Differentiable, Filter Free Bayesian Estimation of DSGE Models Using Mixture Density Networks Staff Working Paper 2025-3 Chris Naubert I develop a method for Bayesian estimation of globally solved, non-linear macroeconomic models. The method uses a mixture density network to approximate the initial state distribution. The mixture density network results in more reliable posterior inference compared with the case when the initial states are set to their steady-state values. Content Type(s): Staff research, Staff working papers Research Topic(s): Business fluctuations and cycles, Economic models JEL Code(s): C, C6, C61, C63, E, E3, E37, E4, E47
Affine Term-Structure Models: Theory and Implementation Staff Working Paper 2001-15 David Bolder Affine models describe the stylized time-series properties of the term structure of interest rates in a reasonable manner, they generalize relatively easily to higher dimensions, and a vast academic literature exists relating to their implementation. This combination of characteristics makes the affine class a natural introductory point for modelling interest rate dynamics. Content Type(s): Staff research, Staff working papers Research Topic(s): Debt management, Econometric and statistical methods, Interest rates JEL Code(s): C, C0, C5, G, G0
The Side Effects of Safe Asset Creation Staff Working Paper 2021-34 Sushant Acharya, Keshav Dogra The secular decline in real interest rates has created a challenge for monetary policy, now confronting the zero lower bound more often. An increase in the supply of safe assets reduces downward pressure on the natural interest rate. This allows monetary policy to reach price stability and full employment, but not without cost—permanently lower investment. Content Type(s): Staff research, Staff working papers Research Topic(s): Fiscal policy, Monetary policy implementation JEL Code(s): E, E3, E4, E5, G, G1, H, H6
The Financial Origins of Non-fundamental Risk Staff Working Paper 2022-4 Sushant Acharya, Keshav Dogra, Sanjay Singh We explore the idea that the financial sector can be a source of non-fundamental risk to the rest of the economy. We also consider whether policy can be used to reduce this risk—either by increasing the supply of publicly backed safe assets or by reducing the demand for safe assets. Content Type(s): Staff research, Staff working papers Research Topic(s): Asset pricing, Financial markets, Financial stability JEL Code(s): D, D5, D52, D8, D84, E, E6, E62, G, G1, G10, G12
Intermediary Market Power and Capital Constraints Staff Working Paper 2023-51 Jason Allen, Milena Wittwer We examine how intermediary capitalization affects asset prices in a framework that allows for intermediary market power. We introduce a model in which capital-constrained intermediaries buy or trade an asset in an imperfectly competitive market, and we show that weaker capital constraints lead to both higher prices and intermediary markups. Content Type(s): Staff research, Staff working papers Research Topic(s): Financial institutions, Market structure and pricing JEL Code(s): D, D4, D40, D44, G, G1, G12, G18, G2, G20, L, L1, L10
Towards a More Complete Debt Strategy Simulation Framework Staff Working Paper 2002-13 David Bolder An effective technique governments use to evaluate the desirability of different financing strategies involves stochastic simulation. This approach requires the postulation of the future dynamics of key macroeconomic variables and the use of those variables in the construction of a debt charge distribution for each individual financing strategy. Content Type(s): Staff research, Staff working papers Research Topic(s): Debt management, Econometric and statistical methods, Interest rates JEL Code(s): C, C0, C5, G, G0
Financial Development Beyond the Formal Financial Market Staff Working Paper 2018-49 Lin Shao This paper studies the effects of financial development, taking into account both formal and informal financing. Using cross-country firm-level data, we document that informal financing is utilized more by rich countries than poor countries. Content Type(s): Staff research, Staff working papers Research Topic(s): Financial markets, Firm dynamics, Productivity JEL Code(s): E, E4, E44, O, O1, O17, O4, O47
The Impact of Unemployment Insurance and Unsecured Credit on Business Cycles Staff Working Paper 2023-22 Michael Irwin This paper studies how unsecured consumer credit impacts the extent to which unemployment insurance (UI) policies smooth aggregate consumption fluctuations over the business cycle. Using a general equilibrium real business cycle model, I find that unsecured credit amplifies the extent to which UI smooths cyclical consumption fluctuations. Content Type(s): Staff research, Staff working papers Research Topic(s): Business fluctuations and cycles, Credit and credit aggregates, Economic models, Fiscal policy, Labour markets JEL Code(s): E, E2, E21, E24, E3, E32, E4, E44, E6, E62
A New Approach to Infer Changes in the Synchronization of Business Cycle Phases Staff Working Paper 2014-38 Danilo Leiva-Leon This paper proposes a Markov-switching framework to endogenously identify the following: (1) regimes where economies synchronously enter recessionary and expansionary phases; and (2) regimes where economies are unsynchronized, essentially following independent business cycles. Content Type(s): Staff research, Staff working papers Research Topic(s): Business fluctuations and cycles, Econometric and statistical methods, Regional economic developments JEL Code(s): C, C3, C32, C4, C45, E, E3, E32
Consumption, Housing Collateral, and the Canadian Business Cycle Staff Working Paper 2009-26 Ian Christensen, Paul Corrigan, Caterina Mendicino, Shin-Ichi Nishiyama Using Bayesian methods, we estimate a small open economy model in which consumers face limits to credit determined by the value of their housing stock. The purpose of this paper is to quantify the role of collateralized household debt in the Canadian business cycle. Content Type(s): Staff research, Staff working papers Research Topic(s): Business fluctuations and cycles, Credit and credit aggregates, Monetary policy transmission JEL Code(s): E, E2, E21, E3, E32, E4, E44, E5, E52, R, R2, R21