Panel data analysis for Sabah construction industries: choosing the best model

Analysis of panel data by using statistical models is rapidly growing. It is sometime tough for the novice users of panel data to make an informed choice of what estimators best suit their research questions. This paper is meant to find best model among few types of models such as panel data models...

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Main Authors: Fitrianto, Anwar, Kahal Musakkal, Nur Farhanah
Format: Conference or Workshop Item
Language:English
Published: Elsevier BV 2016
Online Access:http://psasir.upm.edu.my/id/eprint/53480/1/Panel%20data%20analysis%20for%20Sabah.pdf
http://psasir.upm.edu.my/id/eprint/53480/
http://www.sciencedirect.com/science/article/pii/S2212567116000307
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spelling my.upm.eprints.534802017-11-02T06:11:04Z http://psasir.upm.edu.my/id/eprint/53480/ Panel data analysis for Sabah construction industries: choosing the best model Fitrianto, Anwar Kahal Musakkal, Nur Farhanah Analysis of panel data by using statistical models is rapidly growing. It is sometime tough for the novice users of panel data to make an informed choice of what estimators best suit their research questions. This paper is meant to find best model among few types of models such as panel data models and ordinary least squares (OLS) regression for Sabah construction industries. The best model will be chosen based on lowest Root Mean Square Errors (RMSE). The purpose of comparing between models is to find the most efficient model which will be useful for prediction. After analyzing the data using SAS software, it was found that two-way fixed effect panel data model provide the lowest RMSE for the Sabah construction industries. Elsevier BV 2016 Conference or Workshop Item PeerReviewed application/pdf en http://psasir.upm.edu.my/id/eprint/53480/1/Panel%20data%20analysis%20for%20Sabah.pdf Fitrianto, Anwar and Kahal Musakkal, Nur Farhanah (2016) Panel data analysis for Sabah construction industries: choosing the best model. In: 7th International Economics & Business Management Conference (IEBMC 2015), 5 - 6 Oct 2015, Kuantan, Pahang, Malaysia. (pp. 241-248). http://www.sciencedirect.com/science/article/pii/S2212567116000307 10.1016/S2212-5671(16)00030-7
institution Universiti Putra Malaysia
building UPM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Putra Malaysia
content_source UPM Institutional Repository
url_provider http://psasir.upm.edu.my/
language English
description Analysis of panel data by using statistical models is rapidly growing. It is sometime tough for the novice users of panel data to make an informed choice of what estimators best suit their research questions. This paper is meant to find best model among few types of models such as panel data models and ordinary least squares (OLS) regression for Sabah construction industries. The best model will be chosen based on lowest Root Mean Square Errors (RMSE). The purpose of comparing between models is to find the most efficient model which will be useful for prediction. After analyzing the data using SAS software, it was found that two-way fixed effect panel data model provide the lowest RMSE for the Sabah construction industries.
format Conference or Workshop Item
author Fitrianto, Anwar
Kahal Musakkal, Nur Farhanah
spellingShingle Fitrianto, Anwar
Kahal Musakkal, Nur Farhanah
Panel data analysis for Sabah construction industries: choosing the best model
author_facet Fitrianto, Anwar
Kahal Musakkal, Nur Farhanah
author_sort Fitrianto, Anwar
title Panel data analysis for Sabah construction industries: choosing the best model
title_short Panel data analysis for Sabah construction industries: choosing the best model
title_full Panel data analysis for Sabah construction industries: choosing the best model
title_fullStr Panel data analysis for Sabah construction industries: choosing the best model
title_full_unstemmed Panel data analysis for Sabah construction industries: choosing the best model
title_sort panel data analysis for sabah construction industries: choosing the best model
publisher Elsevier BV
publishDate 2016
url http://psasir.upm.edu.my/id/eprint/53480/1/Panel%20data%20analysis%20for%20Sabah.pdf
http://psasir.upm.edu.my/id/eprint/53480/
http://www.sciencedirect.com/science/article/pii/S2212567116000307
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score 13.188404