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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.

Endogenous Credibility and Wage-Price Spirals

Staff working paper 2024-14 Olena Kostyshyna, Tolga Özden, Yang Zhang
We quantitively assess the risks of a wage-price spiral occurring in Canada over history. We find the risk of a wage-price spiral increases when the inflation expectations become unanchored and the credibility of central banks declines.

Monetary Policy, Credit Constraints and SME Employment

Staff working paper 2022-49 Julien Champagne, Émilien Gouin-Bonenfant
We revisit an old question: how do financial constraints affect the transmission of monetary policy to the real economy? To answer this question, we propose a simple empirical strategy that combines firm-level employment and balance sheet data, identified monetary policy shocks and survey data on financing activities.
May 11, 1998

The use of forward rate agreements in Canada

In this article, the authors identify forward rate agreements, or FRAs, as short-term interest rate guarantee instruments negotiated by two parties, one of which is typically a bank. In outlining the main features of FRAs, the authors contrast them with BAX contracts (futures contracts on bankers' acceptances that are negotiated through the Montreal Exchange). The article then describes how market participants use FRAs to cover short-term interest rate risk. The final section deals with the way the Bank of Canada uses information from the FRA market as an indicator of interest rate expectations. Econometric models used to retrieve information from FRA rates, as well as the underlying assumptions, are discussed in an appendix.

Stressed but not Helpless: Strategic Behaviour of Banks Under Adverse Market Conditions

Staff working paper 2021-35 Grzegorz Halaj, Sofia Priazhkina
Our stress-testing tool considers banks under stress that can strategically manage their balance sheets. Using confidential Canadian supervisory data, we assess whether bank behaviour to maximize shareholder value can amplify a hypothetical stress scenario.

Firm Inattention and the Efficacy of Monetary Policy: A Text-Based Approach

Staff working paper 2022-3 Wenting Song, Samuel Stern
How much attention do firms pay to macroeconomic news? Through a novel text-based measure, two facts emerge. First, attention is polarized. Most firms either never or always pay attention to economic conditions. Second, it is countercyclical. During recessions, more firms pay attention, and firms pay greater attention to macroeconomic news.

Time-Varying Crash Risk: The Role of Stock Market Liquidity

We estimate a continuous-time model with stochastic volatility and dynamic crash probability for the S&P 500 index and find that market illiquidity dominates other factors in explaining the stock market crash risk. While the crash probability is time-varying, its dynamic depends only weakly on return variance once we include market illiquidity as an economic variable in the model.
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