Digital transformation in tourism: bibliometric literature review based on machine learning approach. Issue 7 (27th March 2023)
- Record Type:
- Journal Article
- Title:
- Digital transformation in tourism: bibliometric literature review based on machine learning approach. Issue 7 (27th March 2023)
- Main Title:
- Digital transformation in tourism: bibliometric literature review based on machine learning approach
- Authors:
- Madzík, Peter
Falát, Lukáš
Copuš, Lukáš
Valeri, Marco - Abstract:
- Abstract : Purpose: This bibliometric study provides an overview of research related to digital transformation (DT) in the tourism industry from 2013 to 2022. The goals of the research are as follows: (1) to identify the development of academic papers related to DT in the tourism industry, (2) to analyze dominant research topics and the development of research interest and research impact over time and (3) to analyze the change in research topics during the pandemic. Design/methodology/approach: In this study, the authors processed 3, 683 papers retrieved from the Web of Science and Scopus. The authors performed different types of bibliometric analyses to identify the development of papers related to DT in the tourism industry. To reveal latent topics, the authors implemented topic modeling based on latent Dirichlet allocation with Gibbs sampling. Findings: The authors identified eight topics related to DT in the tourism industry: City and urban planning, Social media, Data analytics, Sustainable and economic development, Technology-based experience and interaction, Cultural heritage, Digital destination marketing and Smart tourism management. The authors also identified seven topics related to DT in the tourism industry during the Covid-19 pandemic; the largest ones are smart analytics, marketing strategies and sustainability. Originality/value: To identify research topics and their development over time, the authors applied a novel methodological approach – a smartAbstract : Purpose: This bibliometric study provides an overview of research related to digital transformation (DT) in the tourism industry from 2013 to 2022. The goals of the research are as follows: (1) to identify the development of academic papers related to DT in the tourism industry, (2) to analyze dominant research topics and the development of research interest and research impact over time and (3) to analyze the change in research topics during the pandemic. Design/methodology/approach: In this study, the authors processed 3, 683 papers retrieved from the Web of Science and Scopus. The authors performed different types of bibliometric analyses to identify the development of papers related to DT in the tourism industry. To reveal latent topics, the authors implemented topic modeling based on latent Dirichlet allocation with Gibbs sampling. Findings: The authors identified eight topics related to DT in the tourism industry: City and urban planning, Social media, Data analytics, Sustainable and economic development, Technology-based experience and interaction, Cultural heritage, Digital destination marketing and Smart tourism management. The authors also identified seven topics related to DT in the tourism industry during the Covid-19 pandemic; the largest ones are smart analytics, marketing strategies and sustainability. Originality/value: To identify research topics and their development over time, the authors applied a novel methodological approach – a smart literature review. This machine learning approach is able to analyze a huge amount of documents. At the same time, it can also identify topics that would remain unrevealed by a standard bibliometric analysis. … (more)
- Is Part Of:
- European journal of innovation management. Volume 26:Issue 7(2023)
- Journal:
- European journal of innovation management
- Issue:
- Volume 26:Issue 7(2023)
- Issue Display:
- Volume 26, Issue 7 (2023)
- Year:
- 2023
- Volume:
- 26
- Issue:
- 7
- Issue Sort Value:
- 2023-0026-0007-0000
- Page Start:
- 177
- Page End:
- 205
- Publication Date:
- 2023-03-27
- Subjects:
- Digital -- Digitization -- Digitalization -- Digital transformation -- Tourism -- Bibliometric -- Topic modeling -- Machine learning -- LDA -- Latent Dirichlet allocation -- Covid -- Pandemic
Technological innovations -- Periodicals
Technological innovations -- Europe -- Periodicals
Diffusion of innovations -- Periodicals
Research, Industrial -- Periodicals
658.4062 - Journal URLs:
- http://firstsearch.oclc.org ↗
http://www.emeraldinsight.com/1460-1060.htm ↗
http://www.emeraldinsight.com/journals.htm?issn=1460-1060 ↗
http://www.emeraldinsight.com/ ↗ - DOI:
- 10.1108/EJIM-09-2022-0531 ↗
- Languages:
- English
- ISSNs:
- 1460-1060
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 3829.730430
British Library DSC - BLDSS-3PM
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- 26806.xml