Predicting Changes in Canadian Housing Markets with Machine Learning Staff Discussion Paper 2023-21 Johan Brannlund, Helen Lao, Maureen MacIsaac, Jing Yang We apply two machine learning algorithms to forecast monthly growth of house prices and existing homes sales in Canada. Although the algorithms can sometimes outperform a linear model, the improvement in forecast accuracy is not always statistically significant. Content Type(s): Staff research, Staff discussion papers Topic(s): Econometric and statistical methods, Financial markets, Housing JEL Code(s): A, C, C4, C45, C5, C53, D, D2, R, R2, R3
Anonymous Credentials: Secret-Free and Quantum-Safe Staff Working Paper 2023-50 Raza Ali Kazmi, Cyrus Minwalla An anonymous credential mechanism is a set of protocols that allows users to obtain credentials from an organization and demonstrate ownership of these credentials without compromising users’ privacy. In this work, we construct the first secret-free and quantum-safe credential mechanism. Content Type(s): Staff research, Staff working papers Topic(s): Central bank research, Digital currencies and fintech, Payment clearing and settlement systems JEL Code(s): E, E4, E42, G, G2, G21, O, O3, O31
Should Banks Be Worried About Dividend Restrictions? Staff Working Paper 2023-49 Josef Schroth A regulator would want to restrict dividends to force banks to rebuild capital during a crisis. But such a policy is not time-consistent. A time-consistent policy would let banks gradually rebuild capital and pay dividends even when their equity remains below pre-crisis levels. Content Type(s): Staff research, Staff working papers Topic(s): Business fluctuations and cycles, Credit and credit aggregates, Credit risk management, Financial stability, Financial system regulation and policies, Lender of last resort JEL Code(s): E, E1, E13, E3, E32, E4, E44
Tattle-tails: Gauging downside risks using option prices Staff Analytical Note 2023-13 Greg Adams, Maksym Tupis Options markets offer unique insights into the changing risks different assets face, which helps us better understand the broader risks to the Canadian economy. We show how option prices help reveal that investors did not anticipate large downside risks to either major Canadian banks or economic growth during the March 2023 financial sector system stress, a period when policy-makers and investors were unsure of what the future held for Canada’s economy. Content Type(s): Staff research, Staff analytical notes Topic(s): Financial markets, Monetary policy and uncertainty, Recent economic and financial developments JEL Code(s): E, E4, E44, E5, E52
September 25, 2023 CARR Meeting (September 25, 2023) Content Type(s): Meetings Source(s): Canadian Alternative Reference Rate Working Group
September 25, 2023 Bank of Canada settlement account access policy for the Real-Time Rail This policy establishes the requirements that the applicant must meet for the Bank of Canada to consider granting a settlement account for the Real-Time Rail.
September 25, 2023 Bank of Canada settlement account access policy for Lynx and the Automated Clearing Settlement System This policy establishes the requirements that the applicant must meet for the Bank of Canada to consider granting a settlement account for Lynx or the Automated Clearing Settlement System. Requirements are similar for both systems.
September 25, 2023 The Bank of Canada’s settlement account policies for Payments Canada payment systems Read about the policies for Lynx, the Automated Clearing Settlement System and Real-Time Rail, and learn how to apply for a settlement account for these payment systems.
September 24, 2023 Contact us The head office in Ottawa and the regional offices serve as contact points for Canadians requiring assistance to access services offered by the Bank.