Real economy and forecasting

• Benchmarks for assessing labour market health: 2024 update

  Staff analytical note 2024-8 Erik Ens, Alexander Lam, Kurt See, Gabriela Galassi

  We assess the health of the Canadian labour market. We find that it has seen gradual but material easing since 2023, amid some signs of structural changes.

  Content Type(s): Staff research, Staff analytical notes JEL Code(s): E, E2, J, J2, J3, J6 Research Theme(s): Monetary policy, Inflation dynamics and pressures, Real economy and forecasting, Structural challenges, Demographics and labour supply

• The Neutral Interest Rate: Past, Present and Future

  Staff discussion paper 2024-3 Matteo Cacciatore, Bruno Feunou, Galip Kemal Ozhan

  The decline in safe real interest rates over the past three decades has reignited discussions on the neutral real interest rate, known as R*. We address the determinants and estimation methods of R*, as well as the factors influencing its decline and its future trajectory.

  Content Type(s): Staff research, Staff discussion papers JEL Code(s): E, E4, E43, E5, E52, E6, E62 Research Theme(s): Monetary policy, Monetary policy framework and transmission, Real economy and forecasting

• Pricing behaviour and inflation during the COVID-19 pandemic: Insights from consumer prices microdata

  Staff analytical note 2024-6 Olga Bilyk, Mikael Khan, Olena Kostyshyna

  Using the microdata underlying the Canadian consumer price index, we study how often and by how much firms changed their prices during the COVID-19 pandemic. We find that the surge in inflation was mainly associated with retailers raising prices much more often than before. We also find that more recently, corporate price-setting behaviour appears to be approaching pre-pandemic norms.

  Content Type(s): Staff research, Staff analytical notes JEL Code(s): D, D2, D22, E, E3, E31, L, L1, L11 Research Theme(s): Monetary policy, Inflation dynamics and pressures, Real economy and forecasting

• Measuring household financial stress in Canada using consumer surveys

  Staff analytical note 2024-5 Nicolas Bédard, Patrick Sabourin

  We use data from the Canadian Survey of Consumer Expectations to understand how households are coping with high inflation and high interest rates. We build a subjective measure of financial stress and find that the level of stress is at a historical high but remains manageable for most households.

  Content Type(s): Staff research, Staff analytical notes JEL Code(s): D, D1, D14, G, G5, H, H3 Research Theme(s): Financial system, Household and business credit, Monetary policy, Real economy and forecasting

• Forecasting Recessions in Canada: An Autoregressive Probit Model Approach

  Staff working paper 2024-10 Antoine Poulin-Moore, Kerem Tuzcuoglu

  We forecast recessions in Canada using an autoregressive (AR) probit model. The results highlight the short-term predictive power of the US economic activity and suggest that financial indicators are reliable predictors of Canadian recessions. In addition, the suggested model meaningfully improves the ability to forecast Canadian recessions, relative to a variety of probit models proposed in the Canadian literature.

  Content Type(s): Staff research, Staff working papers JEL Code(s): C, C5, C51, C53, E, E3, E32 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Monetary policy, Real economy and forecasting

• Regulation, Emissions and Productivity: Evidence from China’s Eleventh Five-Year Plan

  Staff working paper 2024-7 Brantly Callaway, Tong Li, Joel Rodrigue, Yuya Sasaki, Yong Tan

  We study the degree to which China’s 11th Five-Year Plan softens trade-offs between emissions and output. Our model suggests efficient regulation could have further increased aggregate productivity by 3.5% and output by 4.7% without any increase in aggregate emissions.

  Content Type(s): Staff research, Staff working papers JEL Code(s): C, C2, C21, D, D2, D24, Q, Q5, Q53 Research Theme(s): Monetary policy, Real economy and forecasting, Structural challenges, Climate change, Digitalization and productivity

• Predictive Density Combination Using a Tree-Based Synthesis Function

  Staff working paper 2023-61 Tony Chernis, Niko Hauzenberger, Florian Huber, Gary Koop, James Mitchell

  This paper studies non-parametric combinations of density forecasts. We introduce a regression tree-based approach that allows combination weights to vary on the features of the densities, time-trends or economic indicators. In two empirical applications, we show the benefits of this approach in terms of improved forecast accuracy and interpretability.

  Content Type(s): Staff research, Staff working papers JEL Code(s): C, C1, C11, C3, C32, C5, C53 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Monetary policy, Real economy and forecasting

• Third-Country Effects of U.S. Immigration Policy

  Staff working paper 2023-60 Agostina Brinatti, Xing Guo

  We study how the tightening of US immigration policy affects the Canadian economy and American workers. After the reduction in H-1B visa admissions in 2017, more immigrants came to Canada, and Canadian firms expanded their employment, sales and exports. The close trade link between the United States and Canada dampens the benefit American workers derive from this policy change.

  Content Type(s): Staff research, Staff working papers JEL Code(s): F, F1, F16, F2, F22, J, J6, J61 Research Theme(s): Monetary policy, Real economy and forecasting, Structural challenges, Demographics and labour supply, International trade, finance and competitiveness

• Perceived versus Calibrated Income Risks in Heterogeneous-Agent Consumption Models

  Staff working paper 2023-59 Tao Wang

  Perceived income risks reported in a survey of consumer expectations are more heterogeneous and, on average, lower than indirectly calibrated risks based on panel data. They prove to be one explanation for why a large fraction of households hold very little liquid savings and why accumulated wealth is widely unequal across households.

  Content Type(s): Staff research, Staff working papers JEL Code(s): D, D1, D14, E, E2, E21, E7, E71, G, G5, G51 Research Theme(s): Models and tools, Economic models, Monetary policy, Monetary policy framework and transmission, Real economy and forecasting

• Finding the balance—measuring risks to inflation and to GDP growth

  Staff analytical note 2023-18 Bruno Feunou, James Kyeong

  Using our new quantitative tool, we show how the risks to the inflation and growth outlooks have evolved over the course of 2023.

  Content Type(s): Staff research, Staff analytical notes JEL Code(s): C, C3, C32, C5, C58, E, E4, E44, G, G1, G17 Research Theme(s): Models and tools, Economic models, Monetary policy, Inflation dynamics and pressures, Monetary policy framework and transmission, Real economy and forecasting