We introduce the accelerated deferred acceptance algorithm that proceeds in a similar manner to deferred acceptance but with sure-to-be rejected proposals ruled out. Our algorithm outputs the same stable matching as DA but does so more efficiently.

This paper investigates whether the gender composition of ordinal rankings - the observation that a large number of girls (boys) are outperforming me — influences student's attitudes about gender roles.

Very little is known about the experiences of LGBTQI+ students in post-18 education. In this paper we explore the choice of subject, university, and degree outcomes using administrative data from the UK.

One in three women have experienced violence from an intimate partner during their lifetime. In this paper we investigate the spillover effects of intimate partner violence on the human capital of young children that are living in the same household.

Marriages between ethnic-minority immigrants & natives are seen as a key measure of integration. In this paper I analyse changes in ethnic marital sorting & disentangle the effects of preferences & population supplies in determining sorting patterns.

In this paper I study how heterogeneity in household income & child skills affects parents' decisions to invest in private education for their child, & how these choices contribute to inequality in university admissions.

We exploit the post-war immigration-induced regional variation in ethnic composition among British-born individuals to study inter-ethnic marriages in the UK. We make predictions for more recent cohorts whose marital choices are still to be completed.