The use of principal component techniques to estimate approximate factor models with large cross-sectional dimension is now well established. However, recent work by Inklaar, Jacobs and Romp (2003) and Boivin and Ng (2005) has cast some doubt on the importance of a large cross-sectional...

In this paper we present a new approach to the specification of dynamic factor models. Our model has three advantages over existing work. Firstly, it is based on a minimal-dimension state-space representation giving some gain in computational efficiency over existing methods. Secondly, it easily...

This paper makes three contributions to the literature on dynamic factor analysis. Firstly, we investigate the identification problem for a general class of causal dynamic factor model and provide conditions under which the model is identified. Secondly, we present an analytical expression for...

We study whether Australian employers recognise immigrants' education acquired abroad, and if so how. Using data from the Longitudinal Surveys of Immigrants in Australia, we apply interval regression to model migrant hourly earnings. We find substantially higher returns from human capital...

This study investigates the relationship between university quality and graduate starting salaries using pooled Australian data from the Graduate Destination survey and a two-stage estimation methodology. The results suggest that average starting salaries for young undergraduates differ...

In Australia, the so-called Group of Eight (Go8) universities have lower student-to-staff ratios, better qualified staff, superior research outcomes, and generally better placement in university rankings compared to non-Go8 universities. They are also typically the most competitive universities...

A method of deriving asymptotics for linear processes is introduced which uses an explicit algebraic decomposition of the linear filter. The method leads to substantial simplifications in the asymptotics and offers a unified approach to strong laws and central limit theory for linear processes....

In Australia, the so-called Group of Eight (Go8) universities have lower student-to-staff ratios, better qualified staff, superior research outcomes, and generally better placement in university rankings compared to non-Go8 universities. They are also typically the most competitive universities...

This study investigates the relationship between university quality and graduate starting salaries using pooled Australian data from the Graduate Destination survey and a two-stage estimation methodology. The results suggest that average starting salaries for young undergraduates differ...