How Far Can Forecasting Models Forecast? Forecast Content Horizons for Some Important Macroeconomic Variables Staff Working Paper 2007-1 John Galbraith, Greg Tkacz For stationary transformations of variables, there exists a maximum horizon beyond which forecasts can provide no more information about the variable than is present in the unconditional mean. Meteorological forecasts, typically excepting only experimental or exploratory situations, are not reported beyond this horizon; by contrast, little generally accepted information about such maximum horizons is available for economic variables. Content Type(s): Staff research, Staff working papers Research Topic(s): Business fluctuations and cycles, Econometric and statistical methods JEL Code(s): C, C5, C53
Calibrating the Magnitude of the Countercyclical Capital Buffer Using Market-Based Stress Tests Staff Working Paper 2018-54 Maarten van Oordt How much capital do banks need as a buffer to absorb severe shocks? By using historical stock market data, market-based stress tests help estimate the magnitude of capital buffers necessary to absorb severe but plausible shocks. Content Type(s): Staff research, Staff working papers Research Topic(s): Financial institutions, Financial stability, Financial system regulation and policies JEL Code(s): G, G1, G10, G2, G21, G28
What Affects MFP in the Long-Run? Evidence from Canadian Industries Staff Working Paper 2008-4 Danny Leung, Yi Zheng In this paper we explore variables that may have an impact on multifactor productivity (MFP) in the long-run using the KLEMS database for Canada. We estimate a dynamic heterogeneous panel error-correction model of twelve 2-digit level industries. Content Type(s): Staff research, Staff working papers Research Topic(s): Productivity JEL Code(s): C, C2, C23, D, D2, D24, O, O3, O30
Finding a Needle in a Haystack: A Machine Learning Framework for Anomaly Detection in Payment Systems Staff Working Paper 2024-15 Ajit Desai, Anneke Kosse, Jacob Sharples Our layered machine learning framework can enhance real-time transaction monitoring in high-value payment systems, which are a central piece of a country’s financial infrastructure. When tested on data from Canadian payment systems, it demonstrated potential for accurately identifying anomalous transactions. This framework could help improve cyber and operational resilience of payment systems. Content Type(s): Staff research, Staff working papers Research Topic(s): Digital currencies and fintech, Financial institutions, Financial services, Financial system regulation and policies, Payment clearing and settlement systems JEL Code(s): C, C4, C45, C5, C55, D, D8, D83, E, E4, E42
Is the Discretionary Income Effect of Oil Price Shocks a Hoax? Staff Working Paper 2017-50 Christiane Baumeister, Lutz Kilian, Xiaoqing Zhou The transmission of oil price shocks has been a question of central interest in macroeconomics since the 1970s. There has been renewed interest in this question after the large and persistent fall in the real price of oil in 2014–16. In the context of this debate, Ramey (2017) makes the striking claim that the existing literature on the transmission of oil price shocks is fundamentally confused about the question of how to quantify the effect of oil price shocks. Content Type(s): Staff research, Staff working papers Research Topic(s): Econometric and statistical methods, International topics JEL Code(s): C, C5, C51, Q, Q4, Q43
Monetary Policy Transmission to Small Business Loan Performance: Evidence from Loan-Level Data Staff Working Paper 2024-41 Rodrigo Sekkel, Tamon Takamura, Yaz Terajima We analyze the dynamic and heterogeneous responses of small-business loan performance to a monetary-policy shock using loan-level data in Canada. We find evidence of monetary policy transmission through the cash-flow channel and the aggregate demand channel as well as some, though limited, impact of collateral to discipline loan repayment. Content Type(s): Staff research, Staff working papers Research Topic(s): Firm dynamics, Monetary policy transmission JEL Code(s): C, C3, C32, E, E1, E17, E3, E37, E5, E52
Central Bank Communication or the Media’s Interpretation: What Moves Markets? Staff Working Paper 2012-9 Scott Hendry The goal of this paper is to investigate what type of information from Bank of Canada communication statements or the market commentary based on these statements has a significant effect on the volatility or level of returns in a short-term interest rate market. Content Type(s): Staff research, Staff working papers Research Topic(s): Asset pricing, Financial markets JEL Code(s): E, E5, E58, G, G1, G14
The Effect of Exchange Rate Movements on Heterogeneous Plants: A Quantile Regression Analysis Staff Working Paper 2010-25 Ben Tomlin, Loretta Fung In this paper, we examine how the effect of movements in the real exchange rate on manufacturing plants depends on the plant's placement within the productivity distribution. Appreciations of the local currency expose domestic plants to more competition from abroad as export opportunities shrink and import competition intensifies. Content Type(s): Staff research, Staff working papers Research Topic(s): Exchange rates, Market structure and pricing, Productivity JEL Code(s): D, D2, D21, F, F1, L, L1, L16, L6, L60
Estimation and Inference by the Method of Projection Minimum Distance Staff Working Paper 2007-56 Òscar Jordà, Sharon Kozicki A covariance-stationary vector of variables has a Wold representation whose coefficients can be semi-parametrically estimated by local projections (Jordà, 2005). Substituting the Wold representations for variables in model expressions generates restrictions that can be used by the method of minimum distance to estimate model parameters. Content Type(s): Staff research, Staff working papers Research Topic(s): Econometric and statistical methods JEL Code(s): C, C3, C32, C5, C53, E, E4, E47
August 27, 2020 The imperative for public engagement Remarks (delivered virtually) Tiff Macklem Federal Reserve Bank of Kansas City Jackson Hole Symposium Jackson Hole, Wyoming Governor Tiff Macklem talks about the need for the Bank to be clear, relatable and understandable when it communicates with the public. Content Type(s): Press, Speeches and appearances, Remarks Research Topic(s): Coronavirus disease (COVID-19), Credibility, Monetary policy, Monetary policy and uncertainty