Model selection and forecasting in stress tests can be facilitated using machine learning techniques. These techniques have proved robust in other fields for dealing with the curse of dimensionality, a situation often encountered in applied stress testing. Lasso regressions, in particular, are...

This paper analyzes the effects of IMF member countries participation in the IMF’s Data Standards Initiatives (DSI) on the statistical quality of WEO forecasts. Results show that WEO forecasts for SDDS subscribers are in general better than for GDDS participants and those member countries than...

This paper examines monetary concepts and definitions. It notes that approaches to monetary analysis, and the concept of money itself, have been undergoing substantial change in many countries due in large part to recent innovation, which has affected financial markets, financial instruments,...

This paper examines the linkages between key macroeconomic statistics: external debt, balance of payments, government finance, and monetary statistics, which enable analysts and policy makers to monitor economic developments. The paper reviews statistical compilation issues and concludes that,...

The quality of the estimated data in DOTS depends on the availability and accuracy of direction of trade reports and the estimation methodology. Because of the low coverage of monthly reporting, the estimating procedure plays a role of increased importance. This study, however, reveals two...

This paper uses a set of routinely collected high-frequency data in low-income countries (LICs) to construct an aggregate and a comprehensive index of economic activity which could serve (i) as a measure of the direction of economic activity; and (ii) as a useful input in analyzing...

We propose a framework to link empirical models of systemic risk to theoretical network/ general equilibrium models used to understand the channels of transmission of systemic risk. The theoretical model allows for systemic risk due to interbank counterparty risk, common asset exposures/fire...

Benchmarking methods can be used to extrapolate (or 'nowcast') low-frequency benchmarks on the basis of available high-frequency indicators. Quarterly national accounts are a typical example, where a number of monthly and quarterly indicators of economic activity are used to calculate...

As Russia’s transition unfolds, the traditional national accounts concepts and reporting mechanisms become increasingly inadequate. As a result, the margin of error associated with basic price and quantity estimates widens substantially. A selection of key measurement and interpretation issues...

The paper argues that assets produced under build-own-operate-transfer (BOOT) schemes-under which public infrastructure assets are legally owned and operated for a defined period by the private corporation that constructs them, before being transferred to the government- should be treated in...