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Robust Block Bootstrap Panel Predictability Tests

Smeekes, Stephan and Westerlund, Joakim LU (2019) In Econometric Reviews 38(9). p.1089-1107
Abstract
This article develops two block bootstrap-based panel predictability test procedures that are valid under very general conditions. Some of the allowable features include cross-sectional dependence, heterogeneous predictive slopes, persistent predictors, and complex error dynamics, including cross-unit endogeneity. While the first test procedure tests if there is any predictability at all, the second procedure determines the units for which predictability holds in case of a rejection by the first. A weak unit root framework is adopted to allow persistent predictors, and a novel theory is developed to establish asymptotic validity of the proposed bootstrap. Simulations are used to evaluate the performance of our tests in small samples, and... (More)
This article develops two block bootstrap-based panel predictability test procedures that are valid under very general conditions. Some of the allowable features include cross-sectional dependence, heterogeneous predictive slopes, persistent predictors, and complex error dynamics, including cross-unit endogeneity. While the first test procedure tests if there is any predictability at all, the second procedure determines the units for which predictability holds in case of a rejection by the first. A weak unit root framework is adopted to allow persistent predictors, and a novel theory is developed to establish asymptotic validity of the proposed bootstrap. Simulations are used to evaluate the performance of our tests in small samples, and their implementation is illustrated through an empirical application to stock returns. (Less)
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author
and
organization
publishing date
type
Contribution to journal
publication status
published
subject
in
Econometric Reviews
volume
38
issue
9
pages
1089 - 1107
publisher
Taylor & Francis
external identifiers
  • scopus:85054429428
ISSN
0747-4938
DOI
10.1080/07474938.2018.1536102
language
English
LU publication?
yes
id
c53e22dd-fc35-4433-b22d-5e2d4e080702
date added to LUP
2018-08-22 16:20:27
date last changed
2022-04-02 01:36:47
@article{c53e22dd-fc35-4433-b22d-5e2d4e080702,
  abstract     = {{This article develops two block bootstrap-based panel predictability test procedures that are valid under very general conditions. Some of the allowable features include cross-sectional dependence, heterogeneous predictive slopes, persistent predictors, and complex error dynamics, including cross-unit endogeneity. While the first test procedure tests if there is any predictability at all, the second procedure determines the units for which predictability holds in case of a rejection by the first. A weak unit root framework is adopted to allow persistent predictors, and a novel theory is developed to establish asymptotic validity of the proposed bootstrap. Simulations are used to evaluate the performance of our tests in small samples, and their implementation is illustrated through an empirical application to stock returns.}},
  author       = {{Smeekes, Stephan and Westerlund, Joakim}},
  issn         = {{0747-4938}},
  language     = {{eng}},
  number       = {{9}},
  pages        = {{1089--1107}},
  publisher    = {{Taylor & Francis}},
  series       = {{Econometric Reviews}},
  title        = {{Robust Block Bootstrap Panel Predictability Tests}},
  url          = {{http://dx.doi.org/10.1080/07474938.2018.1536102}},
  doi          = {{10.1080/07474938.2018.1536102}},
  volume       = {{38}},
  year         = {{2019}},
}