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  NCVER: VET and higher education pathways – do outcomes differ for the same occupation? (2022)

This report explores occupations that can be entered into via either a vocational education and training (VET) pathway or a higher education pathway. It examines whether these individuals do the same job tasks and roles, if there are differences in how well the qualifications prepare them for the role and whether they have the same occupation and employment outcomes, such as salary and career pathways.

  Evaluating machine learning for projecting completion rates for VET programs (2023)

This paper summarises exploratory analysis undertaken to evaluate the effectiveness of using machine learning approaches to calculate projected completion rates for vocational education and training (VET) programs, and compares this with the current approach used at the National Centre for Vocational Education Research (NCVER) — Markov chains methodology.

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