Testing structural changes in panel data with small fixed panel size and bootstrap

0481518 - ÚI 2018 DE eng J - Článek v odborném periodiku
Peštová, Barbora - Pešta, M.
Testing structural changes in panel data with small fixed panel size and bootstrap.
Metrika. Roč. 78, č. 6 (2015), s. 665-689. ISSN 0026-1335. E-ISSN 1435-926X
Klíčová slova: change-point * Change point * Panel data * Change in mean * Fixed panel size * Short panels * Ratio type statistics * Bootstrap
Impakt faktor: 0.595, rok: 2015

Panel data of our interest consist of a moderate or relatively large number of panels, while the panels contain a small number of observations. This paper establishes testing procedures to detect a possible common change in means of the panels. To this end, we consider a ratio type test statistic and derive its asymptotic distribution under the no change null hypothesis. Moreover, we prove the consistency of the test under the alternative. The main advantage of such an approach is that the variance of the observations neither has to be known nor estimated. On the other hand, the correlation structure is required to be calculated. To overcome this issue, a bootstrap technique is proposed in the way of a completely data driven approach without any tuning parameters. The validity of the bootstrap algorithm is shown. As a by-product of the developed tests, we introduce a common break point estimate and prove its consistency. The results are illustrated through a simulation study. An application of the procedure to actuarial data is presented.
Trvalý link: http://hdl.handle.net/11104/0277058