Comparative study of the Box-Jenkins and Holt-Winters model in forecasting tourist arrivals / Nur Shafiqah Jumery, Fatin Amira Ahmad Termizi and Nurul Atiqa Mulyadi

Tourism can be described as the activities of persons known as visitors. A visitor is referring to someone who makes a visit to a main destination outside their usual environment for less than a year for any main purpose which including holidays, leisure and recreation, business, health, education o...

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Main Authors: Jumery, Nur Shafiqah, Ahmad Termizi, Fatin Amira, Mulyadi, Nurul Atiqa
Format: Student Project
Language:English
Published: 2018
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Online Access:https://ir.uitm.edu.my/id/eprint/49497/1/49497.pdf
https://ir.uitm.edu.my/id/eprint/49497/
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spelling my.uitm.ir.494972021-08-18T02:13:14Z https://ir.uitm.edu.my/id/eprint/49497/ Comparative study of the Box-Jenkins and Holt-Winters model in forecasting tourist arrivals / Nur Shafiqah Jumery, Fatin Amira Ahmad Termizi and Nurul Atiqa Mulyadi Jumery, Nur Shafiqah Ahmad Termizi, Fatin Amira Mulyadi, Nurul Atiqa Mathematical statistics. Probabilities Data processing Time-series analysis Analytical methods used in the solution of physical problems Tourism can be described as the activities of persons known as visitors. A visitor is referring to someone who makes a visit to a main destination outside their usual environment for less than a year for any main purpose which including holidays, leisure and recreation, business, health, education or other purposes. Malaysia has many public holidays that causes number of tourist arrivals to Malaysia constantly changing every year. In addition, one of the sources of country's income contributed from the tourism sector. Thus, it is important to forecast the number of tourist arrivals. Hence, the forecasting beneficial for tourism agencies to improve their marketing techniques to attract more tourists to come to Malaysia. Furthermore, this paper is attempt to compare the accuracy of the techniques between Box Jenkins and Holt-Winters model. The sample data for this study were obtained from Tourism Malaysia Department, which consists of number of tourist arrivals against three countries which are Singapore, Korea and United Kingdom (UK) from year 2013 until year 2017. Microsoft Excel was used to examine the data for Holt-Winters meanwhile E-Views 7 was used to find the best Box Jenkins model. By comparing the value of Mean Square Error (MSE), Root Mean Square Error (RMSE), and Mean Absolute Percentage Error (MAPE), the findings of this study suggest that besides Box Jenkins, Holt-Winters model also suitable to be used in forecasting tourist arrivals. Hence, the Holt-Winters model are the appropriate model to forecast the tourist arrivals from United Kingdom (UK) and Korea. While, the SARIMA (1,1,1)(1,1,1)12 is the appropriate model for forecasting tourist arrivals from Singapore. Therefore, Holt-Winters and Box Jenkins model are suitable used to forecast and determine the future trend of tourist arrivals. Last but not least, it is crucial to make an improvement in the accuracy of forecasting techniques and any further research regarding the tourist arrivals forecasting would be encouraged. 2018 Student Project NonPeerReviewed text en https://ir.uitm.edu.my/id/eprint/49497/1/49497.pdf ID49497 Jumery, Nur Shafiqah and Ahmad Termizi, Fatin Amira and Mulyadi, Nurul Atiqa (2018) Comparative study of the Box-Jenkins and Holt-Winters model in forecasting tourist arrivals / Nur Shafiqah Jumery, Fatin Amira Ahmad Termizi and Nurul Atiqa Mulyadi. [Student Project] (Unpublished)
institution Universiti Teknologi Mara
building Tun Abdul Razak Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Teknologi Mara
content_source UiTM Institutional Repository
url_provider http://ir.uitm.edu.my/
language English
topic Mathematical statistics. Probabilities
Data processing
Time-series analysis
Analytical methods used in the solution of physical problems
spellingShingle Mathematical statistics. Probabilities
Data processing
Time-series analysis
Analytical methods used in the solution of physical problems
Jumery, Nur Shafiqah
Ahmad Termizi, Fatin Amira
Mulyadi, Nurul Atiqa
Comparative study of the Box-Jenkins and Holt-Winters model in forecasting tourist arrivals / Nur Shafiqah Jumery, Fatin Amira Ahmad Termizi and Nurul Atiqa Mulyadi
description Tourism can be described as the activities of persons known as visitors. A visitor is referring to someone who makes a visit to a main destination outside their usual environment for less than a year for any main purpose which including holidays, leisure and recreation, business, health, education or other purposes. Malaysia has many public holidays that causes number of tourist arrivals to Malaysia constantly changing every year. In addition, one of the sources of country's income contributed from the tourism sector. Thus, it is important to forecast the number of tourist arrivals. Hence, the forecasting beneficial for tourism agencies to improve their marketing techniques to attract more tourists to come to Malaysia. Furthermore, this paper is attempt to compare the accuracy of the techniques between Box Jenkins and Holt-Winters model. The sample data for this study were obtained from Tourism Malaysia Department, which consists of number of tourist arrivals against three countries which are Singapore, Korea and United Kingdom (UK) from year 2013 until year 2017. Microsoft Excel was used to examine the data for Holt-Winters meanwhile E-Views 7 was used to find the best Box Jenkins model. By comparing the value of Mean Square Error (MSE), Root Mean Square Error (RMSE), and Mean Absolute Percentage Error (MAPE), the findings of this study suggest that besides Box Jenkins, Holt-Winters model also suitable to be used in forecasting tourist arrivals. Hence, the Holt-Winters model are the appropriate model to forecast the tourist arrivals from United Kingdom (UK) and Korea. While, the SARIMA (1,1,1)(1,1,1)12 is the appropriate model for forecasting tourist arrivals from Singapore. Therefore, Holt-Winters and Box Jenkins model are suitable used to forecast and determine the future trend of tourist arrivals. Last but not least, it is crucial to make an improvement in the accuracy of forecasting techniques and any further research regarding the tourist arrivals forecasting would be encouraged.
format Student Project
author Jumery, Nur Shafiqah
Ahmad Termizi, Fatin Amira
Mulyadi, Nurul Atiqa
author_facet Jumery, Nur Shafiqah
Ahmad Termizi, Fatin Amira
Mulyadi, Nurul Atiqa
author_sort Jumery, Nur Shafiqah
title Comparative study of the Box-Jenkins and Holt-Winters model in forecasting tourist arrivals / Nur Shafiqah Jumery, Fatin Amira Ahmad Termizi and Nurul Atiqa Mulyadi
title_short Comparative study of the Box-Jenkins and Holt-Winters model in forecasting tourist arrivals / Nur Shafiqah Jumery, Fatin Amira Ahmad Termizi and Nurul Atiqa Mulyadi
title_full Comparative study of the Box-Jenkins and Holt-Winters model in forecasting tourist arrivals / Nur Shafiqah Jumery, Fatin Amira Ahmad Termizi and Nurul Atiqa Mulyadi
title_fullStr Comparative study of the Box-Jenkins and Holt-Winters model in forecasting tourist arrivals / Nur Shafiqah Jumery, Fatin Amira Ahmad Termizi and Nurul Atiqa Mulyadi
title_full_unstemmed Comparative study of the Box-Jenkins and Holt-Winters model in forecasting tourist arrivals / Nur Shafiqah Jumery, Fatin Amira Ahmad Termizi and Nurul Atiqa Mulyadi
title_sort comparative study of the box-jenkins and holt-winters model in forecasting tourist arrivals / nur shafiqah jumery, fatin amira ahmad termizi and nurul atiqa mulyadi
publishDate 2018
url https://ir.uitm.edu.my/id/eprint/49497/1/49497.pdf
https://ir.uitm.edu.my/id/eprint/49497/
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