Mining the Data Mining the Data Jo Wiggans Jo Wiggans Director Director
Mar 28, 2015
Mining the DataMining the Data
Jo WiggansJo Wiggans Director Director
The Workshop includes:The Workshop includes:
What is in the Aimhigher data caveWhat is in the Aimhigher data cave
The uses of statistics in AimhigherThe uses of statistics in Aimhigher
Targeting and the allocation of resourcesTargeting and the allocation of resources
Digging into the data to uncover hidden Digging into the data to uncover hidden needsneeds
Action ResearchVolume 6(2): 123–127Copyright© 2008
“From small local projects to those with large-scale national policy outcomes and international implications, action research provides the means not only to define more clearly ‘what is wrong’ – to clarify the problematic features of a situation – but also to identify ‘what is right’– the strengths and assets that provide the base from which to construct effective and sustainable solutions. … moving from understanding to practical action is an integral part of the action research process.”
Ernie Stringer, Meghna Guhathakurta, Mwajuma Masaigana and Steve Waddell
30 - Action Research as a Strategy for Advancing Community-Based Natural Resource Management
Action Research Action Research as a Strategy for as a Strategy for Advancing Advancing Community-Based Community-Based Natural Resource Natural Resource ManagementManagement
Doug HendersonDoug Henderson
What’s in the Aimhigher data cave?What’s in the Aimhigher data cave?
UCAS and HESA data on the local populationUCAS and HESA data on the local population School PLASC analysis – deprivation, ethnicity, gender, School PLASC analysis – deprivation, ethnicity, gender,
attainment, FSM, attainment, FSM, Detailed pupil profiles – FSM, ACORN, IDACI, LAC, FFT Detailed pupil profiles – FSM, ACORN, IDACI, LAC, FFT
scores and predicted scores, actual attainment grades, scores and predicted scores, actual attainment grades, SEN and School Action, etc….SEN and School Action, etc….
HE heritage and NS SECHE heritage and NS SEC Area population profilesArea population profiles Economic trend and employment dataEconomic trend and employment data Masses of qualitative feedback, case studies etc.Masses of qualitative feedback, case studies etc.
How we use statistical dataHow we use statistical data
To distribute resources fairly To distribute resources fairly To define the priority target cohortTo define the priority target cohort To assess progress in widening To assess progress in widening
participation in the areaparticipation in the area To identify issues and revise practice To identify issues and revise practice
prioritiespriorities To inform partner strategies and grow To inform partner strategies and grow
understanding of HE participation issuesunderstanding of HE participation issues
Informing partner strategiesInforming partner strategies
What partners don’t have:What partners don’t have:Higher Education InstitutionsHigher Education Institutions: population : population
participation data for their local area; participation data for their local area; comparative data on local school pupils; comparative data on local school pupils;
Local AuthoritiesLocal Authorities: HE participation data; : HE participation data; comparative progression data for local comparative progression data for local institutions; deprivation cross-referencing. institutions; deprivation cross-referencing.
Informing local strategiesInforming local strategies
JARs – Joint Area Reviews for local JARs – Joint Area Reviews for local authoritiesauthorities
SEFs – Self Evaluation Frameworks for SEFs – Self Evaluation Frameworks for SchoolsSchools
College reportsCollege reports 14-19 strategies at LA and LSC levels14-19 strategies at LA and LSC levels WPSAs and OFFA reportsWPSAs and OFFA reports Aimhigher web-based partner data systemAimhigher web-based partner data system
Local authorities: NI 106Local authorities: NI 106
To increase the proportion of young people To increase the proportion of young people from low income backgrounds progressing from low income backgrounds progressing to HE. to HE.
Measured by: the gap between the Measured by: the gap between the proportion of 15 year olds eligible for FSM proportion of 15 year olds eligible for FSM and those not eligible for FSM progressing and those not eligible for FSM progressing to HE at age 18. to HE at age 18.
Table 5: Proportions of students who were/were not in receipt of FSM aged 15 in 2001/02, who went to an HEI aged 18 in 2004/05 or aged 19 in 2005/06
Local Authority FSM Non-FSM All Gap
Bolton 15% 33% 31% 18%
Bury 17% 35% 33% 18%
Manchester 17% 27% 23% 11%
Oldham 18% 33% 30% 16%
Rochdale 16% 28% 25% 12%
Salford 7% 22% 19% 15%
Stockport 12% 36% 33% 24%
Tameside 10% 26% 23% 16%
Trafford 13% 42% 39% 29%
Wigan 10% 31% 28% 21%
England 14% 33% 30% 19%
Source: DIUS
Allocating resourcesAllocating resources
National modelNational model
50% of funding for 50% of funding for Aimhigher is allocated by Aimhigher is allocated by need based on GCSE need based on GCSE outcomes of maintained outcomes of maintained schoolsschools
50% is allocated on need 50% is allocated on need based on 15 year olds based on 15 year olds living in 40% most living in 40% most deprived by IMDdeprived by IMD
Area modelArea model
Three criteria, equally Three criteria, equally weighted: weighted:
IMDIMD FSM (school population)FSM (school population) POLARPOLAR
Borough Allocations 08-09
Deprivation Indicator Participation Indicator FSM Indicator
Estimate of Y7-11 pupils in target IMD
LSOAs
Estimate of 15 YOs in POLAR Less than 27%
Secondary pupils eligible for FSM
£ Distribution 2008/09
Bolton 10.8% 7.8% 8.5% 9.0%
Bury 5.7% 4.4% 4.6% 4.9%
Manchester 21.0% 21.1% 33.3% 25.1%
Oldham 9.9% 9.0% 10.0% 9.7%
Rochdale 10.1% 9.7% 9.1% 9.7%
Salford 9.5% 12.1% 11.0% 10.9%
Stockport 5.8% 8.4% 5.2% 6.5%
Tameside 10.2% 12.9% 6.5% 9.9%
Trafford 5.5% 2.0% 4.1% 3.9%
Wigan 11.4% 12.5% 7.6% 10.5%
Total 100.0%
Inarguable prioritiesInarguable priorities
LAname Name Pupil_Count
%_of_year_7 to
11_pupils_who_
live_in_IMD2007
target_areasFSM_count %_FSM
%_livingoutside_LA
Oldham Grange School 804 99% 506 63% 0%
Oldham The Hathershaw College of Technology & Sport 1020 99% 418 41% 1%
Oldham Breeze Hill School 785 96% 352 45% 0%
Oldham Kaskenmoor School 709 96% 292 41% 21%
Oldham The Radclyffe School 1349 92% 395 29% 14%
Oldham St Augustine of Canterbury RC High School 785 86% 178 23% 2%
Oldham South Chadderton School 718 85% 150 21% 27%
Oldham Failsworth School 1471 71% 243 17% 19%
Oldham Counthill School 1072 60% 225 21% 0%
Oldham Royton and Crompton School 1178 51% 163 14% 2%
Oldham Our Lady's RC High School 950 44% 101 11% 6%
Oldham The Blue Coat CofE School 1105 41% 47 4% 44%
Oldham North Chadderton School 1346 30% 95 7% 3%
Oldham Crompton House CofE School 1001 30% 14 1% 39%
Oldham Saddleworth School 1292 11% 66 5% 3%
A recipe for defining the Aimhigher A recipe for defining the Aimhigher target cohorttarget cohort
1.1. A ‘basket’ of data including: A ‘basket’ of data including: Postcode to define Postcode to define IMD; FSM entitlement; SEN/school action; IMD; FSM entitlement; SEN/school action; gender; FFT scores and predictors – this is the gender; FFT scores and predictors – this is the initial cohort groupinitial cohort group
2.2. Stir in: teacher recommendation on potential to Stir in: teacher recommendation on potential to achieve and to benefit from Aimhigherachieve and to benefit from Aimhigher
3.3. Add a pinch of: considerations re friendship Add a pinch of: considerations re friendship groups etc.groups etc.
4.4. AND all Looked After Children irrespective of AND all Looked After Children irrespective of attainment profiles. attainment profiles.
Tracking the learners – local data collection in Tracking the learners – local data collection in conjunction with LA data leads.conjunction with LA data leads.
Assessing progressAssessing progress
Annual statistical updates at local levelAnnual statistical updates at local level Compare cohort progress against whole Compare cohort progress against whole
school year group and against similar school year group and against similar profile pupils not in the cohort – look for profile pupils not in the cohort – look for value addedvalue added
Longitudinal trackingLongitudinal tracking Case studiesCase studies Regular reporting at local and area level Regular reporting at local and area level
Change in UCAS Applicants Aged 18-20 in 2007 Compared to 2002
0%
10%
20%
30%
40%
50%
60%
70%
80%
90%
100%
Salfo
rd
Man
ches
ter
Traff
ord
Tam
esid
e
Bolto
n
Wig
an
Oldha
mBur
y
Stoc
kpor
t
Rochd
ale
England average
Greater Manchester average
Source: UCAS datasets
Change in UCAS Accepted Applicants 2001-2008
100
110
120
130
140
150
160
170
2001 2002 2003 2004 2005 2006 2007 2008
Greater Manchester England
First Degree Entrants Aged 20 & Under in 2006/ 07
Rest of the North West36%
University of Salford
5%Royal Northern College of Music
0% Open University1%
University of Manchester
5%
Manchester Metropolitan
University11%
The University of Bolton
2%
East Midlands4% North East
4%
London3%
East of England1% Northern I reland
0%
Scotland2%
South West2%
West Midlands4%
South East2%
Wales2%
Yorkshire & the Humber
16%
Dig deep - it could be goldDig deep - it could be gold
UCAS acceptance rates at local FE UCAS acceptance rates at local FE collegescolleges
Russell Group Applications by Russell Group Applications by deprivation/domiciledeprivation/domicile
Beneath the gap in participation by Beneath the gap in participation by deprivation: the gender and ethnicity gapsdeprivation: the gender and ethnicity gaps
In groups: In groups: You are a local Aimhigher partnership, tasked to plan You are a local Aimhigher partnership, tasked to plan
activities and interventions. You represent: activities and interventions. You represent: a university anda university anda local authority anda local authority anda local school or collegea local school or college
Look at the data and decide: Look at the data and decide:
How should we intervene?How should we intervene? When should we intervene?When should we intervene? Where (which institution or locality) is the Where (which institution or locality) is the
priority?priority? What else do we want to know?What else do we want to know?
Russell Group AdmissionsRussell Group Admissions
Looked at ward detail and previous education Looked at ward detail and previous education institutioninstitution
Published partner report to raise awarenessPublished partner report to raise awareness Worked with University of Manchester to shift Worked with University of Manchester to shift
targeting of their outreach programmes towards targeting of their outreach programmes towards Aimhigher prioritiesAimhigher priorities
Included presentations from Oxford, Cambridge Included presentations from Oxford, Cambridge and UoM in FE tutor staff developmentand UoM in FE tutor staff development
Talked to G&T coordinators in local authoritiesTalked to G&T coordinators in local authorities
FEC Acceptance ratesFEC Acceptance rates Discussed data locally with local authority Discussed data locally with local authority
coordinatorscoordinators Met with college principals where acceptance Met with college principals where acceptance
rates were lowest – individually.rates were lowest – individually. Produced foundation degree guidesProduced foundation degree guides Work with college to run big induction event Work with college to run big induction event
featuring HE options and involving local HEIsfeaturing HE options and involving local HEIs Series of staff development events for FE tutorsSeries of staff development events for FE tutors One FEC now includes HE progression in their One FEC now includes HE progression in their
performance review for tutors and continues to performance review for tutors and continues to monitor HE progression by tutor groupmonitor HE progression by tutor group
Gender and ethnicity gapsGender and ethnicity gaps
Way to go yet!Way to go yet! Special projects for boysSpecial projects for boys Amended summer school and Aimhigher Amended summer school and Aimhigher
cohort guidance to encourage participation cohort guidance to encourage participation of boysof boys
Specific projects with BME communitiesSpecific projects with BME communities Focus on breaking down gendered career Focus on breaking down gendered career
and subject optionsand subject options
Further informationFurther information
www.aimhighergreatermanchester.co.ukwww.aimhighergreatermanchester.co.uk
Joanne Moore: Research and Data Joanne Moore: Research and Data Manager Manager
[email protected]@open.ac.uk
Jo Wiggans Jo Wiggans [email protected]@open.ac.uk