Contents Acknowledgements i Contents ii List of tables iii List of figures iv 1. Introduction 1 2. Overall results 2 3. Skills utilisation 19 4. Further study 21 Appendix 1 Methodology 25 Appendix 2 Labour market and graduate satisfaction definitions 35 Appendix 3 GOS questionnaire 37 Appendix 4 Construction of confidence intervals 57 Appendix 5 Study area concordance 58 Appendix 6 Additional tables and figures 61 2021 GOS International Report ii