C - Mathematical and Quantitative Methods

• The Formation of House Price Expectations in Canada: Evidence from a Randomized Information Experiment

  Staff Analytical Note 2019-24 Marc-André Gosselin, Mikael Khan, Matthieu Verstraete

  We conduct a randomized information experiment leveraging the Canadian Survey of Consumer Expectations. We provide causal evidence that respondents revise both their short- and medium-term expectations of future house price growth in a way that is consistent with observed short-term momentum in house prices. However, empirically, house price growth tends to revert to its mean in the medium term.

  Content Type(s): Staff research, Staff analytical notes Topic(s): Financial stability, Housing JEL Code(s): C, C9, D, D8, D84, R, R2, R21

• Tail Index Estimation: Quantile-Driven Threshold Selection

  Staff Working Paper 2019-28 Jon Danielsson, Lerby Ergun, Casper G. de Vries, Laurens de Haan

  The most extreme events, such as economic crises, are rare but often have a great impact. It is difficult to precisely determine the likelihood of such events because the sample is small.

  Content Type(s): Staff research, Staff working papers Topic(s): Econometric and statistical methods, Financial stability JEL Code(s): C, C0, C01, C1, C14, C5, C58

• Are Long-Horizon Expectations (De-)Stabilizing? Theory and Experiments

  Staff Working Paper 2019-27 George Evans, Cars Hommes, Isabelle Salle, Bruce McGough

  Most models in finance assume that agents make trading plans over the infinite future. We consider instead that they are boundedly rational and may only form forecasts over a limited horizon.

  Content Type(s): Staff research, Staff working papers Topic(s): Asset pricing, Central bank research, Economic models, Financial markets JEL Code(s): C, C9, C92, D, D8, D84, E

• An Application of Shapley Value Cost Allocation to Liquidity Savings Mechanisms

  Staff Working Paper 2019-26 Rodney J. Garratt

  Liquidity demands in real-time gross settlement payment systems can be enormous. To reduce the liquidity requirement, central banks around the world have implemented liquidity savings mechanisms (LSMs).

  Content Type(s): Staff research, Staff working papers Topic(s): Payment clearing and settlement systems JEL Code(s): C, C7, C72, E, E5, E58

• How Oil Supply Shocks Affect the Global Economy: Evidence from Local Projections

  Staff Discussion Paper 2019-6 Olivier Gervais

  We provide empirical evidence on the impact of oil supply shocks on global aggregates. To do this, we first extract structural oil supply shocks from a standard oil-price determination model found in the literature.

  Content Type(s): Staff research, Staff discussion papers Topic(s): Business fluctuations and cycles, International topics JEL Code(s): C, C2, C22, C5, E, E3, E37, Q, Q4, Q43

• Central Bank Communication That Works: Lessons from Lab Experiments

  Staff Working Paper 2019-21 Oleksiy Kryvtsov, Luba Petersen

  We use controlled laboratory experiments to test the causal effects of central bank communication on economic expectations and to distinguish the underlying mechanisms of those effects. In an experiment where subjects learn to forecast economic variables, we find that central bank communication has a stabilizing effect on individual and aggregate outcomes and that the size of the effect varies with the type of communication.

  Content Type(s): Staff research, Staff working papers Topic(s): Monetary policy implementation, Monetary policy transmission JEL Code(s): C, C9, D, D8, D84, E, E3, E5, E52

• Online Job Seekers in Canada: What Can We Learn from Bing Job Queries?

  Staff Analytical Note 2019-18 André Binette, Karyne B. Charbonneau, Nicholas Curtis, Gabriela Galassi, Scott Counts, Justin Cranshaw

  Labour markets in Canada and around the world are evolving rapidly with the digital economy. Traditional data are adapting gradually but are not yet able to provide timely information on this evolution.

  Content Type(s): Staff research, Staff analytical notes Topic(s): Central bank research, Labour markets, Monetary policy JEL Code(s): C, C8, C80, E, E2, E24, J, J2, J21

• Assessing the Resilience of the Canadian Banking System

  Staff Analytical Note 2019-16 Charles Gaa, Xuezhi Liu, Cameron MacDonald, Xiangjin Shen

  The stability of the Canadian financial system, as well as its ability to support the Canadian economy, depends on the ability of financial institutions to absorb and manage major shocks. This is especially true for large banks, which perform services essential to the Canadian economy.

  Content Type(s): Staff research, Staff analytical notes Topic(s): Financial institutions, Financial stability JEL Code(s): C, C6, C63, E, E2, E27, E3, E37, E4, E44, G, G0, G01, G2, G21

• Composite Likelihood Estimation of an Autoregressive Panel Probit Model with Random Effects

  Staff Working Paper 2019-16 Kerem Tuzcuoglu

  Modeling and estimating persistent discrete data can be challenging. In this paper, we use an autoregressive panel probit model where the autocorrelation in the discrete variable is driven by the autocorrelation in the latent variable. In such a non-linear model, the autocorrelation in an unobserved variable results in an intractable likelihood containing high-dimensional integrals.

  Content Type(s): Staff research, Staff working papers Topic(s): Credit risk management, Econometric and statistical methods, Economic models JEL Code(s): C, C2, C23, C25, C5, C58, G, G2, G24

• Disentangling the Factors Driving Housing Resales

  Staff Analytical Note 2019-12 Mikael Khan, Taylor Webley

  We use a recently developed model and loan-level microdata to decompose movements in housing resales since 2015. We find that fundamental factors, namely housing affordability and full-time employment, have had offsetting effects on resales over our study period.

  Content Type(s): Staff research, Staff analytical notes Topic(s): Econometric and statistical methods, Financial stability, Financial system regulation and policies, Housing, Recent economic and financial developments JEL Code(s): C, C2, C22, E, E2, R, R2, R21