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UAL Research Online

A short note on the accuracy of structural break tests at detecting oil price shocks in advance

Silva, E.S. (2015) A short note on the accuracy of structural break tests at detecting oil price shocks in advance. International Journal of Energy and Statistics, 3 (2). 1550009-1-1550009-7. ISSN 2335-6804

Type of Research: Article
Creators: Silva, E.S.
Description:

This short note seeks to evaluate the accuracy of seven structural break tests at detecting oil price shocks in advance. Both annual and monthly data for WTI (1986 onwards) and Brent (1987 onwards) are considered. Initially the data is compared using descriptive statistics and tested for normality and unit root problems. Thereafter, structural break tests which look for changes in both mean and variance are applied to the data. The results from the changepoint tests are compared with the historical oil price shocks identified in [1] in order to evaluate the accuracy of the methods. The findings indicate that in general the frequency of the data impacts the accuracy of these changepoint tests. The results show that when faced with annual data the best method (out of those evaluated here) for early detection of oil price shocks is cpt.mean BinSeg [2] whilst for monthly data the best test is cpt.var BinSeg [2]. Accordingly, it appears these two tests are the least sensitive to the frequency of data.

Official Website: http://www.worldscientific.com/doi/abs/10.1142/S233568041550009X?journalCode=ijes
Additional Information (Publicly available):

The text of this article is restricted due to copyright issues. Please contact UAL Research Online to request a copy.

Keywords/subjects not otherwise listed: oil, structural break, WTI, Brent, breakpoints
Your affiliations with UAL: Colleges > London College of Fashion
Date: 30 June 2015
Digital Object Identifier: 10.1142/S233568041550009X
Date Deposited: 28 Jun 2016 11:37
Last Modified: 28 Apr 2017 05:46
Item ID: 9553
URI: https://ualresearchonline.arts.ac.uk/id/eprint/9553

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