Identifying Aggregate Shocks with Micro-level Heterogeneity: Financial Shocks and Investment Fluctuation Staff working paper 2020-17 Xing Guo This paper identifies aggregate financial shocks and quantifies their effects on business investment based on an estimated DSGE model with firm-level heterogeneity. On average, financial shocks contribute only 3% of the variation in U.S. public firms’ aggregate investment. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E1, E12, E2, E22, G, G3, G31, G32 Research Theme(s): Financial system, Household and business credit, Models and tools, Economic models, Monetary policy, Monetary policy framework and transmission, Real economy and forecasting
August 14, 2000 Approaches to Current Stock Market Valuations Bank of Canada Review - Summer 2000 Bob Hannah The increase in North American stock prices in 1999 and early 2000 has generated interest in the valuation assumptions that would make these price levels sustainable. Here, commonly used valuation techniques are applied to stock markets in Canada and the United States. For the comparative yield approach, real interest rates (rather than nominal rates) are preferred as the comparator of choice to yields on stock market indexes. The spreads between real interest rates and stock market yields have generally increased over the last two years. The dividend-discount model (DDM) approach provides an analytic linkage between the equity-risk premium and the expected growth of dividends. It suggests that market values (measured at the end of February 2000) could be sustained only by rapid growth of dividends in the future or by the continued assumption of an uncharacteristically low risk premium on equity. The spectacular rise in the value of technology stocks in 1999 is noted (Chart 4), and then the valuation measures for the Canadian stock market excluding the technology sector are examined. When this is done with the comparative yield approach, yield spreads are slightly lower, and for the DDM approach, one does not need to assume as high a growth of dividends or as low a risk premium to validate market valuations. Two effects of the "new economy" on the stock market are noted. One is the lowering of dividend yields, as new-economy technology companies tend to have a high reinvestment rate and a low dividend payout rate. Another relates to the potential for a higher track for the economy's productivity growth, which would mean that higher-than-historical assumptions about future earnings growth would be more plausible. Several explanations for the decline in risk premiums on equity are considered. While short-term volatility in the stock market has, if anything, increased in recent years, low inflation and improved economic performance, along with demographics and investor preferences, may have contributed to a decline in the risk premium demanded by investors. A scenario of rapid growth of dividends in the near term slowing to historical norms in the longer term is examined. While this approach can go partway towards explaining high stock market valuations, it requires assumptions that are outside historical experience. Content Type(s): Publications, Bank of Canada Review articles
A Q-Theory of Banks Staff working paper 2021-44 Juliane Beganau, Saki Bigio, Jeremy Majerovitz, Matías Vieyra Using stock market data on banks, we show that the book value of loans recognizes losses with a delay. This delayed accounting is important for regulation because the requirements regulators impose are based on book values. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E4, E44, G, G2, G21, G3, G32, G33 Research Theme(s): Financial system, Financial institutions and intermediation, Financial stability and systemic risk, Models and tools, Economic models, Monetary policy, Monetary policy framework and transmission
Macroeconomic Predictions Using Payments Data and Machine Learning Staff working paper 2022-10 James Chapman, Ajit Desai We demonstrate the usefulness of payment systems data and machine learning models for macroeconomic predictions and provide a set of econometric tools to overcome associated challenges. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C5, C53, C55, E, E3, E37, E4, E42, E5, E52 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Monetary policy, Real economy and forecasting, Money and payments, Retail payments
A Barometer of Canadian Financial System Vulnerabilities Staff analytical note 2017-24 Thibaut Duprey, Tom Roberts This note presents a composite indicator of Canadian financial system vulnerabilities—the Vulnerabilities Barometer. It aims to complement the Bank of Canada’s vulnerabilities assessment by adding a quantitative and synthesized perspective to the more granular (distributional) analysis presented in the Financial System Review. Content Type(s): Staff research, Staff analytical notes JEL Code(s): C, C1, C14, C4, C40, D, D1, D14, E, E3, E32, E6, E66, F, F0, F01, G, G0, G01, G1, G15, G2, G21, H, H6, H63 Research Theme(s): Financial markets and funds management, Market functioning, Financial system, Financial stability and systemic risk, Household and business credit, Models and tools, Econometric, statistical and computational methods
Macroeconomic Uncertainty Through the Lens of Professional Forecasters Staff working paper 2016-5 Soojin Jo, Rodrigo Sekkel We analyze the evolution of macroeconomic uncertainty in the United States, based on the forecast errors of consensus survey forecasts of different economic indicators. Comprehensive information contained in the survey forecasts enables us to capture a real-time subjective measure of uncertainty in a simple framework. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C3, C38, E, E1, E17, E3, E32 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Monetary policy, Real economy and forecasting
How Fast Can China Grow? The Middle Kingdom’s Prospects to 2030 Staff working paper 2016-15 Jeannine Bailliu, Mark Kruger, Argyn Toktamyssov, Wheaton Welbourn Given its size and importance for global commodity markets, the question of how fast the Chinese economy can grow over the medium term is an important one. This paper addresses this question by examining the evolution of the supply side of the Chinese economy over history and projecting how it will evolve over the next 15 years. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E2, E22, E23, E3, E32, O, O4 Research Theme(s): Models and tools, Economic models, Monetary policy, Real economy and forecasting, Structural challenges, Demographics and labour supply, Digitalization and productivity
Credit Conditions, Inflation, and Unemployment Staff working paper 2025-26 Chao Gu, Janet Hua Jiang, Liang Wang We identify two channels that affect the relationship between inflation and unemployment. First, inflation lowers wages because unemployed suffer more from inflation than employed, generating a positive relationship. Second, inflation increases firms’ financing costs, generating a negative relationship. Improvements in firm financing conditions can induce the relationship to switch signs. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E2, E24, E3, E31, E4, E44, E5, E51 Research Theme(s): Financial system, Household and business credit, Models and tools, Economic models, Monetary policy, Inflation dynamics and pressures, Real economy and forecasting
Optimal Monetary Policy According to HANK Staff working paper 2021-55 Sushant Acharya, Edouard Challe, Keshav Dogra We study optimal monetary policy in an analytically tractable Heterogeneous Agent New Keynesian model. In the model, the central bank has an incentive to reduce consumption inequality in addition to keeping economic activity at its efficient level and inflation stable. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E2, E21, E3, E30, E5, E52, E6, E62, E63 Research Theme(s): Models and tools, Economic models, Monetary policy, Monetary policy framework and transmission, Monetary policy tools and implementation
Labor Demand Response to Labor Supply Incentives: Lessons from the German Mini-Job Reform Staff working paper 2021-15 Gabriela Galassi How do firms change their employment decisions when tax benefits for low-earning workers are expanded? Some firms increase employment overall, whereas others replace high-earning workers with low-earning workers, according to German linked employer-employee data. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E2, E24, E6, E64, H, H2, H20, H24, H3, H32, I, I3, I38, J, J2, J23, J3, J38 Research Theme(s): Models and tools, Economic models, Monetary policy, Real economy and forecasting, Structural challenges, Demographics and labour supply