Structural stability testing in models estimated by generalized method of moments

Authors
Citation
Ar. Hall, Structural stability testing in models estimated by generalized method of moments, J BUS ECON, 17(3), 1999, pp. 335-348
Citations number
20
Categorie Soggetti
Economics
Journal title
JOURNAL OF BUSINESS & ECONOMIC STATISTICS
ISSN journal
07350015 → ACNP
Volume
17
Issue
3
Year of publication
1999
Pages
335 - 348
Database
ISI
SICI code
0735-0015(199907)17:3<335:SSTIME>2.0.ZU;2-E
Abstract
This article proposes a new methodology for testing structural stability in models estimated via generalized method of moments. Like most previous stu dies of this general problem, attention is focused on the case in which som e aspect of the model potentially changes at a single point in the sample, known as the "breakpoint." Unlike this earlier work, however, our approach is based on a decomposition of the null hypothesis into two components invo lving parameter constancy and the validity of the overidentifying restricti ons both before and after the suspected breakpoint. Using this framework, w e propose a testing strategy that offers the potential to discriminate betw een parameter variation and more general forms of instability. Statistics a re presented for testing our null hypotheses in both the known and unknown breakpoint cases. The tests are applied to the conditional capital asset pr icing model used by Harvey to explain the international variation in stock index returns. Harvey reported that data from five of the G7 countries sati sfy the full-sample overidentifying restrictions of the model; our results indicate that all five of these models exhibit structural instability and s o are misspecified.