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317565

Evaluation of Statistical Machine Learning Methods and Service Design Techniques Applications in Hotel Industry

Article

Last updated: 24 Dec 2024

Subjects

-

Tags

Business economics

Abstract

Business process management (BPM) is an essential discipline for any organization hoping to find creative answers to challenging business issues and provide fresh chances for progress and competitive advantage. Using service design techniques and statistical methods (SMs) as supporting tools for BPM initiatives in hotel industry is not always expressed in management literature and their mutual relations with quality management objectives are not provided, which implies difficulties when to put the notion of service process into practice. The study aims to integrate statistical methods (SMs) in BPM initiatives deployed in hotels and providing insights on the relevant statistical techniques of improving decisions-making process and how these reasons mutually relate to quality management practices in hotels. Through a comprehensive qualitative and quantitative study that included in-depth semi-structured interviews with five-star hotel managers in Egypt, the authors have attempted to investigate this understudied topic. The study concluded that the level of coverage of BPM core areas is low in hotel industry and there is a need to support BPM approach with appropriate tools and techniques, especially statistical methods that are necessary to better manage service quality and performance of operation processes. 

DOI

10.21608/jaauth.2023.225321.1489

Keywords

BPM, Statistical Machine Learning, decision-making, service design, Hotel Industry

Authors

First Name

Batta

Last Name

Allam

MiddleName

Rabie

Affiliation

Minia University/ Faculty of Tourism and Hotels/ Hotel Management Department

Email

batta.allam@mu.edu.eg

City

El-Minia

Orcid

0000-0002-8856-2256

First Name

Mohamed

Last Name

Bahy El-Din

MiddleName

Hany

Affiliation

Hotel Management Department, / Faculty of Tourism and Hotels/ Helwan University

Email

drhanymoussa@yahoo.com

City

Cairo

Orcid

0000-0002-8486-5380

First Name

Mohammed

Last Name

Sayed

MiddleName

Saber

Affiliation

Hotel Management, Faculty of Tourism, Helwan University

Email

mohammed.saber140@yahoo.com

City

Cairo

Orcid

0000-0001-5711-0911

Volume

25

Article Issue

1

Related Issue

43321

Issue Date

2023-12-01

Receive Date

2023-07-26

Publish Date

2023-12-01

Page Start

38

Page End

67

Print ISSN

1687-1863

Online ISSN

2682-4612

Link

https://jaauth.journals.ekb.eg/article_317565.html

Detail API

https://jaauth.journals.ekb.eg/service?article_code=317565

Order

317,565

Type

Original Article

Type Code

997

Publication Type

Journal

Publication Title

Journal of Association of Arab Universities for Tourism and Hospitality

Publication Link

https://jaauth.journals.ekb.eg/

MainTitle

Evaluation of Statistical Machine Learning Methods and Service Design Techniques Applications in Hotel Industry

Details

Type

Article

Created At

24 Dec 2024