Identifying Nascent High-Growth Firms Using Machine Learning Staff Working Paper 2023-53 Stéphanie Houle, Ryan Macdonald Firms that grow rapidly have the potential to usher in new innovations, products or processes (Kogan et al. 2017), become superstar firms (Haltiwanger et al. 2013) and impact the aggregate labour share (Autor et al. 2020; De Loecker et al. 2020). We explore the use of supervised machine learning techniques to identify a population of nascent high-growth firms using Canadian administrative firm-level data. Content Type(s): Staff research, Staff working papers Research Topic(s): Econometric and statistical methods, Firm dynamics JEL Code(s): C, C5, C55, C8, C81, L, L2, L25
Funding Liquidity, Market Liquidity and the Cross-Section of Stock Returns Staff Working Paper 2015-12 Jean-Sébastien Fontaine, René Garcia, Sermin Gungor Following theory, we check that funding risk connects illiquidity, volatility and returns in the cross-section of stocks. We show that the illiquidity and volatility of stocks increase with funding shocks, while contemporaneous returns decrease with funding shocks. Content Type(s): Staff research, Staff working papers Research Topic(s): Asset pricing, Financial markets JEL Code(s): E, E4, E43, H, H1, H12
Discount Rates, Debt Maturity, and the Fiscal Theory Staff Working Paper 2021-58 Alexandre Corhay, Thilo Kind, Howard Kung, Gonzalo Morales Do bond risk premiums influence the effects of debt maturity operations? Using a model with realistic bond risk premiums, we show that maturity operations have sizable effects on expected inflation and output when the central bank passively responds to inflation and the fiscal authority weakly responds to the debt level. Content Type(s): Staff research, Staff working papers Research Topic(s): Fiscal policy, Interest rates, Monetary policy JEL Code(s): E, E4, E43, E44, E6, E63, G, G1, G12
Crowdfunding and Risk Staff Working Paper 2023-28 David Cimon Crowdfunding may enable unique products to reach the consumer market. I model a crowdfunding technology that publicly screens consumer demand early in the production process. In this model, entrepreneurs like crowdfunding for risky projects where demand is uncertain, but not for large, safe projects or for projects where production costs are uncertain. Content Type(s): Staff research, Staff working papers Research Topic(s): Digital currencies and fintech, Financial markets, Financial services JEL Code(s): G, G2, G21, G24, G3, G32
Adverse Selection with Heterogeneously Informed Agents Staff Working Paper 2018-7 Mohammad Davoodalhosseini A model of over-the-counter markets is proposed. Some asset buyers are informed in that they can identify high quality assets. Heterogeneous sellers with private information choose what type of buyers they want to trade with. Content Type(s): Staff research, Staff working papers Research Topic(s): Economic models, Financial markets, Financial stability, Financial system regulation and policies, Market structure and pricing JEL Code(s): D, D4, D40, D8, D82, D83, G, G0, G01, G1, G10, G2, G20
Is a Cashless Society Problematic? Staff Discussion Paper 2018-12 Walter Engert, Ben Fung, Scott Hendry The use of bank notes in Canada for payments has declined consistently for some time, and similar trends are evident in other countries. This has led some observers to predict a cashless society in the future. Content Type(s): Staff research, Staff discussion papers Research Topic(s): Bank notes, Digital currencies and fintech, Financial services, Payment clearing and settlement systems JEL Code(s): E, E4, E41, E42, E5
Estimating Policy Functions in Payments Systems Using Reinforcement Learning Staff Working Paper 2021-7 Pablo S. Castro, Ajit Desai, Han Du, Rodney J. Garratt, Francisco Rivadeneyra We demonstrate the ability of reinforcement learning techniques to estimate the best-response functions of banks participating in high-value payments systems—a real-world strategic game of incomplete information. Content Type(s): Staff research, Staff working papers Research Topic(s): Digital currencies and fintech, Financial institutions, Financial system regulation and policies, Payment clearing and settlement systems JEL Code(s): A, A1, A12, C, C7, D, D8, D83, E, E4, E42, E5, E58
Markups, Pass-Through, and Firm Heterogeneity with Sequentially Mixed Search Staff Working Paper 2025-7 Alex Chernoff, Allen Head, Beverly Lapham Market power and pass-through of cost and demand shocks are studied in a market with free entry of heterogeneous firms and consumer mixed search. Equilibrium prices and markups are driven by variation in the elasticity of demand across firms. Improved conditions for buyers can either raise or lower market power. Content Type(s): Staff research, Staff working papers Research Topic(s): Inflation and prices, Service sector JEL Code(s): D, D2, D21, D4, D43, E, E3, E31, L, L1, L11
May 21, 2013 Canada Works Remarks Mark Carney Chambre de commerce du Montréal métropolitain (CCMM)/Board of Trade of Metropolitan Montreal Montréal, Quebec Bank of Canada Governor Mark Carney discusses the “cornerstones of Canada’s prosperity.” Content Type(s): Press, Speeches and appearances, Remarks
April 18, 2017 Blame It on the Machines? Remarks Carolyn A. Wilkins Toronto Region Board of Trade Toronto, Ontario Senior Deputy Governor Carolyn A. Wilkins discusses how automation could affect productivity and the Bank’s monetary policy. Content Type(s): Press, Speeches and appearances, Remarks Research Topic(s): International topics, Labour markets, Market structure and pricing, Monetary policy transmission, Potential output, Productivity