Analysis of Asymmetric GARCH Volatility Models with Applications to Margin Measurement Staff working paper 2018-21 Elena Goldman, Xiangjin Shen We explore properties of asymmetric generalized autoregressive conditional heteroscedasticity (GARCH) models in the threshold GARCH (GTARCH) family and propose a more general Spline-GTARCH model, which captures high-frequency return volatility, low-frequency macroeconomic volatility as well as an asymmetric response to past negative news in both autoregressive conditional heteroscedasticity (ARCH) and GARCH terms. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C5, C58, G, G1, G19, G2, G23, G28 Research Theme(s): Financial markets and funds management, Market functioning, Financial system, Financial stability and systemic risk, Models and tools, Econometric, statistical and computational methods, Money and payments, Payment and financial market infrastructures
Global Demand and Supply Sentiment: Evidence from Earnings Calls Staff working paper 2023-37 Temel Taskin, Franz Ulrich Ruch This paper quantifies global demand, supply and uncertainty shocks and compares two major global recessions: the 2008–09 Great Recession and the COVID-19 pandemic. We use two alternate approaches to decompose economic shocks: text mining techniques on earnings calls transcripts and a structural Bayesian vector autoregression model. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C1, C11, C3, C32, E, E3, E32, G, G1, G10 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Monetary policy, Inflation dynamics and pressures, Real economy and forecasting
July 16, 2014 Monetary Policy Report – July 2014 Canadian real GDP growth is projected to average around 2 ¼ per cent during 2014-2016. Content Type(s): Publications, Monetary Policy Report
Familiarity with Crypto and Financial Concepts: Cryptoasset Owners, Non-Owners, and Gender Differences Staff working paper 2024-48 Daniela Balutel, Walter Engert, Christopher Henry, Kim Huynh, Doina Rusu, Marcel Voia Measuring cryptoasset knowledge alongside financial knowledge enhances our understanding of individuals' decisions to purchase cryptoassets. This paper uses microdata from the Bank of Canada’s Bitcoin Omnibus Survey to examine gender differences and the interrelationship between crypto and financial knowledge through an empirical joint analysis. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C8, C81, D, D1, D14, D9, D91, G, G5, G53, O, O5, O51 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Money and payments, Digital assets and fintech
How Do Mortgage Rate Resets Affect Consumer Spending and Debt Repayment? Evidence from Canadian Consumers Staff working paper 2020-18 Katya Kartashova, Xiaoqing Zhou We study the causal effect of mortgage rate changes on consumer spending, debt repayment and defaults during an expansionary and a contractionary monetary policy episode in Canada. We find asymmetric responses of consumer durable spending, deleveraging and defaults. These findings help us to understand household sector response to interest rate changes. Content Type(s): Staff research, Staff working papers JEL Code(s): D, D1, D12, D14, E, E4, E43, E5, E52, G, G2, G21, R, R3, R31 Research Theme(s): Financial system, Household and business credit, Monetary policy, Monetary policy framework and transmission, Monetary policy tools and implementation, Real economy and forecasting
A Fresh Look at the Publication and Citation Gap Between Men and Women: Insights from Economics and Political Science Staff working paper 2025-13 Daniel Stockemer, Gabriela Galassi, Engi Abou-El-Kheir In recent years, significant efforts have been made to attract more women into academia and to support their careers, with the goal of increasing their representation. Content Type(s): Staff research, Staff working papers JEL Code(s): A, A1, A14, I, I2, I23, J, J1, J16, J4, J44, J7, J71 Research Theme(s): Structural challenges, Demographics and labour supply
August 12, 1999 Recent Developments in Global Commodity Prices: Implications for Canada Bank of Canada Review - Summer 1999 Farid Novin, Gerald Stuber The authors examine the recent evolution of commodity prices. They discuss the factors behind the price declines that occurred between the summer of 1997 and the end of 1998, including the key supply factors and the drop in Asian demand caused by that region's concurrent financial and economic crisis. They then review the effects of the reduction in world commodity prices on economic activity in Canada. They point out that the depreciation of the Canadian dollar against the U.S. dollar, together with the continued strength of the U.S. economy, has partly offset the negative effects on Canadian aggregate demand. Content Type(s): Publications, Bank of Canada Review articles
The Size and Characteristics of Informal (“Gig”) Work in Canada Staff analytical note 2019-6 Olena Kostyshyna, Corinne Luu Underlying wage growth has fallen short of what would be consistent with an economy operating with little or no slack. While many factors could explain this weakness, the availability of additional labour resources from informal (“gig”) work—not fully captured in standard measures of employment and hours worked—may play a role. Content Type(s): Staff research, Staff analytical notes JEL Code(s): E, E2, E24, E26, J, J2, J20, J3, J30, J4 Research Theme(s): Monetary policy, Real economy and forecasting, Structural challenges, Demographics and labour supply
June 15, 2008 Bank of Canada Review - Summer 2008 Cover page Chinese Coin Charms The charms on the cover are part of the National Currency Collection of the Bank of Canada. Photography by Gord Carter. Content Type(s): Publications, Bank of Canada Review
Climate Change and Socio-economic inequality in the US Staff working paper 2026-16 Barbara Sadaba, Tatjana Dahlhaus This paper examines how climate change affects income inequality across US states. Using a new climate-inequality VAR and a century of daily temperature data, it shows that shifts across the full temperature distribution—not just average warming—have diverse effects on within-state inequality. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C1, C11, C3, C32, D, D6, D63, Q, Q5, Q54 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Structural challenges, Climate change