Econometric and statistical methods

• Estimating the Effect of Exchange Rate Changes on Total Exports

  Staff Working Paper 2019-17 Thierry Mayer, Walter Steingress

  This paper shows that real effective exchange rate (REER) regressions, the standard approach for estimating the response of aggregate exports to exchange rate changes, imply biased estimates of the underlying elasticities. We provide a new aggregate regression specification that is consistent with bilateral trade flows micro-founded by the gravity equation.

  Content Type(s): Staff Research, Staff Working Papers Topic(s): Econometric and statistical methods, Exchange rates, International topics JEL Code(s): F, F1, F11, F12, F3, F31, F32

• 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 micro data 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

• Firm-level Investment Under Imperfect Capital Markets in Ukraine

  Staff Working Paper 2019-14 Oleksandr Shcherbakov

  This paper develops and estimates a model of firm-level fixed capital investment when firms face borrowing constraints.

  Content Type(s): Staff Research, Staff Working Papers Topic(s): Econometric and statistical methods, Economic models, Firm dynamics JEL Code(s): C, C6, C61, C63, D, D2, D24, G, G3, G31

• Global Commodity Markets and Rebalancing in China: The Case of Copper

  Staff Discussion Paper 2019-3 Jeannine Bailliu, Doga Bilgin, Kun Mo, Kurt Niquidet, Benjamin Sawatzky

  Given that China accounts for about half of global copper consumption, it is reasonable to expect that any significant change in Chinese copper consumption will have an impact on the global market.

  Content Type(s): Staff Research, Staff Discussion Papers Topic(s): Econometric and statistical methods, International topics JEL Code(s): O, O1, O13, O14, Q, Q0, Q02

• 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

• 2017 Methods-of-Payment Survey: Sample Calibration and Variance Estimation

  Technical Report No. 114 Heng Chen, Marie-Hélène Felt, Christopher Henry

  This technical report describes sampling, weighting and variance estimation for the Bank of Canada’s 2017 Methods-of-Payment Survey. Under quota sampling, a raking ratio method is implemented to generate weights with both post-stratification and nonparametric nonresponse weight adjustments.

  Content Type(s): Technical Reports Topic(s): Econometric and statistical methods JEL Code(s): C, C8, C81, C83

• Fundamental Drivers of Existing Home Sales in Canada

  Staff Discussion Paper 2018-16 Taylor Webley

  Existing home sales’ share of Canada’s economic pie has been rising in recent years, and variation around this trend has resulted in outsized contributions to changes in real gross domestic product (GDP). In this context, we use a cointegration framework to estimate the level of resale activity across the Canadian provinces that is supported by fundamentals—namely, full-time employment, housing affordability and migration flows—to help look through the volatility.

  Content Type(s): Staff Research, Staff Discussion Papers Topic(s): Econometric and statistical methods, Economic models, Housing JEL Code(s): C, C2, C22, C23, E, E2, E27, R, R2, R21

• 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

• The Propagation of Regional Shocks in Housing Markets: Evidence from Oil Price Shocks in Canada

  Staff Working Paper 2018-56 Lutz Kilian, Xiaoqing Zhou

  How do global oil price shocks spread through Canada’s economy? With Canada’s regionally diverse economy in mind, we explore the implications of oil price shocks for Canadian housing markets and regional economies. We show that the belief that oil price shocks only matter in oil-rich regions is false.

  Content Type(s): Staff Research, Staff Working Papers Topic(s): Econometric and statistical methods, Housing, International topics, Labour markets, Regional economic developments JEL Code(s): F, F4, F43, Q, Q3, Q33, Q4, Q43, R, R1, R12, R3, R31