British Educational Research Journal
Vol. 37, No. 1, February 2011, pp. 163–189
ISSN 0141-1926 (print)/ISSN 1469-3518 (online)/11/010163-27
© 2011 British Educational Research Association
DOI: 10.1080/01411920903452563
Do increased resources increase
educational attainment during a period
of rising expenditure? Evidence from
English secondary schools using a
dynamic panel analysis
Geoff Pugh
a*
, Jean Mangan
a
and John Gray
b
a
Institute for Education Policy Research, Staffordshire University, Stoke-on-Trent, UK;
b
Faculty of Education, Cambridge University, UK
Taylor and Francis CBER_A_445617.sgm 10.1080/01411920903452563 British Education Research Journal 0141-1926 (print)/1469-3518 (online) Original Article 2009 British Educational Research Association 00 0000002009 Professor GeoffreyPugh g.t.pugh@staffs.ac.uk
This article estimates the effects of school expenditure on school performance at Key Stage 4 in
England, over the period 2003–07 during which real per pupil expenditure increased rapidly. It adds
to previous investigations by using dynamic panel analysis to: exploit time series data on individual
schools that only recently has become available; adjust for the potential endogeneity not only of ex-
penditure but also of other determinants of performance; and differentiate the short-run and the
(higher) long-run attainment effects of spending changes. Consistent with other recent work, the
article reports a generally significant but small effect of expenditure on school performance, but it
also finds that the effect varies between specialist and non-specialist schools, with the effect on the
latter being larger. Further, the article identifies significant dynamics in the school improvement
process, quantifies the long-run effect of expenditure changes, suggests that spending effects
increase with socio-economic disadvantage, and quantifies absence effects.
1. Introduction
Internationally, there has been no consistent finding in the literature regarding the
relationship between school resources and school outcomes. Recent studies using
English data, although finding a statistically significant positive effect between expen-
diture and performance, have found the size of the effect to be very small. In England
over the period 2003–07 real (inflation-adjusted) expenditure per pupil in maintained
secondary schools rose by more than 20% (Figure 1). The increases were rapid,
*Corresponding author. Institute for Education Policy Research, Staffordshire University, Leek
Road, Stoke-on-Trent, ST4 2DF, UK. Email: g.t.pugh@staffs.ac.uk