James Chapman

Author

Staff research

Integrating Non-traditional Data and AI into Central Banking: A Canadian Perspective

This paper reviews how central banks are integrating non traditional data and artificial intelligence (AI) into policy analysis and operations. Using the Bank of Canada’s experience, it examines emerging applications, governance challenges, and strategic choices for responsibly scaling AI to enhance insight, efficiency, and institutional resilience.

Central Bank Digital Currencies and Banking: Literature Review and New Questions

We review the nascent but fast-growing literature on central bank digital currencies (CBDCs), focusing on their potential impacts on private banks. We evaluate these impacts in three areas of traditional banking: payments, lending and liquidity and maturity transformation. We also take a broader look at CBDCs and highlight two promising directions for future research.

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.

Using Payments Data to Nowcast Macroeconomic Variables During the Onset of COVID-19

Staff working paper 2021-2 James Chapman, Ajit Desai
We use retail payment data in conjunction with machine learning techniques to predict the effects of COVID-19 on the Canadian economy in near-real time. Our model yields a significant increase in macroeconomic prediction accuracy over a linear benchmark model.

Crypto ‘Money’: Perspective of a Couple of Canadian Central Bankers

Staff discussion paper 2019-1 James Chapman, Carolyn A. Wilkins
The market for cryptoassets has exploded in size in the 10 years since bitcoin was launched. The technology underlying cryptoassets, blockchain, has also been held up as a technology that promises to transform entire industries.

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Bank publications

Bank of Canada Review articles

February 21, 2013

Conference Summary: Financial Intermediation and Vulnerabilities

The Bank of Canada’s annual economic conference, held in October 2012, brought together experts from across Canada and around the world to discuss key issues concerning financial intermediation and vulnerabilities. The conference covered such topics as household finances and their relationship to financial stability, as well as bank regulation, securitization and shadow banking.
Content Type(s): Publications, Bank of Canada Review articles JEL Code(s): G, G2
November 17, 2011

Liquidity Provision and Collateral Haircuts in Payments Systems

Central banks play a pivotal role in well-functioning payments systems by providing liquidity via collateralized lending. This article discusses the role of collateral and haircut policy in central bank lending, as well as the distinguishing features of the central bank’s policy relative to private sector practices. It presents a model that explicitly incorporates the unique role of central banks in the payments system and argues that central banks must consider how their haircut policies affect the relative price and liquidity of assets, the market’s asset allocation, and the likelihood of participants to default. Furthermore, under extraordinary circumstances, there is a rationale for the central bank to temporarily reduce haircuts or broaden the list of eligible collateral to mitigate the shortage of liquidity in the market.

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Financial System Review articles

May 25, 2017

Project Jasper: Are Distributed Wholesale Payment Systems Feasible Yet?

This report describes a joint endeavour between public and private sectors to explore a wholesale payment system based on distributed ledger technology (DLT). They find that a stand-alone DLT system is unlikely to be as beneficial as a centralized payment system in terms of core operating costs; however, it could increase financial system efficiency as a result of integration with the broader financial market infrastructure.

Content Type(s): Publications, Financial System Review articles JEL Code(s): E, E4, E42, E5, E58, G, G2, G28

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