Journal of Tourism Sciences 2023 KCI Impact Factor : 2.7
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pISSN : 1226-0533 / eISSN : 2713-6388
- https://journal.kci.go.kr/JTS
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A Study on the Awareness of Destination Image Using Social Network Analysis based on Big Data
- Journal of Tourism Sciences
- Abbr : JTS
- 2017, 41(8), pp.91-119
- DOI : 10.17086/JTS.2017.41.8.91.119
- Publisher : The Tourism Sciences Society Of Korea
- Research Area : Social Science > Tourism
한지연 1, Kim, Hong-bumm 1
1세종대학교
Excellent Accredited
ABSTRACT
This study aims to extract meaningful information through a social network analysis based on Big data in order to investigate if a tourist’s awareness of destination image favorably affects competitiveness of tourist destination. A web crawler was employed to gather online review data from 117 destinations and tourism products in Seoul, Korea using Tripadvisor. This web crawler is representative of the online travel community used throughout global tourism industry. Specifically, 23 image factors and 200 components composing two aspects of cognitive and affective images were derived using a system of text mining analysis. This study tried to identify and enhance destination competitiveness by investigating a tourist’s awareness in terms of their destination image. This was measured using indicators of network analysis that were degree centrality, closeness centrality, between centrality and eigenvector centrality. The following results were found: First) 7 image components help to create a positive image of tourist awareness in terms of destination image. Second) 14 image components feel psychologically close to tourists in terms of destination image. Third) 8 image components favorable influence and enhance the competitiveness of destination. Fourth) 11 image components have a greater impact greater than the others when tourists have a perceived destination image. Implications and suggestions are presented along with the findings of the study, which will contribute to the theoretical framework by suggesting a new perspective for measuring destination image based on Big data.
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[journal]
강한훈
/ 2010
/
Design and Implementation of Web Crawler Wrappers to Collect User Reviews on Shopping Mall with Various Hierarchical Tree Structure
/ 한국지능시스템학회 논문지
/ 한국지능시스템학회
20(3)
: 318~325
[web]
/ 2015
/ 빅데이터를 활용한 지방행정 (2) 부산 해운대구, SNS로 흐름을 읽다
/ 경남신문
/ http://www.knnews.co.kr/news/article-View.php?idxno=1153962
[journal]
김광영
/ 2011
/
Development of Web Crawler for Archiving Web Resources
/ 한국콘텐츠학회 논문지
/ 한국콘텐츠학회
11(9)
: 9~16
[journal]
김근형
/ 2009
/
Methodology for Applying Text Mining Techniques to Analyzing Online Customer Reviews for Market Segmentation
/ 한국콘텐츠학회 논문지
/ 한국콘텐츠학회
9(8)
: 272~284
[journal]
김민주
/ 2003
/ 관광지 이미지의 측정척도 개발에 관한 연구
/ 관광경영연구
19
: 93~114
[journal]
김병국
/ 2001
/ 관광지 이미지의 형성에 관한 연구: 인지적, 정서적 이미지를 중심으로
/ 관광학연구
25(1)
: 271~290
[journal]
김보경
/ 2015
/
Keywords Network Analysis of Temple Stay Using Big-Data
/ 관광학연구
/ 한국관광학회
39(5)
: 27~40
[book]
김용학
/ 2007
/ 사회연결망이론
/ 박영사
[journal]
김휴찬
/ 2014
/
Method for analysis of social data service design and implementation of Jeju tourism trends
/ e-비즈니스연구
/ 국제e-비즈니스학회
15(3)
: 173~193
[journal]
노정희
/ 2008
/
The Influence of Perceived Risks as a Tourism Destination and Destination Image on Intention to Visit South Korea
/ 관광레저연구
/ (사)한국관광레저학회
20(2)
: 169~188
[journal]
도해용
/ 2015
/
A Study of Korea, China and Japan Restaurant Brand Personality by Using Bigdata
/ 외식경영연구
/ 한국외식경영학회
18(6)
: 227~248
[journal]
박수완
/ 2004
/ 관광지이미지에 대한 정보원천과 관여수준의 역할에 관한 연구: 자율적 정보원천과 방문경험을 중심으로
/ 호텔관광연구
16
: 135~152
[journal]
서용건
/ 2004
/
The Effect of Korean Fever in Influcing the Image of Korea as a Prime Destination, and the Tourist Decision-Making Process
/ 관광학연구
/ 한국관광학회
28(3)
: 47~64
[book]
손동원
/ 2002
/ 사회 네트워크 분석
/ 경문사
[journal]
심영석
/ 2016
/
A Study of Destination Image and Measurement Using Text Mining
/ 관광학연구
/ 한국관광학회
40(7)
: 221~245
[journal]
오익근
/ 2015
/
A Study on Awareness of Korea Tourism through Big Data Analysis
/ 관광학연구
/ 한국관광학회
39(10)
: 107~126
[journal]
왕명명
/ 2011
/
The Effect of Visual Media’s Contact on Destination Image and Intention of Visit: Focusing on the Potential Tourists from China to Korea
/ 관광연구저널
/ 한국관광연구학회
25(1)
: 129~142
[journal]
이영진
/ 2014
/
A Study on Utilizing SNS Big Data in the Tourism Studies : Based on an Analysis of Key Words for Tourism Information Search
/ 관광연구저널
/ 한국관광연구학회
28(3)
: 5~14
[journal]
이태원
/ 2015
/
Terms Based Sentiment Classification for Online Review Using Support Vector Machine
/ Information Systems Review
/ 한국경영정보학회
17(1)
: 49~64
[journal]
이학인
/ 2016
/
The Effect of Information sources of Tourism Destination on Tourism Destination Images : Focus on ANCOVA with Cost Fairness and Tourism Experience
/ 인터넷전자상거래연구
/ 한국인터넷전자상거래학회
16(1)
: 179~194
[journal]
임정우
/ 2013
/
The Relationship among Korea's National Image, Emotional & Cognitive Image as Tourist Destination, and Medical Tourism Image
/ 관광연구
/ 대한관광경영학회
28(3)
: 231~250
[journal]
조명환
/ 2009
/
A Study on The Destination Image Formation Factors
/ 관광레저연구
/ (사)한국관광레저학회
21(4)
: 109~127
[journal]
조완섭
/ 2015
/
Implementation of smart chungbuk tourism based on SNS data analysis
/ 한국데이터정보과학회지
/ 한국데이터정보과학회
26(2)
: 409~418
[journal]
채예병
/ 2007
/
An Empirical Study on Choice in Tourism According to the Image of Ganghwa-do
/ 관광학연구
/ 한국관광학회
31(6)
: 353~369
[journal]
한진성
/ 2016
/
Activation Strategies of the 20th BIFF using Social Big Data Text Mining Analysis
/ 관광학연구
/ 한국관광학회
40(1)
: 133~145
[journal]
현용호
/ 2007
/
Identification of Cognitive Image Constructs and the Structural Relationship between Destination Image Formation and Destination Loyalty: A Case of Jeju
/ 관광레저연구
/ (사)한국관광레저학회
19(4)
: 227~247
[journal]
Baloglu, S
/ 1997
/ Affective images of tourism destinations
/ Journal of Travel Research
35(4)
: 11~15
[journal]
Baloglu, S
/ 1999
/ A model of destination image formation
/ Annals of Tourism Research
26(4)
: 868~897
[journal]
Beerli, A
/ 2004
/ Factors influencing destination image
/ Annals of Tourism Research
31(3)
: 657~681
[journal]
Bigne, J
/ 2001
/ Tourism image, evaluation variables and after purchase behaviour : Interrelationship
/ Tourism Management
22(6)
: 607~616
[confproc]
Bjørkelund, E
/ 2012
/ A study of opinion mining and visualization of hotel reviews
/ In Proceedings of the 14th International Conference on Information Integration and Web-based Applications & Services
/ ACM
: 229~238
[journal]
Bonacich, P
/ 1987
/ Power and centrality : A family of measures
/ American Journal of Sociology
92(5)
: 1170~1182
[journal]
Bonacich, P
/ 2007
/ Some unique properties of eigenvector centrality
/ Social Networks
29(4)
: 555~564
[journal]
Buhalis, D
/ 2008
/ Progress in information technology and tourism management : 20 years on and 10 years after the Internet—The state of eTourism research
/ Tourism Management
29(4)
: 609~623
[journal]
Buhalis, D
/ 2000
/ Destination management systems : Criteria for success–an exploratory research
/ Information Technology & Tourism
3(1)
: 41~58
[journal]
Chen, J
/ 2002
/ Market positioning analysis : A hybrid approach
/ Annals of Tourism Research
29(4)
: 987~1003
[journal]
Choi, S
/ 2007
/ Destination image representation on the web : Content analysis of Macao travel related websites
/ Tourism Management
28(1)
: 118~129
[journal]
Crouch, G
/ 2011
/ Destination competitiveness : An analysis of determinant attributes
/ Journal of Travel Research
50(1)
: 27~45
[journal]
Dickinger, A
/ 2011
/ The trustworthiness of online channels for experience-and goal-directed search tasks
/ Journal of Travel Research
50(4)
: 378~391
[journal]
Dickinger, A
/ 2011
/ Extracting destination representation and competitiveness from online content
/ Information Technology & Tourism
13(4)
: 327~339
[journal]
Dickinger, A
/ 2011
/ Comparing online destination image with conventional image measurement-The case of Tallinn
/ Information and Communication Technologies in Tourism 2011
: 165~177
[journal]
Dwyer, L
/ 2016
/ Achieving destination competitiveness : An importance–performance analysis of Serbia
/ Current Issues in Tourism
19(13)
: 1309~1336
[journal]
Enright, M
/ 2004
/ Tourism destination competitiveness : A quantitative approach
/ Tourism Management
25(6)
: 777~788
[journal]
Freeman, L
/ 1979
/ Centrality in social networks : Conceptual classification
/ Social Networks
1
: 215~239
[book]
Galaskiewicz, J
/ 1994
/ Sage Focus Editions
/ Sage Publications
: 171~
[journal]
Gallarza, M
/ 2002
/ Destination image : Towards a conceptual framework
/ Annals of Tourism Research
29(1)
: 56~78
[journal]
Gartner, W
/ 1994
/ Image formation process
/ Journal of Travel & Tourism Marketing
2(2-3)
: 191~216
[journal]
Gomezelj, D
/ 2008
/ Destination competitiveness : Applying different models, the case of Slovenia
/ Tourism Management
29(2)
: 294~307
[book]
Gretzel, U
/ 2007
/ Laboratory for Intelligent Systems in Tourism
/ Texas A&M University
[book]
Hanneman, R
/ 2005
/ Introduction to social network methods
/ University of California
[journal]
Jeng, C
/ 2017
/ Importance–performance analysis as a strategic tool for tourism marketers : The case of Taiwan’s destination image
/ Tourism and Hospitality Research
17(2)
: 1~14
[journal]
Jeong, M
/ 2008
/ Customer reviews of hotel experiences through consumer generated media(CGM)
/ Journal of Hospitality & Leisure Marketing
17(1-2)
: 121~138
[confproc]
Kang, H
/ 2009
/ Modeling web crawler wrappers to collect user reviews on shopping mall with various hierarchical tree structure
/ Proceeding of the WISM 2009 International Conference
/ Web Information Systems and Mining
: 69~73
[journal]
Kim, H
/ 2003
/ Motion picture impacts on destination images
/ Annals of Tourism Research
30(1)
: 216~237
[journal]
Kim, Y
/ 2011
/ Structural investigation of supply networks : A social network approach
/ Journal of Operations Management
29(3)
: 194~211
[book]
Knoke, D
/ 1983
/ Applied network analysis
/ Sage
[book]
Knoke, D
/ 2008
/ Social network analysis
/ Sage
[journal]
Költringer, C
/ 2015
/ Analyzing destination branding and image from online sources : A web content mining approach
/ Journal of Business Research
68(9)
: 1836~1843
[journal]
Konecnik, M
/ 2002
/ The image as a possible source of competitive advantage of the destination: The case of Slovenia
/ Tourism Review
57(1/2)
: 6~12
[journal]
Lee, H
/ 2011
/ Helpful reviewers in TripAdvisor : An online travel community
/ Journal of Travel &Tourism Marketing
28(7)
: 675~688
[journal]
Lee, M
/ 2011
/ Service failures and recovery actions in the hotel industry : A text-mining approach
/ Journal of Vacation Marketing
17(3)
: 197~207
[journal]
Lee, Y
/ 2009
/ Family restaurant brand personality and its impact on customer's emotion, satisfaction, and brand loyalty
/ Journal of Hospitality &Tourism Research
33(3)
: 305~328
[book]
Lewis, R
/ 2000
/ Marketing leadership in hospitality, foundations and practices
/ Wiley
[journal]
Li, H
/ 2013
/ Determinants of customer satisfaction in the hotel industry : An application of online review analysis
/ Asia Pacific Journal of Tourism Research
18(7)
: 784~802
[journal]
Liu, X
/ 2015
/ Can response management benefit hotels? Evidence from Hong Kong hotels
/ Journal of Travel & Tourism Marketing
32(8)
: 1069~1080
[journal]
Mak, A
/ 2017
/ Online destination image : Comparing national tourism organisation's and tourists' perspectives
/ Tourism Management
60
: 280~297
[journal]
Martín, H
/ 2008
/ Exploring the cognitive-affective nature of destination image and the role of psychological factors in its formation
/ Tourism Management
29(2)
: 263~277
[journal]
O’Leary, S
/ 2005
/ Ireland’s image as a tourism destination in France : Attribute importance and performance
/ Journal of Travel Research
43(3)
: 247~256
[journal]
Pan, B
/ 2017
/ Forecasting destination weekly hotel occupancy with big data
/ Journal of Travel Research
56(7)
: 957~970
[journal]
Pike, S
/ 2016
/ Destination image : Identifying baseline perceptions of Brazil, Argentina and Chile in the nascent Australian long haul travel market
/ Journal of Destination Marketing & Management
5(2)
: 164~170
[journal]
Pike, S
/ 2004
/ Destination positioning analysis through a comparison of cognitive, affective, and conative perceptions
/ Journal of Travel Research
42(4)
: 333~342
[book]
Prell, C
/ 2012
/ Social network analysis : History, theory and methodology
/ Sage
[journal]
Rezende-Parker, A
/ 2003
/ Dazed and confused? An exploratory study of the image of Brazil as a travel destination
/ Journal of Vacation Marketing
9(3)
: 243~259
[journal]
Russell, J
/ 1981
/ Affective quality attributed to environments : A factor analytic study
/ Environment and Behavior
13(3)
: 259~288
[journal]
Salton, G
/ 1988
/ Term-weighting approaches in automatic text retrieval
/ Information Processing & Management
24(5)
: 513~523
[journal]
Schuckert, M
/ 2015
/ Hospitality and tourism online reviews : Recent trends and future directions
/ Journal of Travel & Tourism Marketing
32(5)
: 608~621
[book]
Scott, J
/ 2000
/ Social network analysis
/ Sage
[journal]
Shih, H
/ 2006
/ Network characteristics of drive tourism destinations : An application of network analysis in tourism
/ Tourism Management
27(5)
: 1029~1039
[journal]
Stepchenkova, S
/ 2006
/ The destination image of Russia : From the online induced perspective
/ Tourism Management
27(5)
: 943~956
[journal]
Stepchenkova, S
/ 2009
/ Facilitating content analysis in tourism research
/ Journal of Travel Research
47(4)
: 454~469
[book]
Stokowski, P
/ 1994
/ Leisure in society : a network structural perspective
/ Mansell Publishing
[journal]
Stylidis, D
/ 2017
/ Testing an integrated destination image model across residents and tourists
/ Tourism Management
58
: 184~195
[journal]
Tapachai, N
/ 2000
/ An examination of the role of beneficial image in tourist destination selection
/ Journal of Travel Research
39(1)
: 37~44
[confproc]
Wang, Y
/ 2013
/ Quantifying reviewer credibility in online tourism
/ In Proceeding of International Conference on Database and Expert Systems Applications
/ Springer Berlin Heidelberg
: 381~395
[journal]
Yang, X
/ 2015
/ Forecasting Chinese tourist volume with search engine data
/ Tourism Management
46
: 386~397
[journal]
Ye, Q
/ 2009
/ Sentiment classification of online reviews to travel destinations by supervised machine learning approaches
/ Expert Systems with Applications
36(3)
: 6527~6535
[journal]
Zhang, L
/ 2017
/ Development pattern, classification and evaluation of the tourism academic community in China in the last ten years : From the perspective of big data of articles of tourism academic journals
/ Tourism Management
28(10)
: 114~125
This paper was written with support from the National Research Foundation of Korea.