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Using data to help target interventions
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Transcript of Using data to help target interventions
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How to use data analysis to help target interventions
Veronika Javorova, FIS and Systems ManagerDaro Clark, Business Analyst
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TF PROGRAMME – PHASE 1 (2012-2015)Troubled families are those that have problems and cause problems to the community around them, putting high costs on the public sector. The government committed to help 120,000 troubled families in England turn their lives around:•get children back into school•reduce youth crime and anti-social behaviour•put adults on a path back to work•reduce the high costs these families place on the public sector each year
Lambeth’s target of turning around 1080 families achieved.
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TF EXPANDED PROGRAMME (2015-2020)Retained the first programme’s focus on families with multiple high cost problems and also includes families with a broader range of problems:-Parents or children involved in crime or anti-social behaviour-Children who have not been attending school regularly-Children who need help: children of all ages, who need help, are identified as in need or are subject to a Child Protection Plan-Adults out of work or at risk of financial exclusion or young people at risk of worklessness-Families affected by domestic violence and abuse-Parents or children with a range of health problems
To be eligible for the programme, each family must have at least two of the six problems
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TF EXPANDED PROGRAMME (2015-2020) Lambeth commitments:•To engage 3670 families over 5 years•To demonstrate significant and sustained improvement or continuous employment for payment by results •To integrate and transform local public services, evidenced through participation in the programme’s National Impact Study, the submission of Family Progress Data and completion of the programme’s Costs Savings Calculator.
Principles for engagement- There is an assessment that takes into account the needs of the whole family; - There is an action plan that takes account of all (relevant) family members; - There is a lead worker for the family- The objectives in the family action plan are aligned to those in TF Outcomes plan.
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WHAT IS A TF FAMILY?- Each family must be made of at least two individuals - All eligible families must include dependent children - Meet at least two of the six headline problems - A family can be living across multiple addresses, with some restrictions
for identification
Translating concept to reality using own datasources can be tricky:– lack of systems references (property refs, person ids)– non-time bound data (eg. only date of registration)– conflicting data between sourcesLambeth’s approach uses “extended” and “core” approaches
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Identification of TF - data sources Worklessness/financial exclusion
– Benefits data– NEET and Intended destinations (IYSS) – Arrears – council tax and rent
Attendance– School attendance– Exclusions from school – Youth NEET (under 16s)
ASB/crime– Contacts and Referrals (Mosaic)– YOS offences– Police call outs – Uniform– Gang matrix – Northgate ASB
Domestic violence – Merlins (Mosaic) – Northgate – Police call outs – Children’s centre data (Synergy)
Children needing help – CIN, CPP and CLA (Mosaic)– Contacts and Referrals (Mosaic)
Health problems – Mental health – CAF, Northgate– Substance abuse – CAF, Northgate– Children’s centre data (Synergy)
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DATA WAREHOUSE
•Identification - datasources - person matching - householding •Troubled Families App•Business Intelligence reports
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KEY CHALLENGES
– Using data to tell you • Who is who?• At what time?• Living with who?
– What data is most trustworthy?
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LEGALITY OF SHARING
Local authority relying upon:
s17 of the s115 of the Crime and Disorder Act 1998 (POLICE, LA, HEALTH)Children Act 1989 (SCHOOLS)Well-being powers in the Local Government Act 1972 or 2000General power of competence – s1 Localism Act 2011Data Protection Act 1998Fair Processing Notice
For the identification, and for contributing to the National Impact Study.
Once we’ve offered assistance, consent sought…
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IDENTIFICATION OF TF - DATA SOURCES Workless or Financial
Exclusion
Attendanc
e Crime or
Asb Children in
Need Domestic Violence Health No. of people in database
No. of records
Housing Benefits X 129,344
3,932,298
Council Housing X X 86,012
114,521
Council Tax X 276,524
26,515,109
Children's Centres X X X 162,088
163,936
Children's Social Services X X X X X X
171,649 174,199
NEETs X 1,802
3,326
Youth Offending Service X X
1,737
7,942
Gangs Matrix X 296
462
Police X X 14,258
21,717
Environmental Complaints X
1,093
9,375
School Attendance X 41,919
110,387
Total 886,722
31,053,272
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TF DATABASE: SIMPLIFIED IMPORT PROCESS….
Staging
space
Data sources
Fuzzy matching
Person table
Manual matching
TF Outputs
Household
grouping
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TF database: The actual process….(!)
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TF WEB TOOL
• User friendly tool to access information held on SQL database
• Summarises:– Household criteria met– Individual family members and their meeting of criteria– PBR claims– Professional involvement summary
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PERSON SEARCH
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SEARCH RESULTS
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SEARCH RESULTS- YOS
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ATTENDANCE BREAKDOWN
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SOCIAL CARE RECORDS
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TF DASHBOARD
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TF DASHBOARD - FILTERED
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SERVICE OVERLAPS
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SERVICE OVERLAPS – YOUTH OFFENDERS
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SERVICE OVERLAPS – MULTI SERVICE
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BENEFITS OF DATA DRIVEN APPROACH - 1
Ease of report generation National Impact Study Family Performance Data
Pseudo-Master Data ManagementAllows the aggregation of demographics from multiple sources to improve “single view” of citizen
Provides each contributing service area an ability to profile their user base
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BENEFITS OF DATA DRIVEN APPROACH - 2
A powerful source for data analytics: What services have the greatest overlaps in users? What are the features of families on the cusp of intensive (TF) involvement Reduces the risk of over-counting through duplication when performing needs assessment Understand the potential causal impacts of one area’s decision on other
A rich source of intelligence for individual intervention Gang members and youth club use
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DATA CHALLENGE
How would you use this data to help:
• Targeting of services• Improve service delivery• Deliver Early Help or preventative services• Reduce demand or costs• Improve joint delivery or partnership working
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DATASETS AND THEMESDemographics
Disability and health issues Age Gender Ethnicity Housing type Household composition No. of children
Service use Customer centre visits, channel
use Payment types and history Adult social care packages Children’s social services Repairs types and history Children’s Centres Library use
Community safety Youth Offending ASB Environmental Services Fire call outs Police call outs Complaints data
Working status Income Length of employment Benefits claimed
OthersWhat else would be useful?