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

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Difference-in-differences and economic evaluation<br />

Summary<br />

The economic evaluation <strong>of</strong> <strong>the</strong> PLC pilot scheme involved an analysis <strong>of</strong> <strong>the</strong> scheme’s<br />

impact on attainment in Ma<strong>the</strong>matics and English at <strong>the</strong> end <strong>of</strong> KS3 and on a measure <strong>of</strong><br />

attendance at school. A difference-in-differences analysis compared outcomes for pupils in<br />

PLC schools with those in a comparison group <strong>of</strong> schools before (2001) and after <strong>the</strong> pilot<br />

scheme (2003).<br />

Two groups <strong>of</strong> comparison schools were used: non-PLC schools in EiC Phase 1 areas; and<br />

non-PLC schools in EiC Phase 1 and Phase 2 areas. Results were very similar for <strong>the</strong> two<br />

comparison groups.<br />

The most detailed specification (with controls for prior attainment, some pupil characteristics<br />

and a broad range <strong>of</strong> school characteristics) shows that <strong>the</strong> proportion <strong>of</strong> pupils achieving<br />

level 5 or higher in Ma<strong>the</strong>matics was 2.1 percentage points higher in PLC schools. There<br />

was also a (slightly smaller) impact on attaining level 4 or above. No statistically significant<br />

results were found in relation to attainment in English.<br />

The effect <strong>of</strong> <strong>the</strong> PLC pilot scheme on <strong>the</strong> average level attained in Ma<strong>the</strong>matics was also<br />

examined. It was found that involvement in <strong>the</strong> scheme increased <strong>the</strong> number <strong>of</strong> pupils<br />

moving up a level in PLC schools by 6.4 percentage points. There was no effect on <strong>the</strong><br />

average level attained in English.<br />

When examining school-level absences, some evidence <strong>of</strong> an effect <strong>of</strong> PLCs is found, with<br />

<strong>the</strong> pilot scheme reducing <strong>the</strong> percentage <strong>of</strong> half days missed by about half a percentage<br />

point.<br />

A cost-benefit analysis which seeks to predict <strong>the</strong> impact <strong>of</strong> <strong>the</strong> effects described above on<br />

labour market outcomes in later life was carried out. The analysis necessitates a series <strong>of</strong><br />

strong assumptions and thus <strong>the</strong> results have to be viewed with some care. It is suggested<br />

that <strong>the</strong> pilot scheme is potentially cost-effective, which in turn appears to be driven by <strong>the</strong><br />

low cost <strong>of</strong> <strong>the</strong> scheme.<br />

Introduction<br />

The economic evaluation <strong>of</strong> <strong>Pupil</strong> <strong>Learning</strong> <strong>Credits</strong> pilot scheme involves an analysis<br />

<strong>of</strong> whe<strong>the</strong>r <strong>the</strong> scheme had any impact on attainment at <strong>the</strong> end <strong>of</strong> Key Stage 3 in<br />

English or Ma<strong>the</strong>matics and on a measure <strong>of</strong> attendance at school (see McNally,<br />

2005). The possible impact <strong>of</strong> any resulting increase in attainment on subsequent<br />

labour market earnings is also being considered. This cost-benefit analysis is<br />

necessarily crude as we do not know <strong>the</strong> relationship between attainment at Key Stage<br />

3 (or school attendance) and outcomes in <strong>the</strong> labour market. Fur<strong>the</strong>rmore, even if<br />

such information were available, <strong>the</strong> children who benefit from PLCs (and related<br />

policies such as Excellence in Cities) are in relatively disadvantaged areas and hence<br />

may be affected differently by an increase in attainment at this time. Ideally, to find<br />

out whe<strong>the</strong>r any PLC effect on attainment has an enduring impact, which also affects<br />

labour market outcomes, one would want to follow <strong>the</strong>se pupils over time.<br />

However, <strong>the</strong> first part <strong>of</strong> <strong>the</strong> analysis, which is based on a difference-in-differences<br />

analysis, is built on a firm foundation. This involves comparing <strong>the</strong> outcomes <strong>of</strong>

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