Machine learning for economics research: when, what and how Staff Analytical Note 2023-16 Ajit Desai This article reviews selected papers that use machine learning for economics research and policy analysis. Our review highlights when machine learning is used in economics, the commonly preferred models and how those models are used. Content Type(s): Staff research, Staff analytical notes Research Topic(s): Central bank research, Econometric and statistical methods, Economic models JEL Code(s): A, A1, A10, B, B2, B23, C, C4, C45, C5, C55
Poignée de main invisible et persistance des cycles économiques : une revue de la littérature Staff Working Paper 2003-40 Christian Calmès The author explains how self-enforcing labour contracts can enhance the performance of macroeconomic models. He exposes the benefits of using these dynamic contracts to account for some puzzling macroeconomic facts regarding the dynamics and persistence of employment, consumption and output. Content Type(s): Staff research, Staff working papers Research Topic(s): Business fluctuations and cycles, Economic models JEL Code(s): E, E1, E12, E4, E49, J, J3, J30, J31, J4, J41
Efficient Hedging and Pricing of Equity-Linked Life Insurance Contracts on Several Risky Assets Staff Working Paper 2006-43 Alexander Melnikov, Yuliya Romanyuk The authors use the efficient hedging methodology for optimal pricing and hedging of equity-linked life insurance contracts whose payoff depends on the performance of several risky assets. Content Type(s): Staff research, Staff working papers Research Topic(s): Financial markets JEL Code(s): D, D8, D81, G, G1, G10, G12
What COVID-19 May Leave Behind: Technology-Related Job Postings in Canada Staff Working Paper 2022-17 Alejandra Bellatin, Gabriela Galassi COVID-19 affects technology adoption: online job postings for technology-related occupations fall less during pandemic lockdowns and pick up faster during reopenings than postings for more traditional occupations. Content Type(s): Staff research, Staff working papers Research Topic(s): Coronavirus disease (COVID-19), Econometric and statistical methods, Labour markets JEL Code(s): J, J2, J23, J24, O, O1, O14
Is Climate Transition Risk Priced into Corporate Credit Risk? Evidence from Credit Default Swaps Staff Working Paper 2023-38 Andrea Ugolini, Juan C. Reboredo, Javier Ojea Ferreiro We study whether the credit derivatives of firms reflect the risk from climate transition. We find that climate transition risk has asymmetric and significant economic impacts on the credit risk of more vulnerable firms, and negligible effects on other firms. Content Type(s): Staff research, Staff working papers Research Topic(s): Climate change, Credit risk management, Econometric and statistical methods JEL Code(s): C, C2, C24, G, G1, G12, G3, G32, Q, Q5, Q54
Financial Intermediaries and the Macroeconomy: Evidence from a High-Frequency Identification Staff Working Paper 2022-24 Pablo Ottonello, Wenting Song We provide empirical evidence of effects to the aggregate economy from surprises about financial intermediaries’ net worth based on a high-frequency identification strategy. We estimate that news of a 1% decline in intermediaries’ net worth leads to a 0.2%–0.4% decrease in the market value of nonfinancial firms. Content Type(s): Staff research, Staff working papers Research Topic(s): Asset pricing, Business fluctuations and cycles, Credit and credit aggregates, Financial institutions, Financial markets, Financial system regulation and policies, Monetary and financial indicators JEL Code(s): E, E3, E32, E4, E44, E5, E51, G, G0, G01, G1, G12, G2, G21, G23, G24, G3, G32
Labour Markets, Liquidity, and Monetary Policy Regimes Staff Working Paper 2002-32 David Andolfatto, Scott Hendry, Kevin Moran We develop an equilibrium model of the monetary policy transmission mechanism that highlights information frictions in the market for money and search frictions in the market for labour. Content Type(s): Staff research, Staff working papers Research Topic(s): Monetary policy and uncertainty, Monetary policy transmission JEL Code(s): E, E4, E5
Understanding Monetary Policy and its Effects: Evidence from Canadian Firms Using the Business Outlook Survey Staff Working Paper 2017-24 Matthieu Verstraete, Lena Suchanek This paper shows (i) that business sentiment, as captured by survey data, matters for monetary policy decisions in Canada, and (ii) how business perspectives are affected by monetary policy shocks. Measures of business sentiment (soft data) are shown to have systematic explanatory power for monetary policy decisions over and above typical Taylor rule variables. Content Type(s): Staff research, Staff working papers Research Topic(s): Firm dynamics, Interest rates, Monetary policy transmission JEL Code(s): D, D2, D22, E, E4, E44, E5, E52
May 5, 2015 Liquid Markets for a Solid Economy Remarks Carolyn A. Wilkins Chambre de commerce du Montréal métropolitain Montréal, Quebec Senior Deputy Governor Wilkins discusses funding and market liquidity, and announces consultations on the Bank’s market operations and emergency lending frameworks. Content Type(s): Press, Speeches and appearances, Remarks Research Topic(s): Asset pricing, Financial institutions, Financial markets, Financial stability, Financial system regulation and policies, Lender of last resort
Examining the Links Between Firm Performance and Insolvency Staff Discussion Paper 2025-10 Dylan Hogg, Hossein Hosseini Jebeli Assessing insolvency dynamics is essential for evaluating the financial health of non-financial corporations and mitigating macroeconomic and financial stability risks. This study leverages a newly created Statistics Canada dataset linking insolvency records with firm-level financial data to develop a robust framework for monitoring insolvency risk Content Type(s): Staff research, Staff discussion papers Research Topic(s): Credit and credit aggregates, Econometric and statistical methods, Financial stability, Firm dynamics JEL Code(s): D, D2, D22, G, G3, G33, L, L2, L20