Model Averaging in Markov-Switching Models: Predicting National Recessions with Regional Data Staff Working Paper 2015-24 Pierre Guérin, Danilo Leiva-Leon This paper introduces new weighting schemes for model averaging when one is interested in combining discrete forecasts from competing Markov-switching models. In particular, we extend two existing classes of combination schemes – Bayesian (static) model averaging and dynamic model averaging – so as to explicitly reflect the objective of forecasting a discrete outcome. Content Type(s): Staff research, Staff working papers Research Topic(s): Business fluctuations and cycles, Econometric and statistical methods JEL Code(s): C, C5, C53, E, E3, E32, E37
Shaping the future: Policy shocks and the GDP growth distribution Staff Working Paper 2021-24 Francois-Michel Boire, Thibaut Duprey, Alexander Ueberfeldt Can central bank and government policies impact the risks around the outlook for GDP growth? We find that fiscal stimulus makes strong GDP growth more likely—even more so when monetary policy is constrained—rather than weak GDP growth less likely. Thus, fiscal stimulus should accelerate the recovery phase of the COVID-19 pandemic. Content Type(s): Staff research, Staff working papers Research Topic(s): Central bank research, Econometric and statistical methods, Financial stability, Fiscal policy, Monetary policy JEL Code(s): C, C3, C32, C5, C53, E, E5, E52, E6, E62
Cash and COVID-19: The impact of the second wave in Canada Staff Discussion Paper 2021-12 Heng Chen, Walter Engert, Marie-Hélène Felt, Kim Huynh, Gradon Nicholls, Daneal O’Habib, Julia Zhu The COVID-19 pandemic significantly increased the demand for cash. Cash in circulation increased sharply from March through December 2020, particularly in the early months of this period. Although use of electronic methods of payment also increased significantly, cash use for payments remains high for low-value transactions and among certain demographic groups. Content Type(s): Staff research, Staff discussion papers Research Topic(s): Bank notes, Central bank research, Coronavirus disease (COVID-19), Digital currencies and fintech, Econometric and statistical methods JEL Code(s): C, C1, C12, C9, E, E4, O, O5, O54
Extracting Information from the Business Outlook Survey Using Statistical Approaches Staff Discussion Paper 2012-8 Lise Pichette Since the autumn of 1997, the regional offices of the Bank of Canada have conducted quarterly consultations with businesses across Canada. These consultations, summarized in the Business Outlook Survey (BOS), are structured around a survey questionnaire that covers topics of importance to the Bank, notably business activity, pressures on production capacity, prices and inflation, and credit conditions. Content Type(s): Staff research, Staff discussion papers Research Topic(s): Business fluctuations and cycles, Regional economic developments JEL Code(s): C, C4, C43, C8, C82, E, E3, E37
The Role of Beliefs in Entering and Exiting the Bitcoin Market Staff Working Paper 2024-22 Daniela Balutel, Christopher Henry, Jorge Vásquez, Marcel Voia We develop a model that links investors’ decisions to enter or exit the Bitcoin market with their beliefs about the survival of Bitcoin. Empirical testing using Canadian data reveals that beliefs strongly influence both entries and exits, and this impact varies with time and ownership status. Content Type(s): Staff research, Staff working papers Research Topic(s): Bank notes, Digital currencies and fintech, Econometric and statistical methods JEL Code(s): D, D8, D83, E, E4, E41, O, O3, O33
August 22, 2003 Measuring Interest Rate Expectations in Canada Bank of Canada Review - Summer 2003 Grahame Johnson Financial market expectations regarding future changes in the target for the overnight rate of interest are an important source of information for the Bank of Canada. Financial markets are the mechanism through which the policy rate affects other financial variables, such as longer-term interest rates, the exchange rate, and other asset prices. An accurate measure of their expectations can therefore help policy-makers assess the potential impact of contemplated changes. Johnson focuses on the expectations hypothesis, which measures expectations of future levels of the target overnight rate as implied by current money market yields. Although expectations can be derived from the current yield on any short-term fixed-income asset, some assets have proven to be more accurate predictors than others. The implementation of a policy of fixed-announcements dates has coincided with the increased predictive power of these short-term assets. As a result of this improvement, a relatively simple model of the yield curve can now provide an accurate measure of financial market expectations. Content Type(s): Publications, Bank of Canada Review articles Research Topic(s): Exchange rates, Financial markets, Interest rates
Uncollateralized Overnight Loans Settled in LVTS Staff Working Paper 2007-11 Scott Hendry, Nadja Kamhi Loan-level data on the uncollateralized overnight loan market is generated using payment data from Canada's Large Value Transfer System (LVTS) and a modified version of the methodology proposed in Furfine (1999). There were on average just under 100 loans extended in this market each day from March 2004 to March 2006 for a total daily value of about $5 billion. Content Type(s): Staff research, Staff working papers Research Topic(s): Financial markets, Interest rates JEL Code(s): E, E4, E44, E5, E50, G, G1, G12
How Do You Pay? The Role of Incentives at the Point-of-Sale Staff Working Paper 2011-23 Carlos Arango, Kim Huynh, Leonard Sabetti This paper uses discrete-choice models to quantify the role of consumer socioeconomic characteristics, payment instrument attributes, and transaction features on the probability of using cash, debit card, or credit card at the point-of-sale. Content Type(s): Staff research, Staff working papers Research Topic(s): Bank notes, Econometric and statistical methods, Financial services JEL Code(s): C, C3, C35, C8, C83, E, E4, E41
The Bank of Canada's Version of the Global Economy Model (BoC-GEM) Technical Report No. 98 René Lalonde, Dirk Muir The Bank of Canada's version of the Global Economy Model (BoC-GEM) is derived from the model created at the International Monetary Fund by Douglas Laxton (IMF) and Paolo Pesenti (Federal Reserve Bank of New York and National Bureau of Economic Research). Content Type(s): Staff research, Technical reports Research Topic(s): Business fluctuations and cycles, Economic models, International topics JEL Code(s): C, C6, C68, E, E2, E27, E3, E37, F, F3, F32, F4, F47
The Impact of Government Debt Supply on Bond Market Liquidity: An Empirical Analysis of the Canadian Market Staff Working Paper 2018-35 Jeffrey Gao, Jianjian Jin, Jacob Thompson This paper finds that Government of Canada benchmark bonds tend to be more illiquid over the subsequent month when there is a large increase in government debt supply. The result is both statistically and economically significant, stronger for the long-term than the short-term sector, and is robust when other macro factors are controlled for. Content Type(s): Staff research, Staff working papers Research Topic(s): Asset pricing, Debt management, Financial markets JEL Code(s): D, D5, D53, G, G1, G12, G18, G2, G3, G32