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
Predicting the Demand for Central Bank Digital Currency: A Structural Analysis with Survey Data Staff Working Paper 2021-65 Jiaqi Li How much of a CBDC would Canadian households want to hold, and what design features of a CBDC would they care about? Content Type(s): Staff research, Staff working papers Research Topic(s): Central bank research, Digital currencies and fintech JEL Code(s): E, E5, E50, E58
Real and Nominal Frictions within the Firm: How Lumpy Investment Matters for Price Adjustment Staff Working Paper 2009-36 Michael K. Johnston Real rigidities are an important feature of modern sticky price models and are policy-relevant because of their welfare consequences, but cannot be structurally identified from time series. I evaluate the plausibility of capital specificity as a source of real rigidities using a two-dimensional generalized (s,S) model calibrated to micro evidence. Content Type(s): Staff research, Staff working papers Research Topic(s): Monetary policy transmission JEL Code(s): E, E1, E12, E2, E22, E3, E31
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
Consumer Search, Productivity Heterogeneity, Prices, Markups, and Pass-through: Theory and Estimation Staff Working Paper 2024-50 Alex Chernoff, Allen Head, Beverly Lapham We develop and estimate a search model in which identical consumers trade with price-setting firms that differ in productivity. We use the estimated model to characterize the qualitative and quantitative differences in prices and markups across firms. We explore how individual firms respond to changes in cost and demand and how they pass these through to their prices and markup. Content Type(s): Staff research, Staff working papers Research Topic(s): Inflation and prices, Service sector JEL Code(s): E, E3, E31, L, L1, L16
Persistent Debt and Business Cycles in an Economy with Production Heterogeneity Staff Working Paper 2023-17 Aubhik Khan, Soyoung Lee We examine the role of debt in amplifying and propagating recessions. Firms’ debt adjustment makes recessions deeper but makes expansions gradual. In particular, when the aggregate business leverage is ten percentage points above average, the half-life of the recovery doubles. Content Type(s): Staff research, Staff working papers Research Topic(s): Business fluctuations and cycles, Firm dynamics, Productivity JEL Code(s): E, E2, E23, E3, E30, E32
Countercyclical Bank Capital Requirement and Optimized Monetary Policy Rules Staff Working Paper 2013-8 Carlos De Resende, Ali Dib, René Lalonde, Nikita Perevalov Using BoC-GEM-Fin, a large-scale DSGE model with real, nominal and financial frictions featuring a banking sector, we explore the macroeconomic implications of various types of countercyclical bank capital regulations. Results suggest that countercyclical capital requirements have a significant stabilizing effect on key macroeconomic variables, but mostly after financial shocks. Content Type(s): Staff research, Staff working papers Research Topic(s): Economic models, Financial institutions, Financial stability, International topics JEL Code(s): E, E3, E32, E4, E44, E5, G, G1, G2
Labor Market Policies During an Epidemic Staff Working Paper 2020-54 Serdar Birinci, Fatih Karahan, Yusuf Mercan, Kurt See We study the labour market and welfare effects of expanding unemployment insurance benefits and introducing payroll subsidies during the COVID-19 pandemic. We find that both policies are complementary and are beneficial to different types of workers. Payroll subsidies preserve the employment of workers in highly productive jobs, while unemployment insurance replaces lost income for workers who experience inevitable job loss. Content Type(s): Staff research, Staff working papers Research Topic(s): Business fluctuations and cycles, Coronavirus disease (COVID-19), Fiscal policy, Labour markets JEL Code(s): E, E2, E24, E6, E62, J, J6, J64
Price Level Targeting: What Is the Right Price? Staff Working Paper 2010-8 Malik Shukayev, Alexander Ueberfeldt Various papers have suggested that Price-Level targeting is a welfare improving policy relative to Inflation targeting. From a practical standpoint, this raises an important yet unanswered question: What is the optimal price index to target? Content Type(s): Staff research, Staff working papers Research Topic(s): Monetary policy framework JEL Code(s): E, E3, E32, E5, E52
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