TY - JOUR
T1 - Intellectual Structure of the Hospitality Literature Via Topic Modeling Analysis
AU - Koseoglu, Mehmet Ali
AU - Wong, Antony King Fung
AU - Kim, Seongseop
N1 - Funding Information:
The authors disclosed receipt of the following financial support for the research, authorship, and/or publication of this article: Supported by Hainan Provincial Philosophy and Social Science Project (HNSK(YB)22-25). Supported by the research fund of Chris Ryan’s Academician Workstation in Hainan Province.
Publisher Copyright:
© The Author(s) 2022.
PY - 2024/6
Y1 - 2024/6
N2 - The purpose of this research was to provide a comprehensive analysis of the hidden intellectual structure of hospitality research. This study combined Latent Dirichlet allocation (LDA) and text-net analysis (TNA) as the topic modeling approach for 7,931 articles with approximately 290,000 references in seven top-tier hospitality journals from 1960 to 2019. A total of 10 specific research topics were identified, with their probability timelines, in hospitality research. The results showed that hospitality research is focused on the empirical testing of relationships rather than theory building. A stakeholder research approach was identified, which includes the perspectives of management, employees, and customers. These findings contribute by revealing the hidden pattern of intellectual structures and research trends in hospitality research and overcoming the weaknesses of traditional co-citation analysis. Also, the study provides evidence of a shift from narrow to diverse research topics, thereby offering useful implications for hospitality practitioners.
AB - The purpose of this research was to provide a comprehensive analysis of the hidden intellectual structure of hospitality research. This study combined Latent Dirichlet allocation (LDA) and text-net analysis (TNA) as the topic modeling approach for 7,931 articles with approximately 290,000 references in seven top-tier hospitality journals from 1960 to 2019. A total of 10 specific research topics were identified, with their probability timelines, in hospitality research. The results showed that hospitality research is focused on the empirical testing of relationships rather than theory building. A stakeholder research approach was identified, which includes the perspectives of management, employees, and customers. These findings contribute by revealing the hidden pattern of intellectual structures and research trends in hospitality research and overcoming the weaknesses of traditional co-citation analysis. Also, the study provides evidence of a shift from narrow to diverse research topics, thereby offering useful implications for hospitality practitioners.
KW - hospitality
KW - intellectual
KW - knowledge
KW - text-net analysis
KW - theory
UR - http://www.scopus.com/inward/record.url?scp=85135875082&partnerID=8YFLogxK
U2 - 10.1177/10963480221118814
DO - 10.1177/10963480221118814
M3 - Journal article
AN - SCOPUS:85135875082
SN - 1096-3480
VL - 48
SP - 868
EP - 880
JO - Journal of Hospitality and Tourism Research
JF - Journal of Hospitality and Tourism Research
IS - 5
ER -