Understanding macroeconomic fluctuations with unobserved networks. Whilst empirical evidence suggests that firm-level shocks can have large aggregate effects, via network connections, macroeconomic policies have mostly an aggregate nature. This project aims to build a new framework to disentangle aggregate shocks from shocks to individual units. The major innovations are i) to infer the network from the data and ii) to jointly estimate aggregate factors and network effects. Expected outcomes are ....Understanding macroeconomic fluctuations with unobserved networks. Whilst empirical evidence suggests that firm-level shocks can have large aggregate effects, via network connections, macroeconomic policies have mostly an aggregate nature. This project aims to build a new framework to disentangle aggregate shocks from shocks to individual units. The major innovations are i) to infer the network from the data and ii) to jointly estimate aggregate factors and network effects. Expected outcomes are i) measures of systemic risk and ii) a theoretical framework to study the optimality of aggregate versus sectoral stabilization policies. Benefits include a better understanding of macroeconomic fluctuations in Australia and proposed economic policies to mitigate large and persistent declines in employment and GDP.Read moreRead less
Real economy and financial networks. This project aims to analyse the Australian economy from the network perspective. The network approach’s emphasis on the structure of interactions between firms, banks and consumers is important for understanding the economy. The project intends to develop a model of a production network using the input-output links between sectors, including imports and exports, and focusing on credit-lending relations that may cause economic distortions. It also aims to adv ....Real economy and financial networks. This project aims to analyse the Australian economy from the network perspective. The network approach’s emphasis on the structure of interactions between firms, banks and consumers is important for understanding the economy. The project intends to develop a model of a production network using the input-output links between sectors, including imports and exports, and focusing on credit-lending relations that may cause economic distortions. It also aims to advance a theory and estimation methodology for the network formation models useful for prediction and policy analysis. Anticipated benefits include mitigation of economic risks and improved policies.Read moreRead less
The predictive, behavioural and economic forecasting performance of alternative credit risk and bankruptcy models: a global study. This study empirically evaluates a range of "new age" credit risk models using a large global sample of failed firms and bond ratings data. The study will provide a substantive body of empirical evidence to assist regulators, creditors, investors and other users assess the merits, strengths and limitations of alternative risk modelling approaches.