E47 - Forecasting and Simulation: Models and Applications

• Exploring the drivers of the real term premium in Canada

  Staff Analytical Note 2025-3 Zabi Tarshi, Gitanjali Kumar

  Changes in the term premium can reflect uncertainty about inflation, growth and monetary policy. Understanding the key factors that influence the term premium is important when central banks make decisions about monetary policy. In this paper, we derive the real term premium from the nominal term premium in Canada.

  Content Type(s): Staff research, Staff analytical notes Research Topic(s): Econometric and statistical methods, Financial markets, Interest rates, Monetary policy and uncertainty JEL Code(s): C, C5, C58, E, E4, E43, E47, G, G1, G12

• 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

• Deriving Longer-Term Inflation Expectations and Inflation Risk Premium Measures for Canada

  Staff Discussion Paper 2024-9 Bruno Feunou, Zabi Tarshi

  We present two models for long-term inflation expectations and inflation risk premiums for Canada.

  Content Type(s): Staff research, Staff discussion papers Research Topic(s): Econometric and statistical methods JEL Code(s): C, C5, C58, E, E4, E43, E47, G, G1, G12

• Endogenous Credibility and Wage-Price Spirals

  Staff Working Paper 2024-14 Olena Kostyshyna, Tolga Özden, Yang Zhang

  We quantitively assess the risks of a wage-price spiral occurring in Canada over history. We find the risk of a wage-price spiral increases when the inflation expectations become unanchored and the credibility of central banks declines.

  Content Type(s): Staff research, Staff working papers Research Topic(s): Business fluctuations and cycles, Credibility, Inflation and prices, Monetary policy JEL Code(s): C, C2, C22, E, E0, E00, E4, E47, E7

• U.S. Macroeconomic News and Low-Frequency Changes in Small Open Economies’ Bond Yields

  Staff Working Paper 2024-12 Bingxin Ann Xing, Bruno Feunou, Morvan Nongni-Donfack, Rodrigo Sekkel

  Using two complementary approaches, we investigate the importance of U.S. macroeconomic news in driving low-frequency fluctuations in the term structure of interest rates in Canada, Sweden and the United Kingdom. We find that U.S. macroeconomic news is particularly important to explain changes in the expectation components of the nominal, real and break-even inflation rates of small open economies.

  Content Type(s): Staff research, Staff working papers Research Topic(s): Central bank research, Econometric and statistical methods JEL Code(s): E, E4, E43, E44, E47, G, G1, G14

• Modelling Canadian mortgage debt and payments in a semi-structural model

  Staff Analytical Note 2024-1 Fares Bounajm, Austin McWhirter

  We show how Canadian mortgage debt dynamics can be modelled in a semi-structural macroeconomic model, such as the Bank of Canada’s LENS. The model we propose accounts for Canada’s unique mortgage debt structure.

  Content Type(s): Staff research, Staff analytical notes Research Topic(s): Economic models, Monetary policy transmission JEL Code(s): E, E2, E27, E4, E43, E47, G, G5, G51

• Making It Real: Bringing Research Models into Central Bank Projections

  Staff Discussion Paper 2023-29 Marc-André Gosselin, Sharon Kozicki

  Macroeconomic projections and risk analyses play an important role in guiding monetary policy decisions. Models are integral to this process. This paper discusses how the Bank of Canada brings research models and lessons learned from those models into the central bank projection environment.

  Content Type(s): Staff research, Staff discussion papers Research Topic(s): Economic models, Monetary policy JEL Code(s): C, C3, C32, C5, C51, E, E3, E37, E4, E47, E5, E52

• It takes a panel to predict the future: What the stock market says about future economic growth in Canada

  Staff Analytical Note 2023-9 Greg Adams, Jean-Sébastien Fontaine

  Valuation ratios in the Canadian stock market can help reveal investors’ expectations about future economic growth because the impact of economic growth on valuation ratios can vary across industries. We find that this variation helps produce accurate forecasts of future growth of real gross domestic product in Canada. The forecasts from our model declined by just over 3 percentage points between January 2022 and February 2023—a period when the Bank of Canada rapidly increased the overnight rate. As well, we find that interest-rate-sensitive industries had an outsized contribution to this expected slowdown in growth. 

  Content Type(s): Staff research, Staff analytical notes Research Topic(s): Asset pricing, Financial markets, Monetary policy transmission JEL Code(s): E, E4, E44, E47, E5, E52

• Central Bank Forecasting: A Survey

  Staff Working Paper 2023-18 Carola Conces Binder, Rodrigo Sekkel

  We review the literature on central bank forecasting with a special focus on the Federal Reserve, European Central Bank, Bank of England and Bank of Canada.

  Content Type(s): Staff research, Staff working papers Research Topic(s): Monetary policy JEL Code(s): E, E4, E47, E5, E52, E58

• Transmission of Cyber Risk Through the Canadian Wholesale Payment System

  Staff Working Paper 2022-23 Anneke Kosse, Zhentong Lu

  This paper studies how the impact of a cyber attack that paralyzes one or multiple banks' ability to send payments would transmit to other banks through the Canadian wholesale payment system. Based on historical payment data, we simulate a wide range of scenarios and evaluate the total payment disruption in the system.

  Content Type(s): Staff research, Staff working papers Research Topic(s): Financial institutions, Financial stability, Payment clearing and settlement systems JEL Code(s): C, C4, C49, E, E4, E42, E47, G, G2, G21