Michelle is a senior data analyst in the NCVER’s Research and Data Analytics branch. Her work explores training activity trends within the Vocational Education and Training (VET) sector, drawing on quantitative analysis and data science methods. Recent examples include in-depth examination of student-centric training activity trends, analysis of training pathways of foundation skills learners, and exploring experimental approaches to predicting qualifications completion rates.