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
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
Monetary Policy, Trends in Real Interest Rates and Depressed Demand Staff working paper 2021-27 Paul Beaudry, Césaire Meh Over the last few decades, real interest rates have trended downward. The most common explanation is that this reflects depressed demand due to demographic, technological and other real factors. We explore the claim that these trends may have been amplified by certain features of monetary policy. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E2, E4, E43, E44, E5, E52, E6, E62, E63, H, H3, H6, H63 Research Theme(s): Models and tools, Economic models, Monetary policy, Inflation dynamics and pressures, Monetary policy framework and transmission, Real economy and forecasting
Security and convenience of a central bank digital currency Staff analytical note 2020-21 Charles M. Kahn, Francisco Rivadeneyra An anonymous token-based central bank digital currency (CBDC) would pose certain security risks to users. These risks arise from how balances are aggregated, from their transactional use and from the competition between suppliers of aggregation solutions. Content Type(s): Staff research, Staff analytical notes JEL Code(s): E, E4, E42, G, G2, G21 Research Theme(s): Financial system, Financial system regulation and oversight, Money and payments, Digital assets and fintech, Payment and financial market infrastructures
The Size and Destination of China’s Portfolio Outflows Staff discussion paper 2018-11 Rose Cunningham, Eden Hatzvi, Kun Mo The size of China’s financial system raises the possibility that the liberalization of its capital account could have a large effect on the global financial system. This paper provides a counterfactual scenario analysis that estimates what the size and direction of China’s overseas portfolio investments would have been in 2015 if China had had no restrictions on these outflows. Content Type(s): Staff research, Staff discussion papers JEL Code(s): C, C2, C23, F, F2, F21, F3, F32, G, G1, G15 Research Theme(s): Financial system, Financial stability and systemic risk, Structural challenges, International trade, finance and competitiveness
The Impact of a Trade War: Assessment of the Current Tariffs and Alternative Scenarios Staff analytical note 2019-20 Karyne B. Charbonneau This note uses Charbonneau and Landry’s (2018) framework to assess the direct impact of the current trade tensions on the Canadian and global economies, as well as possible implications if the conflict escalates further. Overall, my findings show that the estimated impact of current tariffs on real gross domestic product (GDP) remains relatively small, which is in line with the literature on gains from trade, but the impact on trade is much larger. Content Type(s): Staff research, Staff analytical notes JEL Code(s): F, F1, F11, F13, F14, F15, F5, F50, F6, F62, F68 Research Theme(s): Monetary policy, Inflation dynamics and pressures, Real economy and forecasting, Structural challenges, International trade, finance and competitiveness
The Canadian Neutral Rate of Interest through the Lens of an Overlapping-Generations Model Staff discussion paper 2023-5 Martin Kuncl, Dmitry Matveev We use a small open economy model with overlapping generations to evaluate secular dynamics of the neutral rate in Canada from 1980 to 2018. We find that changes in both foreign and domestic factors resulted in a protracted decline in the neutral rate. Content Type(s): Staff research, Staff discussion papers JEL Code(s): E, E2, E21, E22, E4, E43, E5, E50, E52, E58, F, F4, F41 Research Theme(s): Models and tools, Economic models, Monetary policy, Monetary policy framework and transmission, Structural challenges, Demographics and labour supply
2018 Bitcoin Omnibus Survey: Awareness and Usage Staff discussion paper 2019-10 Christopher Henry, Kim Huynh, Gradon Nicholls, Mitchell Nicholson The Bank of Canada continues to use the Bitcoin Omnibus Survey (BTCOS) to monitor trends in Canadians’ awareness, ownership and use of Bitcoin. The most recent iteration was conducted in late 2018, following an 85 percent decline in the price of Bitcoin throughout the year. Content Type(s): Staff research, Staff discussion papers JEL Code(s): C, C1, C12, E, E4, O, O5, O51 Research Theme(s): Money and payments, Cash and bank notes, Digital assets and fintech
February 10, 2015 Minding the Labour Gap Remarks Carolyn A. Wilkins Ottawa Economics Association Ottawa, Ontario Senior Deputy Governor Carolyn Wilkins discusses the state of the labour market, the impact of lower oil prices on Canada’s economic outlook and the importance of both for monetary policy. Content Type(s): Press, Speeches and appearances, Remarks
Producer Heterogeneity, Value-Added, and International Trade Staff working paper 2016-54 Patrick Alexander Standard new trade models depict producers as heterogeneous in total factor productivity. In this paper, I adapt the Eaton and Kortum (2002) model of international trade to incorporate tradable intermediate goods and producer heterogeneity in value-added productivity. Content Type(s): Staff research, Staff working papers JEL Code(s): F, F1, F11, F12, F14 Research Theme(s): Models and tools, Economic models, Structural challenges, International trade, finance and competitiveness