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This document provides technical detail and supporting data for the research findings discussed in 'The student journey in VET: the many faces of completion and non-completion'. The analysis in this technical paper explores: (1) an approach to identifying VET subject enrolment activity that serves a compliance or regulatory purpose; (2) variability in completion rates across VET qualifications, and associated differences in patterns of subject enrolments and outcomes; (3) different indicators of student outcomes in VET, including program completion, subject completion, and movement to subsequent VET; (4) student training pathways exploring the extent to which students undertook programs, stand-alone subjects, or a combination of the two, and how this training choice evolved over time; and (5) student training pathways exploring the extent to which students went on to enrol in a program at a higher, lower, or the same level of educations, and how these pathways compared for students who did and did not complete their initial program.

Module A of the OECD Higher Education Policy Survey (HEPS) 2022 elicited information on policies to promote digitalisation of higher education in OECD member and accession countries. In total, 30 jurisdictions responded, providing comparative information on various areas of digitalisation policy, from regulation and governance to financial and human resources. The survey results provide insight into the role of public authorities in guiding, coordinating and resourcing the digital transformation of higher education institutions. The analysis and comparative tables in this working paper provide insights that can support the development of strategic digitalisation policies.

With the widespread onset of the COVID-19 pandemic in 2020, Australian universities anticipated a significant loss of students and revenue and hence forecast the need for significant job reductions. Using Higher Education Statistics (HES) data on student numbers and full-time equivalent (FTE) staff by field of study, we explored changes which occurred between 2019 and 2020, this data only becoming publicly available in 2022. Against expectations, and with the exception of the field of study of Management and Commerce, nationally student numbers did not decline, but increased marginally. Our interest lay in the impact of this on casual academic staff employment in Australia's public universities, noting institutional strategies of having a flexible pool of casual staff to manage fluctuations in student demand. While the HES data does not allow firm conclusions, trends may become clearer with the release of the 2021 data. Nonetheless, it appears that many universities reduced casual academic staff numbers and marginally increased full and part time appointments. Overall, there were fewer academic staff to teach a static or increased number of students. What this exercise suggests is that irrespective of student enrolments, some universities may have used the pandemic as an opportunity for restructures and academic renewal. It also highlights the difficulties that universities may experience in managing their academic workforce.

The OECD Future of Education and Skills 2030 (E2030) project's overall goal is that of looking to the future in terms of how school curricula should evolve given the technological advances and other changes that societies are now facing. Towards that end, the E2030 project centres on the idea that education needs to equip students with the knowledge, skills, attitudes and values they need to become active, responsible and engaged citizens. Mathematics is considered a highly relevant subject for achieving the above stated goals, as such it requires further and more detailed analysis. As a result, it has been chosen as one of the E2030 project's subject-specific analyses. The project has been named the Mathematics Curriculum Document Analysis (MCDA) study as per the request of participating countries. This working paper presents the findings of the MCDA study, which involves participants from 19 countries and jurisdictions.