School and neighbourhood segregation in England and Scotland (with Elaine Drayton and Ellen Greaves). IFS Report, October 2023

An analysis of the demand for skills in the labour market in 2035: working paper 3 (with Andy Dickerson, Luke Bocock, Jude Hillary and David Simcock), National Foundation for Educational Research, May 2023

Statistical Analysis of the Educational Mobility of Primary Schools Across Scotland (with Stuart McIntyre) Data For Children Collaborative, January 2022.

How is coronavirus affecting the provision of free school meals? (with Daniel Borbely) Economic Observatory, July 2020.