C23 - Models with Panel Data; Longitudinal Data; Spatial Time Series

• 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

• 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

• The Size and Destination of China’s Portfolio Outflows

  Staff Discussion Paper 2018-11 Rose Cunningham, Eden Hatzvi, Kun Mo

  The size of China’s financial system raises the possibility that the liberalization of its capital account could have a large effect on the global financial system. This paper provides a counterfactual scenario analysis that estimates what the size and direction of China’s overseas portfolio investments would have been in 2015 if China had had no restrictions on these outflows.

  Content Type(s): Staff Research, Staff Discussion Papers Topic(s): Balance of payments and components, Econometric and statistical methods, International topics JEL Code(s): C, C2, C23, F, F2, F21, F3, F32, G, G1, G15

• Wage Dynamics and Returns to Unobserved Skill

  Staff Working Paper 2017-61 Lance Lochner, Youngmin Park, Youngki Shin

  Economists disagree about the factors driving the substantial increase in residual wage inequality in the U.S. over the past few decades. We identify and estimate a general model of log wage residuals that incorporates: (i) changing returns to unobserved skills, (ii) a changing distribution of unobserved skills, and (iii) changing volatility in wages due to factors unrelated to skills.

  Content Type(s): Staff Research, Staff Working Papers Topic(s): Econometric and statistical methods, Labour markets JEL Code(s): C, C2, C23, J, J2, J24, J3, J31

• Markov‐Switching Three‐Pass Regression Filter

  Staff Working Paper 2017-13 Pierre Guérin, Danilo Leiva-Leon, Massimiliano Marcellino

  We introduce a new approach for the estimation of high-dimensional factor models with regime-switching factor loadings by extending the linear three-pass regression filter to settings where parameters can vary according to Markov processes.

  Content Type(s): Staff Research, Staff Working Papers Topic(s): Econometric and statistical methods JEL Code(s): C, C2, C22, C23, C5, C53

• Monetary Policy, Private Debt and Financial Stability Risks

  Staff Working Paper 2016-59 Gregory Bauer, Eleonora Granziera

  Can monetary policy be used to promote financial stability? We answer this question by estimating the impact of a monetary policy shock on private-sector leverage and the likelihood of a financial crisis. Impulse responses obtained from a panel VAR model of 18 advanced countries suggest that the debt-to-GDP ratio rises in the short run following an unexpected tightening in monetary policy.

  Content Type(s): Staff Research, Staff Working Papers Topic(s): Credit and credit aggregates, Financial stability, Monetary Policy, Transmission of monetary policy JEL Code(s): C, C2, C21, C23, E, E5, E52, E58

• What Is Behind the Weakness in Global Investment?

  Staff Discussion Paper 2016-5 Maxime Leboeuf, Robert Fay

  The recovery in private business investment globally remains extremely weak more than seven years after the financial crisis. This paper contributes to the ongoing policy debate on the factors behind this weakness by analyzing the role of growth prospects and uncertainty in explaining developments in non-residential private business investment in large advanced economies since the crisis.

  Content Type(s): Staff Research, Staff Discussion Papers Topic(s): Business fluctuations and cycles, Central bank research, Domestic demand and components, Economic models, International topics, Recent economic and financial developments, Uncertainty and monetary policy JEL Code(s): C, C2, C23, C3, C33, D, D2, D24, D8, D80, D84, E, E2, E22, F, F0, F01, G, G3, G31

• Debt Overhang and Deleveraging in the US Household Sector: Gauging the Impact on Consumption

  Staff Working Paper 2015-47 Bruno Albuquerque, Georgi Krustev

  Using a novel dataset for the US states, this paper examines whether household debt and the protracted debt deleveraging help explain the dismal performance of US consumption since 2007, in the aftermath of the housing bubble.

  Content Type(s): Staff Research, Staff Working Papers Topic(s): Credit and credit aggregates, Econometric and statistical methods, International topics JEL Code(s): C, C1, C13, C2, C23, C5, C52, D, D1, D12, H, H3, H31

• Heterogeneity in the Dynamic Effects of Uncertainty on Investment

  Staff Working Paper 2015-34 Sungje Byun, Soojin Jo

  How does aggregate profit uncertainty influence investment activity at the firm level? We propose a parsimonious adaptation of a factor-autoregressive conditional heteroscedasticity model to exploit information in a subindustry sales panel for an efficient and tractable estimation of aggregate volatility.

  Content Type(s): Staff Research, Staff Working Papers Topic(s): Domestic demand and components, Econometric and statistical methods, International topics JEL Code(s): C, C2, C22, C23, D, D8, D80, E, E2, E22

• Multiple Fixed Effects in Binary Response Panel Data Models

  Staff Working Paper 2014-17 Karyne B. Charbonneau

  This paper considers the adaptability of estimation methods for binary response panel data models to multiple fixed effects. It is motivated by the gravity equation used in international trade, where important papers such as Helpman, Melitz and Rubinstein (2008) use binary response models with fixed effects for both importing and exporting countries.

  Content Type(s): Staff Research, Staff Working Papers Topic(s): Econometric and statistical methods JEL Code(s): C, C2, C23, C25, F, F1, F14