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2416 result(s)

Quantile VARs and Macroeconomic Risk Forecasting

Staff Working Paper 2025-4 Stéphane Surprenant
This paper provides an extensive evaluation of the performance of quantile vector autoregression (QVAR) to forecast macroeconomic risk. Generally, QVAR outperforms standard benchmark models. Moreover, QVAR and QVAR augmented with factors perform equally well. Both are adequate for modeling macroeconomic risks.
Content Type(s): Staff research, Staff working papers Topic(s): Business fluctuations and cycles JEL Code(s): C, C5, C53, C55, E, E3, E37

Tech Reluctance: Fostering Empathy for Canadians Facing Challenges with Digital Systems

We find that individuals who require help performing banking tasks or who are reluctant to adopt technology avoid digital payment systems they expect to lack usability. Addressing these issues through standard accessibility practices, live assistance and thoughtful interface design can enhance user interaction and trust.

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.

Non-Bank Dealing and Liquidity Bifurcation in Fixed-Income Markets

Staff Working Paper 2025-2 Michael Brolley, David Cimon
We model non-bank entry into fixed-income markets and state-dependent liquidity. Non-bank financial institutions improve liquidity more during normal times than in stress. Banks may become less reliable to marginal clients, exacerbating the difference in liquidity between normal and stressed times. Central bank lending during stress may limit this harmful division.

The International Exposure of the Canadian Banking System

In 2023, the share of Canadian banks’ foreign assets and liabilities amounted to around 50%. While Canadian banks engage domestically mostly with households and non-financial corporations, their most common counterparties abroad are non-bank financial institutions.

Privacy-Enhancing Technologies for CBDC Solutions

Staff Discussion Paper 2025-1 Rakesh Arora, Han Du, Raza Ali Kazmi, Duc-Phong Le
Privacy-enhancing technologies (PETs) could offer solutions to safeguard end-user privacy and meet rigorous data protection standards for central bank digital currencies. We consider how PETs can transform privacy design in financial systems and the implications of their broader adoption.

Using new loan data to better understand mortgage holders

Staff Analytical Note 2025-1 Odae Al Aboud, Saarah Sheikh, Adam Su, Yang Xu
The Bank of Canada is using an enhanced dataset that tracks the stock of outstanding mortgages and home equity lines of credit held by federally regulated lenders. This paper highlights some of the new details in the dataset and how they impact the Bank’s understanding of the mortgage market.

Interaction of Macroprudential and Monetary Policies: Practice Ahead of Theory

Staff Discussion Paper 2024-18 Thibaut Duprey, Yaz Terajima, Jing Yang
We draw on the Canadian experience to examine how monetary and macroprudential policies interact and possibly complement each other in achieving their respective price and financial stability objectives.
Content Type(s): Staff research, Staff discussion papers Topic(s): Financial stability, Monetary policy JEL Code(s): E, E3, E37, E5, E52, E58, E6, E61, G, G0, G01, G2, G21, G28

CBDC in the Market for Payments at the Point of Sale: Equilibrium Impact and Incumbent Responses

Staff Working Paper 2024-52 Walter Engert, Oleksandr Shcherbakov, André Stenzel
We simulate introducing a central bank digital currency (CBDC) and consider consumer adoption, merchant acceptance and usage at the point of sale. Modest adoption frictions significantly inhibit CBDC market penetration along all three dimensions. Incumbent responses to restore pre-CBDC market shares are moderate to small and further reduce the impact of a CBDC.

Bouncing Back: How Mothballing Curbs Prices

We investigate the macroeconomic impacts of mothballed businesses—those that closed temporarily—on sectoral equilibrium prices after a negative demand shock. Our results suggest that pandemic fiscal support for temporary closures may have eased inflationary pressures.
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