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Final Report of the Evaluation of the Pupil Learning Credits Pilot ...

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30<br />

Multi-level modelling<br />

Summary<br />

The multi-level modelling analysis examined <strong>the</strong> attainment <strong>of</strong> pupils nationally, controlling for<br />

a wide range <strong>of</strong> characteristics including prior attainment.<br />

Some statistically significant and negative relationships were identified between attending a<br />

PLC school and Key Stage 3 test results.<br />

Key Stage 2 test scores improved more rapidly from 2001 to 2003 than did Key Stage 3 test<br />

scores. Thus against this backdrop <strong>of</strong> relative lack <strong>of</strong> improvement, <strong>the</strong> decline in pupils’<br />

progress from 2001 to 2003 was more marked in PLC schools than in non-PLC schools (0.7<br />

<strong>of</strong> a month less progress than expected in Ma<strong>the</strong>matics in 2002, and in 2003 0.5 <strong>of</strong> a month<br />

less progress than expected in KS3 average score and 1.1 <strong>of</strong> a month less in Science).<br />

The value-added analysis <strong>of</strong> GCSE examinations found some positive associations between<br />

attending a PLC school and some <strong>of</strong> <strong>the</strong> outcome measures examined.<br />

Focusing on progress made from <strong>the</strong> end <strong>of</strong> KS3 to GCSE (which coincides with <strong>the</strong> timing <strong>of</strong><br />

<strong>the</strong> PLC pilot scheme), <strong>the</strong> odds <strong>of</strong> pupils achieving five or more GCSE passes at grades A*<br />

to C in 2003 were significantly improved for those attending schools participating in <strong>the</strong> pilot<br />

scheme (by 21 per cent when considering only <strong>the</strong> 2003 GCSE results dataset and by 17 per<br />

cent when examining <strong>the</strong> combined 2002 and 2003 dataset).<br />

Introduction<br />

In this section, key findings from an analysis <strong>of</strong> <strong>the</strong> national pupil-level (or valueadded)<br />

dataset are presented using multi-level modelling (MLM). <strong>Pupil</strong>s’ academic<br />

progress at <strong>the</strong> end <strong>of</strong> Year 9 and Year 11 are examined.<br />

<strong>Pupil</strong>-level analysis from KS2 to KS3<br />

The following analysis is based on <strong>the</strong> Key Stage 2 to Key Stage 3 national valueadded<br />

results for pupils who took Key Stage 3 national tests in 2001, 2002 and 2003.<br />

The analysis involved two datasets:<br />

• 2003 KS3 outcomes only; and<br />

• 2001, 2002 and 2003 KS3 outcomes.<br />

For both datasets, full prior attainment and PLASC data were available. The<br />

inclusion <strong>of</strong> PLASC data allowed <strong>the</strong> model to control for a range <strong>of</strong> pupil<br />

background factors (such as ethnicity, known eligibility for Free School Meals and<br />

special educational needs status). In addition, <strong>the</strong> second dataset allowed for <strong>the</strong><br />

investigation <strong>of</strong> changes between 2001, 2002 and 2003. Analysis was carried out<br />

using multilevel modelling with <strong>the</strong> following outcome measures as dependent<br />

variables, measured in TGAT 32 months <strong>of</strong> progress:<br />

32<br />

The TGAT (Task Group on Assessment and Testing) months <strong>of</strong> progress measure is based on <strong>the</strong><br />

notion that an average pupil makes half a level progress each year and is computed using <strong>the</strong><br />

following relationship: 1 level = 6 points = 24 months.

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