This paper compiles possible predictors of youth joblessness from an extensive review of the literature, and tests each of them to establish whether any idiosyncratic effect is evident on a range of operationalisations of NEET outcomes. A constructed counterfactual analysis is developed which has wider application in the identification of multicollinearity within empirical research.