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Selecting appropriate methodological framework for time series data analysis

Authors :
Min B. Shrestha
Guna R. Bhatta
Source :
Journal of Finance and Data Science, Vol 4, Iss 2, Pp 71-89 (2018)
Publication Year :
2018
Publisher :
KeAi Communications Co., Ltd., 2018.

Abstract

Economists face method selection problem while working with time series data. As time series data may possess specific properties such as trend and structural break, common methods used to analyze other types of data may not be appropriate for the analysis of time series data. This paper discusses the properties of time series data, compares common data analysis methods and presents a methodological framework for time series data analysis. The framework greatly helps in choosing appropriate test methods. To present an example, Nepal's money–price relationship is examined. Test results obtained following this methodological framework are found to be more robust and reliable. Keywords: Time series analysis, Unit root test, Methodological framework, Money–price relationship in Nepal

Details

Language :
English
ISSN :
24059188
Volume :
4
Issue :
2
Database :
Directory of Open Access Journals
Journal :
Journal of Finance and Data Science
Publication Type :
Academic Journal
Accession number :
edsdoj.be334ead947453ab2f65b0548559005
Document Type :
article
Full Text :
https://doi.org/10.1016/j.jfds.2017.11.001