Despite mounting evidence that university participation enhances labour‐market prospects, there are growing concerns about unequal returns to university. In this study, we leverage novel large‐scale linked administrative data covering the full population of individuals graduating from Australian universities over the 2005–2011 period to examine the labour‐market trajectories of graduates from multiple advantaged and disadvantaged social backgrounds (based on socio‐economic status, ethnicity, migration, location, and disability) over a 10‐year observation window. Our findings reveal substantial heterogeneity in the income and unemployment‐benefit‐receipt trajectories of graduates from different groups, which bears important implications for labour‐market policies aimed at improving social equity.