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How Does the Knowledge Association of Online Travel Reviews Affect Tourism Purchase Behavior? An Empirical Study Based on Knowledge Network Perspective

Author

Listed:
  • Zhiping Hou

    (Guangzhou College of Technology and Business
    Guilin University of Technology)

  • Benyue Liu

    (Guilin University of Technology)

  • Shengyou Liu

    (Central South University)

  • Fangkun Liu

    (Guangzhou College of Technology and Business)

Abstract

Online travel reviews, as a pivotal form of user-generated content, have become essential for disseminating tourism information, aiding decision-making, and facilitating experience sharing. While existing research primarily focuses on the overall impact of reviews on tourism purchasing behaviors, there is a noticeable lack of detailed analysis regarding the influence of the embedded knowledge content and structural features within these reviews on consumer decisions. This study aims to bridge this gap by examining the impact of knowledge associations in online travel reviews on tourism purchasing behavior from the perspective of a knowledge network. Utilizing data from 314 tourism products sourced from a Chinese online travel agency (OTA) platform, this research constructs a knowledge network using Chinese word segmentation tools and semantic association analysis methods. It explores how knowledge association, knowledge heterogeneity, and knowledge cohesion influence purchasing behaviors. The findings indicate a U-shaped relationship between knowledge association, knowledge heterogeneity, and online tourism purchase behavior. Furthermore, knowledge heterogeneity serves as a mediator in the relationship between knowledge association and purchasing behavior, while knowledge cohesion acts as a moderator. This study enriches the understanding of the characteristics of knowledge networks and tourism consumer behavior, providing theoretical support for the study of tourism network marketing and consumer behavior.

Suggested Citation

  • Zhiping Hou & Benyue Liu & Shengyou Liu & Fangkun Liu, 2025. "How Does the Knowledge Association of Online Travel Reviews Affect Tourism Purchase Behavior? An Empirical Study Based on Knowledge Network Perspective," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 16(2), pages 8221-8248, June.
  • Handle: RePEc:spr:jknowl:v:16:y:2025:i:2:d:10.1007_s13132-024-02186-3
    DOI: 10.1007/s13132-024-02186-3
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    References listed on IDEAS

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    1. Richard F. J. Haans & Constant Pieters & Zi-Lin He, 2016. "Thinking about U: Theorizing and testing U- and inverted U-shaped relationships in strategy research," Strategic Management Journal, Wiley Blackwell, vol. 37(7), pages 1177-1195, July.
    2. Brennecke, Julia & Rank, Olaf, 2017. "The firm’s knowledge network and the transfer of advice among corporate inventors—A multilevel network study," Research Policy, Elsevier, vol. 46(4), pages 768-783.
    3. Hellen Ogutu & Gogo Fredrick Collins Adol & Zoltán Bujdosó & Benedek Andrea & Maria Fekete-Farkas & Lóránt Dénes Dávid, 2023. "Theoretical Nexus of Knowledge Management and Tourism Business Enterprise Competitiveness: An Integrated Overview," Sustainability, MDPI, vol. 15(3), pages 1-11, January.
    4. Luyun Xu & Jian Li & Xin Zhou, 2019. "Exploring new knowledge through research collaboration: the moderation of the global and local cohesion of knowledge networks," The Journal of Technology Transfer, Springer, vol. 44(3), pages 822-849, June.
    5. Resch, Christian & Kock, Alexander, 2021. "The influence of information depth and information breadth on brokers’ idea newness in online maker communities," Research Policy, Elsevier, vol. 50(8).
    6. Ray, Arghya & Bala, Pradip Kumar & Rana, Nripendra P., 2021. "Exploring the drivers of customers’ brand attitudes of online travel agency services: A text-mining based approach," Journal of Business Research, Elsevier, vol. 128(C), pages 391-404.
    7. Li, Chunxiao & Wang, Yuting & Lv, Xingyang & Li, Hui, 2021. "To buy or not to buy? The effect of time scarcity and travel experience on tourists' impulse buying," Annals of Tourism Research, Elsevier, vol. 86(C).
    8. Resch, Christian & Kock, Alexander, 2021. "The influence of information depth and information breadth on brokers' idea newness in online maker communities," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 130794, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
    9. Graf, Holger & Kalthaus, Martin, 2018. "International research networks: Determinants of country embeddedness," Research Policy, Elsevier, vol. 47(7), pages 1198-1214.
    10. Chang Wang & Shengyou Liu & Sai Zhu & Zhiping Hou, 2023. "Exploring the effect of the knowledge redundancy of online reviews on tourism consumer purchase behaviour: based on the knowledge network perspective," Current Issues in Tourism, Taylor & Francis Journals, vol. 26(22), pages 3595-3610, November.
    11. Natalia Vuori & Tomi Laamanen & Maurizio Zollo, 2023. "Capability Development in Infrequent Organizational Processes: Unveiling the Interplay of Heuristics and Causal Knowledge," Journal of Management Studies, Wiley Blackwell, vol. 60(5), pages 1341-1381, July.
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