Finding a Needle in a Haystack: A Machine Learning Framework for Anomaly Detection in Payment Systems Staff Working Paper 2024-15 Ajit Desai, Anneke Kosse, Jacob Sharples Our layered machine learning framework can enhance real-time transaction monitoring in high-value payment systems, which are a central piece of a country’s financial infrastructure. When tested on data from Canadian payment systems, it demonstrated potential for accurately identifying anomalous transactions. This framework could help improve cyber and operational resilience of payment systems. Content Type(s): Staff research, Staff working papers Research Topic(s): Digital currencies and fintech, Financial institutions, Financial services, Financial system regulation and policies, Payment clearing and settlement systems JEL Code(s): C, C4, C45, C5, C55, D, D8, D83, E, E4, E42
November 23, 2004 Real Return Bonds: Monetary Policy Credibility and Short-Term Inflation Forecasting Bank of Canada Review - Autumn 2004 Christopher Reid, Frédéric Dion, Ian Christensen The break-even inflation rate (BEIR) is calculated by comparing the yields on conventional and Real Return Bonds. Defined as the average rate of inflation that equates the expected returns on these two bonds, the BEIR has the potential to contain useful information about long-run inflation expectations. Yet the BEIR has been higher, on average, and more variable than survey measures of inflation expectations, which may be explained by the effects of premiums and distortions embedded in the BEIR. Because of the difficulty in accounting for these distortions, the BEIR should not be given a large weight as a measure of long-run inflation expectations at this time. However, as the Real Return Bond market continues to develop, the BEIR should become a more useful indicator of inflation expectations. At present, it demonstrates no clear advantage over survey measures and even past inflation rates in forecasting near-term inflation. Content Type(s): Publications, Bank of Canada Review articles Research Topic(s): Inflation and prices, Interest rates, Market structure and pricing
Public Venture Capital and Entrepreneurship Staff Working Paper 2004-10 Oana Secrieru, Marianne Vigneault Entrepreneurship is a key factor in promoting growth in output and employment. Consequently, to encourage new start-ups, most governments in developed countries have public venture capital programs. Content Type(s): Staff research, Staff working papers Research Topic(s): Financial markets, Fiscal policy, Labour markets JEL Code(s): D, D2, G, G2, G24, G28, J, J2, J24, M, M1, M13
The Extensive Margin of Trade and Monetary Policy Staff Working Paper 2018-37 Yuko Imura, Malik Shukayev This paper studies the effects of monetary policy shocks on firms’ participation in exporting. We develop a two-country dynamic stochastic general equilibrium model in which heterogeneous firms make forward-looking decisions on whether to participate in the export market and prices are staggered across firms and time. Content Type(s): Staff research, Staff working papers Research Topic(s): Business fluctuations and cycles, Economic models, Firm dynamics, International topics, Monetary policy JEL Code(s): E, E5, E52, F, F1, F12, F4, F44
Analyzing and Forecasting the Canadian Economy through the LENS Model Technical Report No. 102 Olivier Gervais, Marc-André Gosselin The authors describe the key features of a new large-scale Canadian macroeconomic forecasting model developed over the past two years at the Bank of Canada. Content Type(s): Staff research, Technical reports Research Topic(s): Econometric and statistical methods, Economic models JEL Code(s): C, C5, C53, E, E1, E17, E2, E27, E3, E37, F, F1, F17
May 11, 2017 The Life Cycle of Government of Canada Bonds in Core Funding Markets Bank of Canada Review - Spring 2017 Narayan Bulusu, Sermin Gungor Data on the use of government securities in the repo, securities lending and cash markets suggest there are bond market clienteles in Canada. Shorter-term bonds are more prevalent in the repo market, while longer-maturity securities are more active in the securities lending market—consistent with the preferred habitat hypothesis. These results could help design better debt-management strategies and more-effective policies to maintain well-functioning financial markets. Content Type(s): Publications, Bank of Canada Review articles Research Topic(s): Debt management, Financial markets JEL Code(s): G, G1, G12, G2, G23
The Efficiency of Private E-Money-Like Systems: The U.S. Experience with National Bank Notes Staff Working Paper 2015-3 Warren E. Weber Beginning in 1864, in the United States notes of national banks were the predominant medium of exchange. Each national bank issued its own notes. E-money shares many of the characteristics of these bank notes. Content Type(s): Staff research, Staff working papers Research Topic(s): Bank notes, Digital currencies and fintech, Financial services JEL Code(s): E, E4, E41, E42, E5, E58
The impact of a central bank digital currency on payments at the point of sale Staff Analytical Note 2024-27 Walter Engert, Oleksandr Shcherbakov, André Stenzel We simulate the impact of a central bank digital currency (CBDC) on consumer adoption, merchant acceptance and use of different payment methods. Modest frictions that deter consumer adoption of a CBDC inhibit its market penetration. Minor pricing responses by financial institutions and payment service providers further reduce the impact of a CBDC. Content Type(s): Staff research, Staff analytical notes Research Topic(s): Bank notes, Digital currencies and fintech, Econometric and statistical methods, Financial services JEL Code(s): C, C5, C51, D, D1, D12, E, E4, E42, L, L1, L14, L5, L52
The Information Content of Interest Rate Futures Options Staff Working Paper 1999-15 Des Mc Manus Options prices are being increasingly employed to extract market expectations and views about monetary policy. In this paper, eurodollar options are monitored to examine the evolution of market sentiment over the possible future values of eurodollar rates. Risk-neutral probability functions are employed to synopsize the information contained in the prices of euro/dollar futures options. Several […] Content Type(s): Staff research, Staff working papers Research Topic(s): Financial markets, Interest rates JEL Code(s): G, G1, G14
November 14, 2013 Bank of Canada Review - Autumn 2013 The three articles in this issue provide an overview of the monetary policy decision-making process at the Bank of Canada, a discussion of Bank research on the assessment of vulnerabilities in the financial system and a description of recent fragmentation in Canadian equity markets. Content Type(s): Publications, Bank of Canada Review