This seminar will show sequence analysis of post compulsory education and labour market activities, pathways and outcomes based on different socioeconomic, demographic and education factors. This research uses powerful administrative data from England to carry out analysis of over 3.6 million individuals doing their General Certificate of Secondary Education exams (GCSEs) between 2002 and 2007. English education administrative records and combined with United Kingdom (UK) tax and social security records. Longitudinal Education Outcomes (LEO) data allowing these individuals to be tracked in their post compulsory education over a 10-15 year period. The analysis makes comparisons using of a range of background characteristics including socioeconomic status, special educational needs (SEN) status, gender, ethnicity, first language and location (region). It also observes how these differ for different education levels, doing comparisons of: 1) graduates and non-graduates and 2) non-graduates achieving level 3 or above and level 2 or below. This seminar will focus on differences between ethnic groups and show how diverse things are based on ethnicity classifications.