The Power of Data Analytics: Understanding our clients and understanding what works James Kelly and...
-
Upload
alexandra-watson -
Category
Documents
-
view
214 -
download
1
Transcript of The Power of Data Analytics: Understanding our clients and understanding what works James Kelly and...
The Power of Data Analytics:
Understanding our clients and understanding what works
James Kelly and Vinny Pattison
Tuesday 10th July 2012
5
Why use data analytics?
To better understand:
•Client characteristics and make up
•Intervention impact
•Comparative operational performance
•Informing the policy debate
6
Driving operational performance and informing policy
•Capability to rapidly interrogate multiple data sets held within the data warehouse
•Understand which journeys work for which clients
•Provide support to advisors and senior management
•A myth busting machine
•Skills
•Health
•Housing
•Childcare
•Job Goals
•Experience
•Demographics
•Skills
•Health
•Housing
•Childcare
•Job Goals
•Experience
•Demographics
Client Profile Client Profile Intervention Intervention
•Number Interviews
•Courses
•Applications
•Type of provider
•Spend per client
•Mandation
•Staff Profile
•Number Interviews
•Courses
•Applications
•Type of provider
•Spend per client
•Mandation
•Staff Profile
Outcome Outcome
•In/out work
•Sustainability
•On/off benefit
•Progression
•In/out work
•Sustainability
•On/off benefit
•Progression
Gov’t Policy Gov’t Policy
•Real time evidence
•Better policy
•Real time evidence
•Better policy
Continuous Improvement
8
Age and the Work Programme
• Over 40s make up the largest group by age profile on the Work Programme
• Harder to achieve job outcomes for older clients (across payment groups)
So much of interest....
•Length of unemployment has a greater impact on returning to work than we believed
•Harder to achieve job outcomes for those who state their ethnicity is ‘White’ compared with those who state it being ‘Black’; Asian; or ‘Mixed’
•1 in 5 JSA clients declare a health concern as a barrier to finding employment
•Correlations between size of end-to-end subcontractors and performance
•Greater understanding of the impact of skills and health on outcome performance
•Etc, etc.....
But how do we use new insights to drive performance................
10
The data and analytics is taken from Work Programme attachments to Ingeus between June and October 2011 across the 8 Contract Package Areas in which we operate;
The analysis focuses on 65,204 Work Programme JSA clients in payment group 1 (JSA 18-24 year olds) and payment group 2 (JSA 25+);
The analysis does not consider clients claiming Employment Support Allowance, JSA Early Referrals or JSA Ex-IB;
The analysis uses the yes/no answers to 3 basic skills and 2 health related diagnostic questions which are asked at the initial diagnostics stage.
Health and Skills Analytics
Times less likely to have started work than the best skills and health scenario (% of the JSA Work Programme population in the cohort)
The impact of basic skills and health profiles on job starts
Best
Best Worst
Worst
6.2x(1.1%)
2.7x (4.5%)
1.8x(2.4%)
Health Profile3 potential combinations
Skills P
rofile8 potential com
binations
1x(34.8%)
2.0x(0.1%)
JSA skills and health client profile - the hardest 1%
Low QualificationsDeclare that they do not have an A* - C GCSE in English or Maths
Older45 years old (on average compared to the WP JSA population who are 38 years
old on average)
Long term unemployed Have been out of work for more
than 5 years (44% as compared to 18% of the Work Programme JSA population as
a whole)
Long term benefit claimantHave been on benefits for more
than 2 years (25% compared to 15% of the WP JSA
population as a whole)
Current health concernDeclare that they have a health concern which will affect their ability to work
Historical health concernBelieve this health concern
has affected their ability to stay in work in the past
Low IT skillsDeclare that they do not regularly use the Internet
and Email
Poor numeracy and literacyDeclare that they struggle with
reading and writing
JSA clients : Internet, e-mail and job starts
Internet and e-mail use is a key indicator of a clients likely hood of starting employment
The age of a Work Programme JSA client has an impact on their use of
Internet and email
Regardless of age the likelihood of starting work is increased significantly if the client
regularly uses the Internet and email
Times more likely to have started work than a client not regularly using the Internet and email
% n
ot re
gula
rly u
sing
th
e In
tern
et a
nd e
mai
l
Age GroupBUT…
14
Analytics in Action: IT for Work Pilot
• Quantitative data triangulated with advisor and client insight;
• Basic IT course designed and accredited;
• Course funded with SFA money through local college;
• Pilot running for 2 months integrated with WP delivery;
• Aim: part of long term integration of employment and skills;
• Full evaluation into impact of the pilot with lessons for delivery and policy.