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 Research Topic(s): Business fluctuations and cycles JEL Code(s): C, C5, C53, C55, E, E3, E37
Non-Linearities, Model Uncertainty, and Macro Stress Testing Staff Working Paper 2008-30 Miroslav Misina, David Tessier A distinguishing feature of macro stress testing exercises is the use of macroeconomic models in scenario design and implementation. It is widely agreed that scenarios should be based on "rare but plausible" events that have either resulted in vulnerabilities in the past or could do so in the future. Content Type(s): Staff research, Staff working papers Research Topic(s): Financial stability JEL Code(s): C, C1, C15, G, G2, G21, G3, G33
Does Financial Structure Matter for the Information Content of Financial Indicators? Staff Working Paper 2005-33 Ramdane Djoudad, Jack Selody, Carolyn A. Wilkins Of particular concern to monetary policy-makers is the considerable unreliability of financial variables for predicting GDP growth and inflation. Content Type(s): Staff research, Staff working papers Research Topic(s): Business fluctuations and cycles, Credit and credit aggregates, Inflation and prices, Interest rates, Monetary aggregates JEL Code(s): E, E3, E31, E32
Incorporating Trip-Chaining to Measuring Canadians’ Access to Cash Staff Working Paper 2025-16 Heng Chen, Hongyu Xiao Our paper employs smartphone data to construct an improved cash access metric by accounting for both spatial agglomeration and households’ travel patterns. We find that incorporating trip-chaining into the travel metric could show that travel costs are from 15 to 25% less than not incorporating trip-chaining and that the biggest decrease is driven by rural residents. Content Type(s): Staff research, Staff working papers Research Topic(s): Bank notes, Financial services, Regional economic developments JEL Code(s): D, D1, D12, O, O1, O18, R, R2, R22, R4, R41
Inventories in ToTEM Staff Discussion Paper 2010-9 Oleksiy Kryvtsov, Yang Zhang ToTEM – the Bank of Canada’s principal projection and policy-analysis model for the Canadian economy – is extended to include inventories. In the model, firms accumulate inventories of finished goods for their role in facilitating the demand for goods. Content Type(s): Staff research, Staff discussion papers Research Topic(s): Business fluctuations and cycles, Economic models JEL Code(s): E, E3, E31, E32
Do Sunspots Matter? Evidence from an Experimental Study of Bank Runs Staff Working Paper 2014-12 Jasmina Arifovic, Janet Hua Jiang A "sunspot" is a variable that has no direct impact on the economy’s fundamental condition, such as preferences, endowments or technologies, but may nonetheless affect economic outcomes through the expectations channel as a coordination device. This paper investigates how people react to sunspots in the context of a bank-run game in a controlled laboratory environment. Content Type(s): Staff research, Staff working papers Research Topic(s): Financial markets, Financial stability JEL Code(s): C, C9, C91, C92, D, D8, D80, E, E5, E58, G, G2, G20
January 11, 2010 Bank of Canada Review - Winter 2009-2010 Causes and consequences of declining inflation persistence in Canada; the evolution of capital flows to emerging-market economies (EMEs) and the need for EMEs to implement policies that support capital flows; making bank notes accessible for Canadians living with blindness or low vision, sharing assessments of the suite of accessibility features on the current series of bank notes and plans for the next series. Content Type(s): Publications, Bank of Canada Review
June 2, 2006 Another Look at the Inflation-Target Horizon Bank of Canada Review - Summer 2006 Donald Coletti, Jack Selody, Carolyn A. Wilkins The conduct of monetary policy within an inflation-targeting framework requires the establishment of an inflation-target horizon, which is the average time it takes inflation to return to the target. Policy-makers have an interest in communicating this horizon, since it is likely to help anchor inflation expectations. This article focuses on the determination of the appropriate policy horizon by reporting on two recent Bank of Canada studies. The evidence suggests that the current target horizon of six to eight quarters remains appropriate. It is important to note that the duration of the optimal inflation-target horizon varies widely, depending on the combination of shocks to the economy. In rare cases when the financial accelerator is triggered by a persistent shock, such as an asset-price bubble, it may be appropriate to take a longer view of the inflation-target horizon. Content Type(s): Publications, Bank of Canada Review articles Research Topic(s): Inflation targets, Monetary policy framework, Monetary policy transmission
Assessment of the Effects of Macroprudential Tightening in Canada Staff Analytical Note 2016-12 Martin Kuncl During the period of 2008 to 2012, the rules for government-backed mortgage insurance were tightened on four occasions. In this note, we estimate the effects through a simple econometric exercise using a vector error-correction model (VECM). Content Type(s): Staff research, Staff analytical notes Research Topic(s): Credit and credit aggregates, Financial system regulation and policies, Housing JEL Code(s): C, C3, C32, E, E6, E65, G, G2, G28
The Macroeconomic Effects of Non-Zero Trend Inflation Staff Working Paper 2006-34 Robert Amano, Steve Ambler, Nooman Rebei The authors study the macroeconomic effects of non-zero trend inflation in a simple dynamic stochastic general-equilibrium model with sticky prices. Content Type(s): Staff research, Staff working papers Research Topic(s): Business fluctuations and cycles, Economic models, Inflation and prices, Inflation targets JEL Code(s): E, E2, E24, E3, E32