introducing the scottish longitudinal study (sls): from data … · 2015. 12. 15. ·...
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Introducing the
Scottish Longitudinal Study (SLS):
from data sources, data governance to
an example project of SLS in action
Prof Chris Dibben
Director of the SLS
What is the SLS? What is the SLS? What is the SLS? What is the SLS?
The Scottish Longitudinal Study (SLSSLSSLSSLS) is a large-scale, anonymised linkage anonymised linkage anonymised linkage anonymised linkage studystudystudystudy created
using data from current Scottish administrative and statistical sources.
The SLS is designed to capture 5.5%* of the Scottish population
The SLS sample is selected using 20 semi- random birthdates
It is a joint project between National Records of Scotland (NRSNRSNRSNRS) & University of Edinburgh
Sample size much larger than most surveys Sample size much larger than most surveys Sample size much larger than most surveys Sample size much larger than most surveys
±270,000 traced SLS members and ±505,000 household members
Representative of the Scottish Representative of the Scottish Representative of the Scottish Representative of the Scottish populationpopulationpopulationpopulation
No age limits (babies-oldest old) & includes communal establishments
Covers Covers Covers Covers many areas of interestmany areas of interestmany areas of interestmany areas of interest
Demography, economic and social issues, health, housing, mortality, migration, fertility etc
Can be linked with detailed geographical Can be linked with detailed geographical Can be linked with detailed geographical Can be linked with detailed geographical informationinformationinformationinformation
Users can provide look-up tables relevant to their research projects
What data are What data are What data are What data are included in the included in the included in the included in the
SLS record linkage study?SLS record linkage study?SLS record linkage study?SLS record linkage study?
The main data included are:
Census data (1991, 2001 & 2011)
Vital Events data: births, deaths and marriages (from 1991 onwards)
Migration information (from GP registration data)
School education information (from 2007 onwards)
Weather and pollution data for each part of Scotland
Measures of how populated/rural an area is
Measures of area-level deprivation (SIMD, Carstairs, etc)
Health data from Information Services Division (ISDISDISDISD) - part of NHS
Scotland -may also be linked into the SLS, however further approvals are
required to access NHS health data.
Can add in NHS data…
1991199119911991
Original sample: 270,385
selected from 1991 Census
Plus members of household
2001200120012001
265,104
sample members found at 2001 Census
Plus members of household
Events 1991-2011 Births to sample mothers 52,260
Births to sample fathers 48,363
Widow(er)hoods of sample members 20,154
Marriages of sample members 42,436
Exits 1991-2011 Deaths 56,961 Embarkations* 30,369
Entries 1991-2011 Births 63,181 Immigrations 46,092
SLS Study structure
5.3% - based on 20 birthdays
2011201120112011
270,947
sample members found at 2011 Census
Plus members of household
1991199119911991
Original sample: 270,385
selected from 1991 Census
Plus members of household
2001200120012001
265,104
sample members found at 2001 Census
Plus members of household
Events 1991-2011 Births to sample mothers 52,260
Births to sample fathers 48,363
Widow(er)hoods of sample members 20,154
Marriages of sample members 42,436
Exits 1991-2011 Deaths 56,961 Embarkations* 30,369
Entries 1991-2011 Births 63,181 Immigrations 46,092
SLS Study structure
5.3% - based on 20 birthdays
193,735 193,735 193,735 193,735 members members members members
found at found at found at found at bothbothbothboth1991 and 20011991 and 20011991 and 20011991 and 2001
2011201120112011
270,947
sample members found at 2011 Census
Plus members of household
196,702 196,702 196,702 196,702 members members members members found found found found at at at at bothbothbothboth 2001 2001 2001 2001 and and and and 2011201120112011
151,910151,910151,910151,910 members found at members found at members found at members found at 1991, 2001 and 20111991, 2001 and 20111991, 2001 and 20111991, 2001 and 2011
SLS Governance
SLS Steering CommitteeSLS Steering CommitteeSLS Steering CommitteeSLS Steering Committee
……is the body responsible to the Data Providers
for ensuring maximum public benefit is
achieved from the study and the interests of the
study members are protected.
SLS Research BoardSLS Research BoardSLS Research BoardSLS Research Board
The use The use The use The use of SLS data is of SLS data is of SLS data is of SLS data is controlled by several parts of legislation, including; controlled by several parts of legislation, including; controlled by several parts of legislation, including; controlled by several parts of legislation, including;
• UK Statistics Authority Code of Practice & the Protocol on Data Access & Confidentiality
• Census Act 1920
• Population (Statistics) Act 1960
• Data Protection Act 1998
• Freedom of Information Act 2000
Membership of both groups include a representative of each data provider.
The 5 safes of secure
access to confidential
dataSafe People
Safe Projects
Safe Settings
Safe Outputs
====
Safe Data
++++
++++++++
1. Formulate 1. Formulate 1. Formulate 1. Formulate
your research your research your research your research
questionquestionquestionquestion
3333. Attend . Attend . Attend . Attend
a training a training a training a training
sessionsessionsessionsession
2222. . . .
Contact Contact Contact Contact
the SLS the SLS the SLS the SLS
helpdeskhelpdeskhelpdeskhelpdesk
5555. Gain approval . Gain approval . Gain approval . Gain approval
from the SLS from the SLS from the SLS from the SLS
Research Research Research Research BoardBoardBoardBoard
6666. Complete an . Complete an . Complete an . Complete an
SLS undertaking SLS undertaking SLS undertaking SLS undertaking
formformformform
4444. Complete . Complete . Complete . Complete
an an an an
application application application application
formformformform
10101010. Publishing . Publishing . Publishing . Publishing
& presenting & presenting & presenting & presenting
resultsresultsresultsresults
9999. Data . Data . Data . Data
clearance & clearance & clearance & clearance &
disclosure disclosure disclosure disclosure
checkscheckscheckschecks
7777. Dataset . Dataset . Dataset . Dataset
creationcreationcreationcreation
8888. . . . AnalysisAnalysisAnalysisAnalysis
StepStepStepStep----bybybyby----step guide to accessing step guide to accessing step guide to accessing step guide to accessing
SLS dataSLS dataSLS dataSLS data
Numbers by council area?
0
4,000
8,000
12,000
16,000
20,000
24,000
28,000
SLS members by council area - 2011 Census
Young people not in education, employment or training (NEET) in Scotland
Proportion of NEETs in Scotland
2004-2013
0%
2%
4%
6%
8%
10%
12%
14%
16%
2004 2005 2006 2007 2008 2009 2010 2011 2012 2013
Pro
portio
n (%)
Pro
portio
n (%)
Pro
portio
n (%)
Pro
portio
n (%)
YearYearYearYear
Source: Annual Population Survey, Jan-Dec, Claimant count, ONS
Research Research Research Research questionsquestionsquestionsquestions
To what extent does NEET status affect
outcomes in later life?
What individual, family, educational and
geographical factors are related to risks
of becoming NEET?
Are there geographic patterns of NEETs?
And, have these patterns changed over
time?
Research questionsResearch questionsResearch questionsResearch questions
To what extent does NEET status affect
outcomes in later life?
What individual, family, educational and
geographical factors are related to risks
of becoming NEET?
Are there geographic patterns of NEETs?
And, have these patterns changed over
time?
To what extent does NEET status
affect outcomes in later life?
Cohort 1:
Aged 16-19
2001Aged 26-29 2011
Aged 26-29
2001Aged 36-39 2011Aged 16-19 1991
Cohort 2:
non-NEET 2001
NEET 2001NEET 2001NEET 2001NEET 2001Outcome
Non-NEET 1991 – active 2001
Non-NEET 1991 – inactive 2001
NEET 1991 – active 2001
NEET 1991 – inactive 2001
Outcome
Economic activity in 2011 by
2001 and 1991 NEET status NEET NEET NEET NEET status status status status
2001200120012001
% % % % EconomicallyEconomicallyEconomicallyEconomically
activeactiveactiveactive% Not active% Not active% Not active% Not active TotalTotalTotalTotal
NonNonNonNon----NEETNEETNEETNEET 89 11 7,945
NEETNEETNEETNEET 57 43 996
NEET NEET NEET NEET statusstatusstatusstatus
1991199119911991
% Economically
active% Not active Total
nonnonnonnon----NEETNEETNEETNEET 90 10 8,980
NEETNEETNEETNEET 72 28 1,265
Source: SLS
Economic activity in 2001 and
2011 by 1991 NEET status
Economic Activity Economic Activity Economic Activity Economic Activity
2001, 20112001, 20112001, 20112001, 2011
% non% non% non% non----NEET 1991NEET 1991NEET 1991NEET 1991 % NEET 1991% NEET 1991% NEET 1991% NEET 1991
Active both 2001 Active both 2001 Active both 2001 Active both 2001
and 2011and 2011and 2011and 2011
79 44
Active 2001, not Active 2001, not Active 2001, not Active 2001, not
active 2011active 2011active 2011active 2011
7 10
Not Active 2001, Not Active 2001, Not Active 2001, Not Active 2001,
active 2011active 2011active 2011active 2011
8 17
Inactive both 2001 Inactive both 2001 Inactive both 2001 Inactive both 2001
and 2011and 2011and 2011and 2011
6 29
TotalTotalTotalTotal 7306 958SourceSourceSourceSource:::: SLS SLS SLS SLS
29% of NEETs in 1991 remained not in employment and education in
the 20 years follow-up, compared with 6% of non-NEETs in 1991
2011 NS-SEC categories by
2001 and 1991 NEET status
NSNSNSNS----SEC SEC SEC SEC 20112011201120112001 cohort (Cohort 1)2001 cohort (Cohort 1)2001 cohort (Cohort 1)2001 cohort (Cohort 1) 1991 cohort (Cohort 2)1991 cohort (Cohort 2)1991 cohort (Cohort 2)1991 cohort (Cohort 2)
non-NEET
(%)NEET (%)
non-NEET
(%)NEET (%)
HigherHigherHigherHigher ProfessionalProfessionalProfessionalProfessional 13 3 15 5
LowerLowerLowerLower ProfessionalProfessionalProfessionalProfessional 31 17 31 19
IntermediateIntermediateIntermediateIntermediate 20 12 16 13
OwnOwnOwnOwn----accountaccountaccountaccount
WorkersWorkersWorkersWorkers5 6 9 9
LowerLowerLowerLower----TechTechTechTech 10 12 9 9
SemiSemiSemiSemi----RoutineRoutineRoutineRoutine 13131313 32323232 11111111 25252525
RoutineRoutineRoutineRoutine 9999 19191919 8888 19191919
NNNN 6,647 519 7,640 732
Source: SLS
Limiting long term illness
Outcome: Limiting long term illness vs no limiting
long term illness, 2011
Question on limiting long term illness 2011
Limiting long-term illness in
2011 by 2001 and 1991 NEET
status
NEET NEET NEET NEET status status status status
2001200120012001% no LLTI% no LLTI% no LLTI% no LLTI % with LLTI% with LLTI% with LLTI% with LLTI TotalTotalTotalTotal
NonNonNonNon----NEETNEETNEETNEET 94 6 7,945
NEETNEETNEETNEET 82 18 996
NEET NEET NEET NEET statusstatusstatusstatus
1991199119911991% no LLTI % with LLTI Total
nonnonnonnon----NEETNEETNEETNEET 91 9 8,980
NEETNEETNEETNEET 76 24 1,265
Source: SLS
Depression and anxiety
Outcome: Prescribed with anti-depressant and/or anti-anxiety
medication between 2009 and 2012 vs not prescribed with
the medication
• ISD (Information Service Department)
• Prescribing information system
• 2009 -2012
• BNF (British National Formulary codes):
• 4.2 (antipsychotics)
• 4.3 (anti-depressants)
• 4.1.2 (anxiolytics)
Prescription of antidepressant and
antianxiety drugs between 2009 and
2012 by 2001 and 1991 NEET status
NEET status, NEET status, NEET status, NEET status,
2001200120012001% no% no% no% no % yes% yes% yes% yes TotalTotalTotalTotal
NonNonNonNon----NEETNEETNEETNEET 72 27 7,468
NEETNEETNEETNEET 52 48 1,102
NEET NEET NEET NEET statusstatusstatusstatus
1991199119911991% no % yes Total
NonNonNonNon----NEETNEETNEETNEET 67 33 7,553
NEETNEETNEETNEET 48 52 1,120
Source: SLS
Conclusions -
consequences
The analyses followed young people for 10 and
20 years (two cohorts: 2001 & 1991), providing
new evidence on long-term impact of NEET
experiences
We found that NEET status is associated with
higher risks of:
Economic inactivity
Working in low status occupations
Limiting long-term illness
Depression and anxiety
What individual, family, educational and
geographical factors are related to risks of
becoming NEET?
Cohort 3:
Aged 6-9
1991
Aged 16-
19 2001
Parents’ social
position or
labour market
status;
Type of Family;
Health status of
family
members and
self;
Local area
deprivation
Teenage
pregnancy
Age 19 &
under
Outcome:
NEET statusQualification
s
Local area
labour
market
Urban\rural
What factors predicts the risk of
becoming NEET?
Cohort 4:
Born 92-
95
Aged 6-9
2001
Aged 16-
19 2011
Birth weight
Parents’
social
position or
labour
market status
Change in
Parents’ social
position or
labour market
status;
Migration;
Family
disruption;
Health status of
family
members and
self
School
census,
attendance,
SQA
Free school
meal;
exclusion;
truancy;
attainment
Aged 13-
18 2007-
2010
Outcome:
NEET status
Qualification
s
Family
Labour
market
Teenage
pregnancy
MalesMalesMalesMales
Highest educational
qualification
Local NEET rate
Tenure of childhood home
(renting)
Number of siblings
Household type other than
‘married couple’
Number of adults employed in
childhood home
Teenage birth before end 2001
FemalesFemalesFemalesFemales
Teenage birth before end 2001
Highest educational
qualification
Number of siblings
Being a carer for >19 hours per
week
Local NEET rate
Number of adults employed in
childhood home
Tenure of childhood home
(renting)
Cohort 3 – Most
significant factors
MalesMalesMalesMales
Number of passes at SCQF
level 5 or higher (Standard
Credit, Intermediate 2,
Highers, Advanced Highers)
by school stage S4
Proportion of time absent
from school
Number of exclusions
Local NEET rate
Registered for School Meals
FemalesFemalesFemalesFemales
Teenage birth before 2010
Number of passes at SCQF
level 5 or higher (Standard
Credit, Intermediate 2, Highers,
Advanced Highers) by school
stage S4
Proportion of time absent from
school
Number of exclusions
Local NEET rate
Registered for School Meals
Cohort 4 – Most
significant factors
Conclusions – risk factors
Consistency of results between cohorts
Consistency of results between genders (exception:
teenage pregnancy)
Consistency of results between Cohort 2: School Census
& School Census plus 2011 Census
Factors measured closer to NEET age group are more
significant: School Census, local NEET rate, teenage
pregnancy
Local NEET rate may affect individuals in different ways:
competition for employment, insufficient resources in an
area, being NEET seen as inevitable outcome, peers all
being NEET, local area not recovering from loss of local
industry/employer
Acknowledgements
Research team: Kevin Ralston, Dawn Everington, Gillian Raab, Elspeth
Graham, Chris Dibben
The help provided by staff of the Longitudinal Studies Centre - Scotland
(LSCS) is acknowledged.
The LSCS is supported by the ESRC/JISC, the Scottish Funding Council, the
Chief Scientist's Office and the Scottish Government. The authors are
responsible for the interpretation of the data. Census output is Crown
copyright and is reproduced with the permission of the Controller of HMSO
and the Queen's Printer for Scotland
Thank support from the Employability, Skills and Lifelong Learning analysis
research team of the Scottish Government
Full version of research report:
http://www.gov.scot/Publications/2015/10/2258
http://www.gov.scot/Publications/2015/10/6731