Small‐Sample Tests for Stock Return Predictability with Possibly Non‐Stationary Regressors and GARCH‐Type Effects Staff working paper 2017-10 Sermin Gungor, Richard Luger We develop a simulation-based procedure to test for stock return predictability with multiple regressors. The process governing the regressors is left completely free and the test procedure remains valid in small samples even in the presence of non-normalities and GARCH-type effects in the stock returns. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C1, C12, C3, C32, G, G1, G14 Research Theme(s): Financial markets and funds management, Market functioning, Models and tools, Econometric, statistical and computational methods
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
April 2, 2012 Exporting in a Post-Crisis World Remarks Mark Carney Greater Kitchener Waterloo Chamber of Commerce Waterloo, Ontario Governor Mark Carney discusses why Canada’s exports are lagging and what can be done to respond to the underlying challenges. Content Type(s): Press, Speeches and appearances, Remarks
Responding to the First Era of Globalization: Canadian Trade Policy, 1870–1913 Staff working paper 2018-42 Ian Keay, Patrick Alexander In this paper we document Canada’s trade policy response to late-nineteenth- and earlytwentieth-century globalization. We link newly digitized annual product-specific data on the value of Canadian imports and duties paid from 1870–1913 to establishment-specific production and location information drawn from the manuscripts of the 1871 industrial census. Content Type(s): Staff research, Staff working papers JEL Code(s): F, F1, F13, F14, F4, F42, F6, F60, N, N7, N71 Research Theme(s): Structural challenges, International trade, finance and competitiveness
Decomposing Large Banks’ Systemic Trading Losses Staff working paper 2024-6 Radoslav Raykov Do banks realize simultaneous trading losses because they invest in the same assets, or because different assets are subject to the same macro shocks? This paper decomposes the comovements of bank trading losses into two orthogonal channels: portfolio overlap and common shocks. Content Type(s): Staff research, Staff working papers JEL Code(s): G, G1, G10, G11, G2, G20 Research Theme(s): Financial markets and funds management, Market functioning, Financial system, Financial institutions and intermediation, Financial stability and systemic risk
Interest Rate Uncertainty as a Policy Tool Staff working paper 2020-13 Fabio Ghironi, Galip Kemal Ozhan We study a novel policy tool—interest rate uncertainty—that can be used to discourage inefficient capital inflows and to adjust the composition of external account between shortterm securities and foreign direct investment (FDI). Content Type(s): Staff research, Staff working papers JEL Code(s): E, E3, E32, F, F2, F21, F3, F32, G, G1, G15 Research Theme(s): Models and tools, Economic models, Monetary policy, Monetary policy framework and transmission, Monetary policy tools and implementation, Structural challenges, International trade, finance and competitiveness
October 5, 2005 The Exchange Rate and Canadian Inflation Targeting Bank of Canada Review - Autumn 2005 Christopher Ragan An essential element of the Bank of Canada's inflation-targeting framework is a floating exchange rate that is free to adjust in response to shocks that affect the Canadian and world economies. This floating rate plays an important role in the transmission mechanism for monetary policy. A practical question is how the Bank of Canada incorporates currency movements into the monetary policy decision-making process. Only after determining the cause and persistence of exchange rate change, and its likely net effect on aggregate demand, can the Bank decide on the appropriate policy response to keep inflation low, stable, and predictable. Ragan reviews the need to target inflation and the transmission mechanism for monetary policy, including the role of the exchange rate, before describing two types of exchange rate movements and their implications for monetary policy. Content Type(s): Publications, Bank of Canada Review articles
Does Outward Foreign Investment Matter for Canadian Productivity? Evidence from Greenfield Investments Staff working paper 2018-31 Naveen Rai, Lena Suchanek, Maria Bernier This paper seeks to understand how outward foreign direct investment (FDI) affects the productivity of Canadian firms. We estimate the impact of outward greenfield investment on measures of firm-level productivity using FDI data from roughly 2,000 Canadian firms and more than 4,000 outward FDI projects over the 2003–14 period. Content Type(s): Staff research, Staff working papers JEL Code(s): D, D2, D24, F, F2, F21, F23 Research Theme(s): Structural challenges, Digitalization and productivity, International trade, finance and competitiveness
May 11, 1996 Recent developments in monetary aggregates and their implications Bank of Canada Review - Spring 1996 Louis-Robert Lafleur, Walter Engert In 1995, the broad aggregate M2+ grew at an annual rate of 4.5 per cent—almost twice the rate recorded in 1994—as competition from mutual funds drew less money from personal savings deposits. An adjusted M2+ aggregate, which internalizes the effect of close substitutes such as CSBs and certain mutual funds, grew by only 3.4 per cent. Gross M1 grew by 8.2 per cent during the year, reflecting an increased demand for transactions balances as market interest rates declined and as banks offered more attractive rates of interest on corporate current account balances. The robust growth of gross M1 in the second half of 1995 suggests a moderate expansion of economic activity in the first half of 1996, while moderate growth in the broad aggregates indicates a rate of monetary expansion consistent with continued low inflation. In this annual review of the monetary aggregates, the authors also introduce a new model, based on calculated deviations of M1 from its long-run demand, which suggests that inflation should remain just below the midpoint of the inflation-control target range over the next couple of years. Content Type(s): Publications, Bank of Canada Review articles
Cash and COVID-19: What happened in 2021 Staff discussion paper 2022-8 Heng Chen, Walter Engert, Kim Huynh, Daneal O’Habib, Joy Wu, Julia Zhu Using data from the Bank Note Distribution System and consumer surveys, we find that bank notes in circulation remained high through 2021. Canadians continued to rely on electronic methods of payment, but a significant share also continued using cash for payments. Content Type(s): Staff research, Staff discussion papers JEL Code(s): C, C1, C12, C9, E, E4, O, O5, O54 Research Theme(s): Money and payments, Cash and bank notes, Retail payments