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The effect of school inputs and educational attainments


The effect of school inputs on educational attainments was a project funded by the Nuffield Foundation.
This project studied school inputs, such as how much money is spent per pupil and staff/pupil ratios, to analyse their effects on:

  • pupils’ educational attainment at the end of compulsory schooling, i.e. at about age 16
  • differences in returns to school inputs across children with diverse backgrounds and attainments


Since 2000, government spending on schools has increased steadily, and there has been a continuing improvement in the proportion of pupils getting good qualifications at age 16. Yet attainment gaps between pupils from different backgrounds remain.
The project predated the introduction of the pupil premium, so offers a valuable insight into how such shifts in funding or funding cuts might affect educational attainments of pupils of different socio-economic backgrounds and at different levels of prior attainment.


The research looked at what happens in a secondary school if it spends an extra £1,000 on each pupil per year. It used data from the National Pupil Database including test scores, and asked which pupils benefit from extra spending and which groups gain most from different types of spending (such as, for example, teaching staff, education support staff, administration, ICT equipment, other learning resources and catering).

The research team used information on all pupils who took Key Stage 4 exams (GCSE or equivalent) in 2007 or in one of the three following years. From 2007-2009 there were 1.7 million pupils in the sample, of whom 350,000 are siblings. This allowed the researchers to:

  • adopt school input measures using information on all state schools and all pupils enrolled in these schools
  • obtain precise estimates even when focusing on small sub-groups such as different ethnicities, pupils with different levels of achievement in national tests at the end of primary school and children with different family background and levels of parental investment
  • identify pupils who are siblings

Team members

Dr Birgitta Rabe

Senior Research Fellow - ISER

Birgitta is an economist interested in applied research in education, family and labour economics. Some of her current and recent work includes: Early child development: breastfeeding; child care ; Education and schools: effects of school resources; sibling spillover effects; school quality and parental investments ; Child care and maternal labour supply ; Migration and residential mobility. She is also Topic Champion for education, family and data linkage on Understanding Society.

Professor Cheti Nicoletti

- University of York

Cheti Nicoletti is a Professor in the Department of Economics and Related Studies at the University of York. She is also an ISER Associate. Her research is on empirical labour economics with special reference to intergenerational mobility, children health and educational outcomes, inequality, fertility, school and neighborhood effects, sample selection issues and measurement errors.

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Photo credit: communitiesuk