Jing Yang - Latest

• Predicting Changes in Canadian Housing Markets with Machine Learning

  Staff Discussion Paper 2023-21 Johan Brannlund, Helen Lao, Maureen MacIsaac, Jing Yang

  We apply two machine learning algorithms to forecast monthly growth of house prices and existing homes sales in Canada. Although the algorithms can sometimes outperform a linear model, the improvement in forecast accuracy is not always statistically significant.

  Content Type(s): Staff research, Staff discussion papers Topic(s): Econometric and statistical methods, Financial markets, Housing JEL Code(s): A, C, C4, C45, C5, C53, D, D2, R, R2, R3

• COVID-19 and Financial Stability: Practice Ahead of Theory

  Staff Discussion Paper 2022-18 Jing Yang, Hélène Desgagnés, Grzegorz Halaj, Yaz Terajima

  The COVID-19 pandemic uncovered policy challenges related to the economic measures that were taken to support the economy. Two years later, we attempt to identify the broader impact of these measures and research that needs to follow.

  Content Type(s): Staff research, Staff discussion papers Topic(s): Coronavirus disease (COVID-19), Financial stability, Financial system regulation and policies JEL Code(s): E, E5, E58, E6, E61, G, G2, G21, H, H3, H8, H84

• A Horse Race of Monetary Policy Regimes: An Experimental Investigation

  Staff Working Paper 2022-33 Olena Kostyshyna, Luba Petersen, Jing Yang

  How should central banks design monetary policy in stable times and during recessions? We run a horse race between five monetary policy frameworks in an experimental laboratory to assess how well the different approaches can manage the public’s expectations and stabilize the economy.

  Content Type(s): Staff research, Staff working papers Topic(s): Inflation targets, Monetary policy, Monetary policy communications, Monetary policy framework JEL Code(s): C, C9, D, D8, D84, E, E5, E52, E58

• Implementation and Effectiveness of Extended Monetary Policy Tools: Lessons from the Literature

  Staff Discussion Paper 2020-16 Grahame Johnson, Sharon Kozicki, Romanos Priftis, Lena Suchanek, Jonathan Witmer, Jing Yang

  This paper summarizes the literature on the performance of various extended monetary policy tools when conventional policy rates are constrained by the effective lower bound. We highlight issues that may arise when these tools are used by central banks of small open economies.

  Content Type(s): Staff research, Staff discussion papers Topic(s): Monetary policy, Monetary policy implementation, Monetary policy transmission JEL Code(s): E, E5, E52, E58, E6, E63

• Following the Money: Evidence for the Portfolio Balance Channel of Quantitative Easing

  Staff Working Paper 2018-33 Itay Goldstein, Jonathan Witmer, Jing Yang

  Recent research suggests that quantitative easing (QE) may affect a broad range of asset prices through a portfolio balance channel. Using novel security-level holding data of individual US mutual funds, we establish evidence that portfolio rebalancing occurred both within and across funds.

  Content Type(s): Staff research, Staff working papers Topic(s): Monetary policy, Monetary policy implementation, Monetary policy transmission JEL Code(s): E, E5, E58, G, G2, G23

• Alternative Scenario to the October 2017 MPR Base-Case Projection: Higher Potential Growth

  Staff Analytical Note 2017-18 Jing Yang, Ben Tomlin, Olivier Gervais

  We construct an alternative scenario in which trend labour input and business investment are stronger than that expected in the Bank of Canada’s base-case projection in the October 2017 Monetary Policy Report.

  Content Type(s): Staff research, Staff analytical notes Topic(s): Inflation and prices, Monetary policy, Potential output JEL Code(s): E, E2, E22, E24, E27, E5
• May 11, 2017

  Unconventional Monetary Policy: The Perspective of a Small Open Economy

  Bank of Canada Review - Spring 2017 Jean-Sébastien Fontaine, Lena Suchanek, Jing Yang

  How do unconventional monetary policies like quantitative easing and negative interest rates affect domestic financial conditions and the broader economy in small open econo-mies, such as Canada? These policies are effective in depreciating the exchange rate in small open economies, while lower interest rates are also passed through to the economy, albeit only partially. When conventional monetary policy is close to its limits, fiscal policy may be a more important complement to monetary policy in a small economy, particularly if global demand for safe assets compresses long-term interest rates.

  Content Type(s): Publications, Bank of Canada Review articles Topic(s): Interest rates, Monetary policy framework, Monetary policy implementation, Monetary policy transmission JEL Code(s): E, E5, E52, E58, E6, E61, E65
• May 16, 2016

  Estimating Canada’s Effective Lower Bound

  Bank of Canada Review - Spring 2016 Jonathan Witmer, Jing Yang

  Recently, the Bank of Canada has estimated the effective lower bound (ELB) on its policy interest rate to be about -50 basis points. This article outlines the analysis that underpins that estimate by quantifying the costs of storing and using cash in Canada. It also explores how some international markets have adapted to negative interest rates, issues surrounding their implementation, as well as their transmission to other interest rates in the economy. Finally, it discusses theoretical ideas on how the ELB could be reduced further.

  Content Type(s): Publications, Bank of Canada Review articles Topic(s): Monetary policy framework, Monetary policy implementation, Monetary policy transmission JEL Code(s): D, D5, D53, E, E4, E43, E5, E52, E58

• Estimating Canada’s Effective Lower Bound

  Staff Analytical Note 2015-2 Jonathan Witmer, Jing Yang

  In 2009, the Bank of Canada set its effective lower bound (ELB) at 25 basis points (bps). Given the recent experience of Sweden, Denmark, Switzerland and the euro area with negative interest rates, we examine the economics of negative interest rates and suggest that cash storage costs are the source of a negative lower bound on interest rates.

  Content Type(s): Staff research, Staff analytical notes Topic(s): Central bank research, Monetary policy framework, Monetary policy implementation JEL Code(s): D, D5, D53, E, E4, E41, E43, E5, E58

• An Empirical Analysis of Liquidity and Order Flow in the Brokered Interdealer Market for Government of Canada Bonds

  Staff Working Paper 2003-28 Chris D'Souza, Charles Gaa, Jing Yang

  The authors empirically measure Canadian bond market liquidity using a number of indicators proposed in the literature and detail, for the first time, price and trade dynamics in the Government of Canada secondary bond market. They find, consistent with Inoue (1999), that the Canadian brokered interdealer fixed-income market is relatively liquid for its size.

  Content Type(s): Staff research, Staff working papers Topic(s): Financial markets, Market structure and pricing JEL Code(s): G, G1, G10, G14