C5 - Econometric Modeling

• Technological Progress and Monetary Policy: Managing the Fourth Industrial Revolution

  Staff Discussion Paper 2019-11 Stephen S. Poloz

  This paper looks at the implications for monetary policy of the widespread adoption of artificial intelligence and machine learning, which is sometimes called the “fourth industrial revolution.”

  Content Type(s): Staff Research, Staff Discussion Papers Topic(s): Economic models, Financial stability, Monetary policy framework, Uncertainty and monetary policy JEL Code(s): C, C5, E, E3, O, O1, O11, O3, O33

• The Simple Economics of Global Fuel Consumption

  Staff Working Paper 2019-35 Doga Bilgin, Reinhard Ellwanger

  This paper presents a structural framework of the global oil market that relies on information on global fuel consumption to identify flow demand for oil. We show that under mild identifying assumptions, data on global fuel consumption help to provide comparatively sharp insights on elasticities and other key structural parameters of the global oil market.

  Content Type(s): Staff Research, Staff Working Papers Topic(s): Economic models JEL Code(s): C, C5, C51, L, L7, L71, Q, Q4, Q41, Q43

• Explaining the Interplay Between Merchant Acceptance and Consumer Adoption in Two-Sided Markets for Payment Methods

  Staff Working Paper 2019-32 Kim Huynh, Gradon Nicholls, Oleksandr Shcherbakov

  Recent consumer and merchant surveys show a decrease in the use of cash at the point of sale. Increasingly, consumers and merchants have access to a growing array of payment innovations as substitutes for cash.

  Content Type(s): Staff Research, Staff Working Papers Topic(s): Bank notes, Digital Currencies and Fintech, Econometric and statistical methods, Financial services JEL Code(s): C, C5, C51, L, L1, L13, L15, L8, L81, L9, L96

• Resolving Failed Banks: Uncertainty, Multiple Bidding & Auction Design

  Staff Working Paper 2019-30 Jason Allen, Robert Clark, Brent Hickman, Eric Richert

  Bank resolution is costly. In the United States, the Federal Deposit Insurance Corporation (FDIC) typically resolves failing banks by auction.

  Content Type(s): Staff Research, Staff Working Papers Topic(s): Econometric and statistical methods, Financial Institutions JEL Code(s): C, C5, C57, D, D4, D44, G, G2, G21

• Tail Index Estimation: Quantile-Driven Threshold Selection

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

  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

• 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

• 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

• The Trend Unemployment Rate in Canada: Searching for the Unobservable

  Staff Working Paper 2019-13 Dany Brouillette, Marie-Noëlle Robitaille, Laurence Savoie-Chabot, Pierre St-Amant, Bassirou Gueye, Elise Nelson

  In this paper, we assess several methods that have been used to measure the Canadian trend unemployment rate (TUR). We also consider improvements and extensions to some existing methods.

  Content Type(s): Staff Research, Staff Working Papers Topic(s): Business fluctuations and cycles, Economic models, Inflation and prices, Labour markets JEL Code(s): C, C5, C52, C53, E, E2, E24, E27

• Inference in Games Without Nash Equilibrium: An Application to Restaurants’ Competition in Opening Hours

  Staff Working Paper 2018-60 Erhao Xie

  This paper relaxes the Bayesian Nash equilibrium (BNE) assumption commonly imposed in empirical discrete choice games with incomplete information. Instead of assuming that players have unbiased/correct expectations, my model treats a player’s belief about the behavior of other players as an unrestricted unknown function. I study the joint identification of belief and payoff functions.

  Content Type(s): Staff Research, Staff Working Papers Topic(s): Econometric and statistical methods, Market structure and pricing JEL Code(s): C, C5, C57, L, L1, L13, L8, L85

• GDP by Industry in Real Time: Are Revisions Well Behaved?

  Staff Analytical Note 2018-40 Patrick Rizzetto

  The monthly data for real gross domestic product (GDP) by industry are used extensively in real time both to ground the Bank of Canada’s monitoring of economic activity and in the Bank’s nowcasting tools, making these data one of the most important high-frequency time series for Canadian nowcasting.

  Content Type(s): Staff Research, Staff Analytical Notes Topic(s): Business fluctuations and cycles, Central bank research, Econometric and statistical methods JEL Code(s): C, C5, C53, C8, C82, E, E0, E01