Forecasting GDP Growth Using Artificial Neural Networks Staff Working Paper 1999-3 Greg Tkacz, Sarah Hu Financial and monetary variables have long been known to contain useful leading information regarding economic activity. In this paper, the authors wish to determine whether the forecasting performance of such variables can be improved using neural network models. The main findings are that, at the 1-quarter forecasting horizon, neural networks yield no significant forecast improvements. […] Content Type(s): Staff research, Staff working papers Research Topic(s): Econometric and statistical methods, Monetary and financial indicators JEL Code(s): C, C4, C45, E, E3, E37, E4, E44
The BoC-BoE Sovereign Default Database: What’s New in 2019? Staff Working Paper 2019-39 David Beers, Patrisha de Leon-Manlagnit Until recently, few efforts have been made to systematically measure and aggregate the nominal value of the different types of sovereign government debt in default. To help fill this gap, the Bank of Canada (BoC) developed a comprehensive database of sovereign defaults that is posted on its website and updated in partnership with the Bank of England (BoE). Content Type(s): Staff research, Staff working papers Research Topic(s): Debt management, Development economics, Financial stability, International financial markets JEL Code(s): F, F3, F34, G, G1, G10, G14, G15
Price Stickiness, Inflation, and Output Dynamics: A Cross-Country Analysis Staff Working Paper 2000-12 Hashmat Khan The sticky-price model of aggregate fluctuations implies that countries with high trend inflation rates should exhibit less-persistent output fluctuations than countries with low trend inflation. Content Type(s): Staff research, Staff working papers Research Topic(s): Business fluctuations and cycles JEL Code(s): E, E3, E31, E32
The BoC-BoE Sovereign Default Database Revisited: What’s New in 2018? Staff Working Paper 2018-30 David Beers, Jamshid Mavalwalla Until recently, there have been few efforts to systematically measure and aggregate the nominal value of the different types of sovereign government debt in default. To help fill this gap, the Bank of Canada’s Credit Rating Assessment Group (CRAG) has developed a comprehensive database of sovereign defaults posted on the Bank of Canada’s website that now is updated in partnership with the Bank of England. Content Type(s): Staff research, Staff working papers Research Topic(s): Debt management, Development economics, Financial stability, International financial markets JEL Code(s): F, F3, F34, G, G1, G10, G14, G15
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
Evaluating the Effects of Forward Guidance and Large-scale Asset Purchases Staff Working Paper 2021-54 Xu Zhang I propose a novel method to identify and estimate the macroeconomic effects of forward guidance and large-scale asset purchases (LSAP) for each FOMC announcement. I find that LSAP is more important than forward guidance in influencing output and inflation. LSAP puts upward pressure on short-term yields, so it should always be used in conjunction with forward guidance. Content Type(s): Staff research, Staff working papers Research Topic(s): Business fluctuations and cycles, Central bank research, Econometric and statistical methods, Interest rates JEL Code(s): E, E5, G, G0
Interpreting Money-Supply and Interest-Rate Shocks as Monetary-Policy Shocks Staff Working Paper 1996-8 Marcel Kasumovich In this paper two shocks are analysed using Canadian data: a money-supply shock ("M-shock") and an interest-rate shock ("R-shock"). Money-supply shocks are derived using long-run restrictions based on long-run propositions of monetary theory. Thus, an M-shock is represented by an orthogonalized innovation in the trend shared by money and prices. Content Type(s): Staff research, Staff working papers Research Topic(s): Monetary and financial indicators, Monetary policy transmission JEL Code(s): E, E4, E43, E5, E51
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
The Positive Case for a CBDC Staff Discussion Paper 2021-11 Andrew Usher, Edona Reshidi, Francisco Rivadeneyra, Scott Hendry We discuss the competition and innovation arguments for issuing a central bank digital currency (CBDC). A CBDC could be an effective competition policy tool for payments. A CBDC could also support the vibrancy of the digital economy. It could help solve market failures and foster competition and innovation in new digital payments markets. Content Type(s): Staff research, Staff discussion papers Research Topic(s): Digital currencies and fintech, Financial institutions, Financial stability JEL Code(s): E, E4, E42, E5, E58, L, L4, L5
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