C32 - Time-Series Models; Dynamic Quantile Regressions; Dynamic Treatment Effect Models

• 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

• Making It Real: Bringing Research Models into Central Bank Projections

  Staff discussion paper 2023-29 Marc-André Gosselin, Sharon Kozicki

  Macroeconomic projections and risk analyses play an important role in guiding monetary policy decisions. Models are integral to this process. This paper discusses how the Bank of Canada brings research models and lessons learned from those models into the central bank projection environment.

  Content Type(s): Staff research, Staff discussion papers JEL Code(s): C, C3, C32, C5, C51, E, E3, E37, E4, E47, E5, E52 Research Theme(s): Models and tools, Economic models, Monetary policy, Monetary policy framework and transmission, Real economy and forecasting

• Forecasting Risks to the Canadian Economic Outlook at a Daily Frequency

  Staff discussion paper 2023-19 Chinara Azizova, Bruno Feunou, James Kyeong

  This paper quantifies tail risks in the outlooks for Canadian inflation and real GDP growth by estimating their conditional distributions at a daily frequency. We show that the tail risk probabilities derived from the conditional distributions accurately reflect realized outcomes during the sample period from 2002 to 2022.

  Content Type(s): Staff research, Staff discussion papers JEL Code(s): C, C3, C32, C5, C58, E, E4, E44, G, G1, G17 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Monetary policy, Inflation dynamics and pressures, Real economy and forecasting

• Global Demand and Supply Sentiment: Evidence from Earnings Calls

  Staff working paper 2023-37 Temel Taskin, Franz Ulrich Ruch

  This paper quantifies global demand, supply and uncertainty shocks and compares two major global recessions: the 2008–09 Great Recession and the COVID-19 pandemic. We use two alternate approaches to decompose economic shocks: text mining techniques on earnings calls transcripts and a structural Bayesian vector autoregression model.

  Content Type(s): Staff research, Staff working papers JEL Code(s): C, C1, C11, C3, C32, E, E3, E32, G, G1, G10 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Monetary policy, Inflation dynamics and pressures, Real economy and forecasting

• Supply Drivers of US Inflation Since the COVID-19 Pandemic

  Staff working paper 2023-19 Serdar Kabaca, Kerem Tuzcuoglu

  This paper examines the contribution of several supply factors to US headline inflation since the start of the COVID-19 pandemic. We identify six supply shocks using a structural VAR model: labor supply, labor productivity, global supply chain, oil price, price mark-up and wage mark-up shocks.

  Content Type(s): Staff research, Staff working papers JEL Code(s): C, C3, C32, E, E3, E31, E32 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Monetary policy, Inflation dynamics and pressures

• Rising US LNG Exports and Global Natural Gas Price Convergence

  Staff discussion paper 2021-14 Robert Ialenti

  We assess how rising exports of US liquefied natural gas affect the convergence of natural gas prices worldwide. Our results may have implications for the development of future LNG export capacity in Canada.

  Content Type(s): Staff research, Staff discussion papers JEL Code(s): C, C3, C32, F, F1, F15, K, K4, K41, L, L9, L95 Research Theme(s): Financial markets and funds management, Market structure, Structural challenges, International trade, finance and competitiveness

• Shaping the future: Policy shocks and the GDP growth distribution

  Staff working paper 2021-24 Francois-Michel Boire, Thibaut Duprey, Alexander Ueberfeldt

  Can central bank and government policies impact the risks around the outlook for GDP growth? We find that fiscal stimulus makes strong GDP growth more likely—even more so when monetary policy is constrained—rather than weak GDP growth less likely. Thus, fiscal stimulus should accelerate the recovery phase of the COVID-19 pandemic.

  Content Type(s): Staff research, Staff working papers JEL Code(s): C, C3, C32, C5, C53, E, E5, E52, E6, E62 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Economic models, Monetary policy, Monetary policy framework and transmission, Real economy and forecasting

• Understanding Trend Inflation Through the Lens of the Goods and Services Sectors

  Staff working paper 2020-45 Yunjong Eo, Luis Uzeda, Benjamin Wong

  The goods and services sectors have experienced considerably different dynamics over the past three decades. Our goal in this paper is to understand how such contrasting behaviors at the sectoral level affect the aggregate level of trend inflation dynamics.

  Content Type(s): Staff research, Staff working papers JEL Code(s): C, C1, C11, C3, C32, E, E3, E31, E5, E52 Research Theme(s): Models and tools, Economic models, Monetary policy, Inflation dynamics and pressures, Monetary policy framework and transmission

• On Causal Networks of Financial Firms: Structural Identification via Non-parametric Heteroskedasticity

  Staff working paper 2020-42 Ruben Hipp

  Banks’ business interactions create a network of relationships that are hidden in the correlations of bank stock returns. But for policy interventions, we need causality to understand how the network changes. Thus, this paper looks for the causal network anticipated by investors.

  Content Type(s): Staff research, Staff working papers JEL Code(s): C, C1, C3, C32, C5, C58, L, L1, L14 Research Theme(s): Financial system, Financial stability and systemic risk, Models and tools, Econometric, statistical and computational methods

• Cyclicality of Schooling: New Evidence from Unobserved Components Models

  Staff working paper 2020-38 Barbara Sadaba, Sunčica Vujič, Sofia Maier

  What is the time-varying impact of economic cycles on decisions to invest in human capital?

  Content Type(s): Staff research, Staff working papers JEL Code(s): C, C3, C32, E, E3, I, I2, J, J2 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Monetary policy, Real economy and forecasting