Data compiled using the Longitudinal Education Outcomes (LEO) database from Department for Education that links administrative education data from early years through to higher education from the Department for Education (DfE) and the Higher Education Statistics Agency (HESA) with employment, benefits and earnings data from the Department for Work and Pensions (DWP) and Her Majesty's Revenue and Customs (HMRC). It does not include students who were home schooled.