Academy schools in England excluded more disruptive pupils since they became academies. However, this reflects the strict disciplinary approach that they adopted rather than the strategic effort to improve their aggregate educational results.
This is the core finding of a new research by Matteo Sandi and Stephen Machin published in the January 2020 issue of The Economic Journal. The authors study whether the strategic exclusion of poorly performing pupils can explain the pupil performance gains recorded by academy schools in England – a claim that has been made in some popular, mostly non-evidence-based, public debate, and it is appraised in this new study.
The authors find that academy schools in England do actually permanently exclude more pupils in year 11 than otherwise comparable non-academy schools. However, the analysis of the initial wave of academy schools in England, that opened before 2010 and that became academies as part of a remedial school improvement programme in the 2000s, shows that exclusion was not a means of improving aggregate results for academies in the published league tables. Pre-2010 academy schools experienced sharp pupil performance gains after conversion, but not because of pupils’ exclusion. Rather, exclusion seems to be part and parcel of the strict disciplinary behaviour procedures that some of these schools operate – an integral part of a ‘No Excuses’ culture.
This finding is corroborated by the fact that the authors find much smaller gaps in permanent exclusion among the second batch of conversions to academies, that opened since 2010 and that were not disadvantaged schools with the behaviour problems that the earlier pre-2010 batch of academies had to cope with.
Since inclusion in a school league table results hinges on a pupil year 11 January census, the authors study whether academies, following conversion, started to permanently exclude more before the January census in Year 11, that is, in the final year of compulsory education in England.
Following academy conversion, the likelihood of pupils enrolled in academies being permanently excluded in year 11 before the January census increased by 0.083 percentage points. This increase is much bigger between the pre-2010 academies, where the academy conversion led to a 0.282 percentage points increase in the likelihood that an enrolled pupil was excluded in year 11 before the January census. In post-2010 academies, the likelihood that an enrolled pupil was strategically excluded increased by a more modest 0.052 percentage points.
The authors also study whether these higher rates of pupil exclusion can plausibly explain the steep pupil performance gains observed in pre-2010 academies. Their simulation exercise suggests that, for the performance improvement of pre-2010 academies to disappear, each excluded pupil would have needed to exert an implausibly large negative influence on the GCSE test scores of all other year 11 pupils in the same school and school year.
Moreover, the study finds no evidence that pupils excluded from academies were worse performers than pupils excluded from control schools. Pre-2010 academies also permanently excluded more pupils in year 11 that were still allowed to take their GCSE exams in the school that excluded them, which removes scope for strategic manipulation of GCSE results.
Finally, the study finds no association between performance gains and changes in permanent exclusion following conversion, as the schools that experienced the greatest performance gains are not in fact the same schools that experienced the largest increases in exclusion rates following conversion.
The overall conclusion is that, rather than being used as a strategic means to boost measured school performance, the higher rate of exclusion seems to have been part and parcel of the tough discipline procedures that the pre-2010 academies adopted.
Autonomous Schools and Strategic Pupil Exclusion is published in the January 2020 issue of The Economic Journal
Prof Stephen Machin
Council member (until 2019)
Stephen is a Professor of Economics and Director of the Centre for Economic Performance (CEP) at the London School of Economics.
Matteo Sandi
Research Economist | Centre for Economic Performance, London School of Economics and Political Science.