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
October 8, 2009 Central Banking in Canada: Meeting Today's and Tomorrow's Challenges Remarks Paul Jenkins Vancouver Board of Trade Vancouver, British Columbia Indeed, the global financial crisis of the past two years has presented unique, stressful challenges that have forced us all to assess what has worked well and what needs to change. Today, I would like to review some of the critical thinking around these issues, primarily from the perspective of our work at the Bank of Canada. Content Type(s): Press, Speeches and appearances, Remarks
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
A Generalized Endogenous Grid Method for Default Risk Models Staff Working Paper 2021-11 Youngsoo Jang, Soyoung Lee Models with default options are hard to solve. We propose an extension of the endogenous grid method that solves default risk models more efficiently and accurately. Content Type(s): Staff research, Staff working papers Research Topic(s): Credit and credit aggregates, Credit risk management JEL Code(s): C, C6, C63, E, E3, E37
August 15, 2013 Big Data Analysis: The Next Frontier Bank of Canada Review - Summer 2013 Nii Ayi Armah The formulation of monetary policy at the Bank of Canada relies on the analysis of a broad set of economic information. Greater availability of immediate and detailed information would improve real-time economic decision making. Technological advances have provided an opportunity to exploit “big data” - the vast amount of digital data from business transactions, social media and networked computers. Big data can be a complement to traditional information sources, offering fresh insight for the monitoring of economic activity and inflation. Content Type(s): Publications, Bank of Canada Review articles Research Topic(s): Econometric and statistical methods, Monetary and financial indicators JEL Code(s): C, C5, C53, C6, C63, C8, C80
Limits to Arbitrage and Deviations from Covered Interest Rate Parity Staff Discussion Paper 2016-4 James Pinnington, Maral Shamloo We document an increase in deviations from short-term covered interest rate parity (CIP) in the first half of 2015. Since the Swiss National Bank’s (SNB) decision to abandon its minimum exchange rate policy, both the magnitude and volatility of deviations from CIP have increased across several currency pairs. The effect is particularly pronounced for pairs involving the Swiss franc. Content Type(s): Staff research, Staff discussion papers Research Topic(s): Exchange rates, International financial markets JEL Code(s): F, F3, F31, G, G1, G15
Payment Coordination and Liquidity Efficiency in the New Canadian Wholesale Payments System Staff Discussion Paper 2022-3 Francisco Rivadeneyra, Nellie Zhang We study the impact of the Bank of Canada’s choice of settlement mechanism in Lynx on participant behaviors, liquidity usage, payment delays and the overall operational efficiency of the new system. Content Type(s): Staff research, Staff discussion papers Research Topic(s): Payment clearing and settlement systems JEL Code(s): C, C5, E, E4, E42, E5, E58
Mesures du taux d'inflation tendanciel Staff Working Paper 1997-9 Thérèse Laflèche In this paper, the author calculates new measures of the trend inflation rate using changes in the components of total CPI; the hypothesis is that extreme fluctuations in certain prices reflect temporary supply shocks rather than any basic price trend. Content Type(s): Staff research, Staff working papers Research Topic(s): Inflation and prices JEL Code(s): E, E3, E31
The Economic Value of Realized Volatility: Using High-Frequency Returns for Option Valuation Staff Working Paper 2012-34 Peter Christoffersen, Bruno Feunou, Kris Jacobs, Nour Meddahi Many studies have documented that daily realized volatility estimates based on intraday returns provide volatility forecasts that are superior to forecasts constructed from daily returns only. We investigate whether these forecasting improvements translate into economic value added. Content Type(s): Staff research, Staff working papers Research Topic(s): Asset pricing, Econometric and statistical methods JEL Code(s): G, G1, G13
The Countercyclical Capital Buffer and International Bank Lending: Evidence from Canada Staff Working Paper 2021-61 David Xiao Chen, Christian Friedrich We examine the impact of the CCyB on foreign lending activities of Canadian banks. We show that the announcement of a tightening in another country’s CCyB leads to a decrease in the growth rate of cross-border lending between Canadian banks and borrowers in that other country. Content Type(s): Staff research, Staff working papers Research Topic(s): Credit risk management, Financial institutions, Financial stability, Financial system regulation and policies, International topics JEL Code(s): E, E3, E32, F, F2, F21, F3, F32, G, G2, G21, G28