 - Questionnaire, 2011 lfs_vol2_questionnaire2011.pdf 926
User Guide Volume 2 - Questionnaire, 2012 lfs_vol2_questionnaire2012.pdf 878
User Guide Volume 2 - Questionnaire, 2013 lfs_vol2_questionnaire2013.pdf 863
User Guide Volume 2 - Questionnaire, 2014 lfs_vol2_questionnaire2014.pdf 2638
User Guide Volume 2 - Questionnaire, 2015 lfs_vol2_questionnaire2015.pdf 1702
User Guide Volume 2 - Questionnaire, 2016 lfs_vol2_questionnaire2016.pdf 1780
User Guide Volume 2 - Questionnaire, 2017 lfs_vol2_questionnaire2017.pdf 3030
User Guide Volume 3 - Details of LFS Variables, 1992-2002 lfs_vol3_variabledetails1992_2002.pdf 1383
User Guide Volume 3 - Details of LFS Variables, 2006 lfs_vol3_variabledetails2006.pdf 1193
User Guide Volume 3 - Details of LFS Variables, 2007 lfs_vol3_variabledetails2007.pdf 1143
User Guide Volume 3 - Details of LFS Variables, 2008 lfs_vol3_variabledetails2008.pdf 1061
User Guide Volume 3 - Details of LFS Variables, 2009 lfs_vol3_variabledetails2009.pdf 1129
User Guide Volume 3 - Details of LFS Variables, 2010 lfs_vol3_variabledetails2010.pdf 1164
User Guide Volume 3 - Details of LFS Variables, 2011 lfs_vol3_variabledetails2011.pdf 973
User Guide Volume 3 - Details of LFS Variables, 2012 lfs_vol3_variabledetails2012.pdf 955
User Guide Volume 3 - Details of LFS Variables, 2013 lfs_vol3_variabledetails2013.pdf 956
User Guide Volume 3 - Details of LFS Variables, 2014 lfs_vol3_variabledetails2014.pdf 1930
User Guide Volume 3 - Details of LFS Variables, 2015 lfs_vol3_variabledetails2015.pdf 1843
User Guide Volume 3 - Details of LFS Variables, 2016 lfs_vol3_variabledetails2016.pdf 2139
User Guide Volume 3 - Details of LFS Variables, 2017 lfs_vol3_variabledetails2017.pdf 3456
User Guide Volume 4 - LFS Standard Derived Variables, 2006 lfs_vol4_derivedvariables2006.pdf 3631
User Guide Volume 4 - LFS Standard Derived Variables, 2007 lfs_vol4_derivedvariables2007.pdf 4095
User Guide Volume 4 - LFS Standard Derived Variables, 2008 lfs_vol4_derivedvariables2008.pdf 1538
User Guide Volume 4 - LFS Standard Derived Variables, 2009 lfs_vol4_derivedvariables2009.pdf 1728
User Guide Volume 4 - LFS Standard Derived Variables, 2010 lfs_vol4_derivedvariables2010.pdf 1795
User Guide Volume 4 - LFS Standard Derived Variables, 2011 lfs_vol4_derivedvariables2011.pdf 1685
User Guide Volume 4 - LFS Standard Derived Variables, 2012 lfs_vol4_derivedvariables2012.pdf 2815
User Guide Volume 4 - LFS Standard Derived Variables, 2015 lfs_vol4_derivedvariables2015.pdf 3264
User Guide Volume 4 - LFS Standard Derived Variables, 2016 lfs_vol4_derivedvariables2016.pdf 9101
User Guide Volume 5 - LFS Classifications, 2006 lfs_vol5_classifications2006.pdf 692
User Guide Volume 5 - LFS Classifications, 2009 lfs_vol5_classifications2009.pdf 650
User Guide Volume 6 - APS User Guide, 2017 lfs_vol6_apsuserguide2017.pdf 1034
User Guide Volume 6 - Local Area Data, 2004 lfs_vol6_localareadata2004.pdf 477
User Guide Volume 6 - Local Area Data, 2007 lfs_vol6_localareadata2007.pdf 2266
User Guide Volume 6 - APS Local Area Data, 2014 lfs_vol6_localareadata2014_aps.pdf 3449
User Guide Volume 6 - APS Local Area Data, 2015 lfs_vol6_localareadata2015_aps.pdf 956
User Guide Volume 6 - APS Local Area Data, 2016 lfs_vol6_localareadata2016_aps.pdf 1060
User Guide Volume 6 - APS Local Area Data, 2017 lfs_vol6_localareadata2017_aps.pdf 797
User Guide Volume 8 - Household and Family Data, 2003 lfs_vol8_household2003.pdf 473
User Guide Volume 8 - Household and Family Data, 2008 lfs_vol8_household2008.pdf 297
User Guide Volume 9 - Eurostat and Eurostat Derived Variables lfs_vol9_eurostat.pdf 345
User Guide Volume 9 - Eurostat and Eurostat Derived Variables 2009 lfs_vol9_eurostat2009.pdf 2399
User Guide Volume 9 - Eurostat and Eurostat Derived Variables, 2010 lfs_vol9_eurostat2010.pdf 1811
LFS User Guide Volume Summaries lfs_volume_summaries.pdf 188
APS Quality and Methodology Information Report, September 2012 quality_and_methodology_information_aps_sep2012.pdf 241
Quality and Methodology Information Report, January 2015 quality_and_methodology_information_jan2015.pdf 316
Quality and Methodology Information Report, November 2011 quality_and_methodology_information_nov2011.pdf 231
User guidance on transition from SIC 1992 to SIC 2007 in LFS sic_2007_user_guidance_and_explanatory_notes.pdf 1400
Families and Households, 2014 Statistical Bulletin statistical_bulletin_families_and_households_2014.pdf 273
Study information and citation UKDA_Study_6721_Information.htm 6
READ File read6721.htm 11
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Publications

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By principal investigator(s):

Resulting from secondary analysis:
Data Management and Analysis Group (2006) Parents and work in London, DMAG Briefing 2006/6, London: Greater London Authority.

Data Management and Analysis Group (2006) Women and the labour market in London: key facts, DMAG Briefing 2006/33, London: Greater London Authority.

Data Management and Analysis Group (2007) Disabled people and the labour market in London: key facts, DMAG Briefing 2007/05, London: Greater London Authority.

Data Management and Analysis Group (2007) A profile of Londoners by housing tenure: analysis of Annual Population Survey and Labour Force Survey data, DMAG Briefing 2007/17, London: Greater London Authority.

Winters, G., Moloney, R. and Rowland, S. (2010) Sector skills assessment for the freight logistics and wholesale sector: UK report, Milton Keynes: Skills for Logistics.

Winters, G., Moloney, R. and Rowland, S. (2010) Sector skills assessment for the freight logistics and wholesale sector: England report, Milton Keynes: Skills for Logistics.

Winters, G., Moloney, R. and Rowland, S. (2010) Sector skills assessment for the freight logistics and wholesale sector: Scotland report, Milton Keynes: Skills for Logistics.

Winters, G., Moloney, R. and Rowland, S. (2010) Sector skills assessment for the freight logistics and wholesale sector: Wales report, Milton Keynes: Skills for Logistics.

Winters, G., Moloney, R. and Rowland, S. (2010) Sector skills assessment for the freight logistics and wholesale sector: Northern Ireland report, Milton Keynes: Skills for Logistics.

Experian/Centre for Economic and Social Inclusion (2010) Unlocking the potential of the BME population: methodology report, Northwest Regional Development Agency.

Experian/Centre for Economic and Social Inclusion (2010) Unlocking the potential of the BME population: final report, Northwest Regional Development Agency.

Piggott, G. (2010) Focus on London: labour market: beyond the headlines, London: Greater London Authority. ISBN 978-1-848781-174-5.

Walker, R. (2010) Intelligence Briefing 2010-08 - Disabled people and the labour market in London, 2009, London: Greater London Authority. ISSN 1479-7879.

Smart, E. (2010) Working Paper 43: Submission to the Hutton Review, review of fair pay in the public sector, London: Greater London Authority. ISBN 978-1-84781-391-6. Retrieved February 21st, 2011, from: http://www.london.gov.uk/sites/default/files/GLAE-wp-43.pdf.

Beatty, C., Gore, T. and Powell, R. (2010) Participation of Women in the Labour Market in Leicester, Sheffield: Centre for Regional Economic and Social Research. Retrieved July 11th, 2011, from: http://www.shu.ac.uk/_assets/pdf/women-in-the-labour-market.pdf.

Davies R., Jones, S., Munday, M., Winterbotham, M. and Williams G. (2014) The 2012 ESF Leavers Survey, Welsh European Funding Office, Merthyr. Retrieved October 21, 2014 from http://wales.gov.uk/docs/wefo/report/140127esfleaverssurvey2012reporten.pdf.

Davies R., Jones S., Roche, N., Munday M., Winterbotham, M. and Williams G. (2015) The 2013 ESF Leavers Survey’, Merthyr: Welsh European Funding Office. Retrieved January 7, 2016, from http://gov.wales/docs/wefo/publications/150701the2013esfleaverssurvey.pdf.

Singleton, C. (2016) Long-term unemployment and the Great Recession: evidence from UK stocks and flows, University of Edinburgh. Retrieved March 22nd, 2016 from http://www.econ.ed.ac.uk/papers/id273_esedps.pdf.

HM Treasury (September 2015) National Infrastructure Plan for Skills. Retrieved November 4, 2015 from https://www.gov.uk/government/publications/national-infrastructure-plan-for-skills. (Work done with APS data by D. Forbes et al. to derive construction labour coefficients for each of 28 occupational groups. These labour coefficients measure the number of people per £m spent in the construction industry. They were then used to define future potential scenarios for labour demand in the construction industry. The work was carried out on behalf of the Construction Industry Training Board (CITB) which fed into the government report.)

Jones, M.K., Davies, R. and Drinkwater, S. (2016) 'The dynamics of disability and work in Britain', The Manchester School, (used former APS Special Licence data, now Secure Access). doi:10.1111/manc.12177

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