Macroeconomic Predictions Using Payments Data and Machine Learning Staff Working Paper 2022-10 James Chapman, Ajit Desai We demonstrate the usefulness of payment systems data and machine learning models for macroeconomic predictions and provide a set of econometric tools to overcome associated challenges. Content Type(s): Staff research, Staff working papers Research Topic(s): Business fluctuations and cycles, Econometric and statistical methods, Payment clearing and settlement systems JEL Code(s): C, C5, C53, C55, E, E3, E37, E4, E42, E5, E52
Assembling a Real-Financial Micro-Dataset for Canadian Households Staff Working Paper 2010-6 Umar Faruqui The lack of consolidated Canadian micro data on household balance sheets and expenditures has been an important impediment to empirical research into real-financial linkages in the Canadian household sector. Our paper attempts to fill this data gap by merging household balance sheet data from the Canadian Financial Monitor survey with household expenditure data from the Survey of Household Spending. Content Type(s): Staff research, Staff working papers Research Topic(s): Sectoral balance sheet JEL Code(s): C, C8, C81, D, D1, D10
June 8, 2017 Using Market-Based Indicators to Assess Banking System Resilience Financial System Review - June 2017 Cameron MacDonald, Maarten van Oordt This report reviews the use of quantitative tools to gauge market participants’ assessment of banking system resilience. These measures complement traditional balance-sheet metrics and suggest that markets consider large Canadian banks to be better placed to weather adverse shocks than banks in other advanced economies. Compared with regulatory capital ratios, however, the measures suggest less improvement in banking system resilience since the pre-crisis period. Content Type(s): Publications, Financial System Review articles Research Topic(s): Financial institutions, Financial markets, Financial stability JEL Code(s): G, G0, G01, G1, G10, G2, G21
On the Fragility of DeFi Lending Staff Working Paper 2023-14 Jonathan Chiu, Emre Ozdenoren, Kathy Yuan, Shengxing Zhang We develop a dynamic model to capture key features of decentralized finance lending. We identify a price-liquidity feedback: the market outcome in any given period depends on agents' expectations about lending activities in future periods, with higher future price expectations leading to more lending and higher prices in that period. Content Type(s): Staff research, Staff working papers Research Topic(s): Digital currencies and fintech, Financial stability JEL Code(s): G, G0, G01, G1, G10
April 24, 2005 Bank of Canada Review - Spring 2005 Cover page Moroccan Coin Moulds This bronze mould from Morocco is part of the National Currency Collection, Bank of Canada. Photography by Gord Carter, Ottawa. Content Type(s): Publications, Bank of Canada Review
November 17, 2011 The International Monetary System: An Assessment and Avenue for Reform Bank of Canada Review - Autumn 2011 Lawrence L. Schembri, Eric Santor The current international monetary system is in need of reform. This article first provides an assessment of the existing system, highlighting both its strengths and weaknesses. It notes that the system has not facilitated the symmetric and timely adjustment in the real exchange rate necessary to accommodate the integration of China and other emerging-market economies into the global economy. This lack of adjustment contributed to the global financial crisis and recession and, because it is forestalling the required rotation of global demand, is hindering the global recovery. The article then discusses reform of the system that would see all systemically important countries and currency areas adopt market-based and convertible floating exchange rates supported by appropriate monetary, fiscal and financial sector policy frameworks. It also examines the roles of the G-20 countries and major international financial institutions in promoting and facilitating the system’s transition. Content Type(s): Publications, Bank of Canada Review articles Research Topic(s): Exchange rate regimes, International topics
Database of Sovereign Defaults, 2017 Technical Report No. 101 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. Content Type(s): Staff research, Technical reports Research Topic(s): Debt management, Development economics, Financial stability, International financial markets JEL Code(s): F, F3, F34, G, G1, G10, G14, G15
Fiscal Policy in the Age of COVID-19: Does It “Get in All of the Cracks”? Staff Working Paper 2022-45 Pierre-Olivier Gourinchas, Şebnem Kalemli-Özcan, Veronika Penciakova, Nicholas Sander The COVID-19 pandemic has caused an atypical recession in which some sectors of the economy boomed and others collapsed. This required a unique fiscal policy reaction to both support firms and stimulate activity in sectors with slack. Was fiscal policy able to get where it was needed? Mostly, yes. Content Type(s): Staff research, Staff working papers Research Topic(s): Coronavirus disease (COVID-19), Firm dynamics, Fiscal policy, International topics JEL Code(s): D, D5, D57, E, E6, E62, F, F4, F41
Canadian Bitcoin Ownership in 2023: Key Takeaways Staff Discussion Paper 2025-4 Daniela Balutel, Marie-Hélène Felt, Doina Rusu The Bitcoin Omnibus Survey is an important tool for monitoring Canadians’ awareness and ownership of bitcoin and other cryptoassets over time. In this paper, we present data highlights from the 2023 survey. Content Type(s): Staff research, Staff discussion papers Research Topic(s): Bank notes, Digital currencies and fintech, Econometric and statistical methods JEL Code(s): C, C8, C81, E, E4, O, O5, O51
November 13, 2014 Spillover Effects of Quantitative Easing on Emerging-Market Economies Bank of Canada Review - Autumn 2014 Robert Lavigne, Subrata Sarker, Garima Vasishtha While quantitative easing (QE) in the United States likely increased capital flows to emerging-market economies (EMEs), putting upward pressure on asset prices and exchange rates, diverging fundamentals between advanced economies and EMEs were also important drivers. Evidence suggests that the benefits of QE to EMEs, in higher global demand and increased confidence, appear to outweigh the costs. When advanced economies begin to normalize monetary policy, the best defence for EMEs against any potential instability is likely to be further strengthening of their macroeconomic and financial policy frameworks. Content Type(s): Publications, Bank of Canada Review articles Research Topic(s): International financial markets, International topics, Monetary policy transmission JEL Code(s): E, E5, E52, E58, F, F3, F32, F4, F41, F42