IDEAS home Printed from https://ideas.repec.org/a/gam/jftint/v13y2021i9p226-d625438.html
   My bibliography  Save this article

Improving RE-SWOT Analysis with Sentiment Classification: A Case Study of Travel Agencies

Author

Listed:
  • Shu-Fen Tu

    (Department of Information Management, Chinese Culture University, Taipei 11114, Taiwan)

  • Ching-Sheng Hsu

    (Department of Information Management, Ming Chuan University, Taoyuan 33300, Taiwan)

  • Yu-Tzu Lu

    (Department of Information Management, Ming Chuan University, Taoyuan 33300, Taiwan)

Abstract

Nowadays, many companies collect online user reviews to determine how users evaluate their products. Dalpiaz and Parente proposed the RE-SWOT method to automatically generate a SWOT matrix based on online user reviews. The SWOT matrix is an important basis for a company to perform competitive analysis; therefore, RE-SWOT is a very helpful tool for organizations. Dalpiaz and Parente calculated feature performance scores based on user reviews and ratings to generate the SWOT matrix. However, the authors did not propose a solution for situations when user ratings are not available. Unfortunately, it is not uncommon for forums to only have user reviews but no user ratings. In this paper, sentiment analysis is used to deal with the situation where user ratings are not available. We also use KKday, a start-up online travel agency in Taiwan as an example to demonstrate how to use the proposed method to build a SWOT matrix.

Suggested Citation

  • Shu-Fen Tu & Ching-Sheng Hsu & Yu-Tzu Lu, 2021. "Improving RE-SWOT Analysis with Sentiment Classification: A Case Study of Travel Agencies," Future Internet, MDPI, vol. 13(9), pages 1-17, August.
  • Handle: RePEc:gam:jftint:v:13:y:2021:i:9:p:226-:d:625438
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/1999-5903/13/9/226/pdf
    Download Restriction: no

    File URL: https://www.mdpi.com/1999-5903/13/9/226/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Kamran, Muhammad & Fazal, Muhammad Rayyan & Mudassar, Muhammad, 2020. "Towards empowerment of the renewable energy sector in Pakistan for sustainable energy evolution: SWOT analysis," Renewable Energy, Elsevier, vol. 146(C), pages 543-558.
    2. Akın Aksu & Kerem BAYAR, 2019. "Development of Health Tourism in Turkey: SWOT Analysis of Antalya Province," Journal of Tourism Management Research, Conscientia Beam, vol. 6(2), pages 134-154.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Kowalska-Pyzalska, Anna & Kott, Joanna & Kott, Marek, 2020. "Why Polish market of alternative fuel vehicles (AFVs) is the smallest in Europe? SWOT analysis of opportunities and threats," Renewable and Sustainable Energy Reviews, Elsevier, vol. 133(C).
    2. Wang, Yangyang & Liu, Yangyang & Xu, Zaifeng & Yin, Kexin & Zhou, Yaru & Zhang, Jifu & Cui, Peizhe & Ma, Shinan & Wang, Yinglong & Zhu, Zhaoyou, 2024. "A review on renewable energy-based chemical engineering design and optimization," Renewable and Sustainable Energy Reviews, Elsevier, vol. 189(PB).
    3. Emel Yontar & Onur Derse, 2023. "Evaluation of sustainable energy action plan strategies with a SWOT/TWOS-based AHP/ANP approach: a case study," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 25(6), pages 5691-5715, June.
    4. Syed Hammad Mian & Bashir Salah & Wadea Ameen & Khaja Moiduddin & Hisham Alkhalefah, 2020. "Adapting Universities for Sustainability Education in Industry 4.0: Channel of Challenges and Opportunities," Sustainability, MDPI, vol. 12(15), pages 1-33, July.
    5. Kaytez, Fazıl, 2022. "Evaluation of priority strategies for the expansion of installed wind power capacity in Turkey using a fuzzy analytic network process analysis," Renewable Energy, Elsevier, vol. 196(C), pages 1281-1293.
    6. Alessio Ilari & Ester Foppa Pedretti & Carmine De Francesco & Daniele Duca, 2021. "Pellet Production from Residual Biomass of Greenery Maintenance in a Small-Scale Company to Improve Sustainability," Resources, MDPI, vol. 10(12), pages 1-12, December.
    7. Natallya Levino & Madson Monte & Carlos Costa & Walter Lima Filho, 2022. "A Multi-Methodological Analysis of Jabuticaba’s Supply Chain in an Agricultural Cooperative Production," Logistics, MDPI, vol. 6(1), pages 1-14, January.
    8. Ridoan Karim & Firdaus Muhammad-Sukki & Mina Hemmati & Md Shah Newaz & Haroon Farooq & Mohd Nabil Muhtazaruddin & Muhammad Zulkipli & Jorge Alfredo Ardila-Rey, 2020. "RETRACTED: Paving towards Strategic Investment Decision: A SWOT Analysis of Renewable Energy in Bangladesh," Sustainability, MDPI, vol. 12(24), pages 1-30, December.
    9. Sebastian Goers & Fiona Rumohr & Sebastian Fendt & Louis Gosselin & Gilberto M. Jannuzzi & Rodolfo D. M. Gomes & Stella M. S. Sousa & Reshmi Wolvers, 2020. "The Role of Renewable Energy in Regional Energy Transitions: An Aggregate Qualitative Analysis for the Partner Regions Bavaria, Georgia, Québec, São Paulo, Shandong, Upper Austria, and Western Cape," Sustainability, MDPI, vol. 13(1), pages 1-30, December.
    10. Tzu-Chia Chen & Rustam Rashidov & Mark Treve & Ahmed B Mahdi & Ali Thaeer Hammid & Abduladheem Turki Jalil & Ali Shamel, 2023. "Cooling, heating and power system," International Journal of Low-Carbon Technologies, Oxford University Press, vol. 18, pages 1-12.
    11. Apostolos Tranoulidis & Rafaella-Eleni P. Sotiropoulou & Kostas Bithas & Efthimios Tagaris, 2022. "Decarbonization and Transition to the Post-Lignite Era: Analysis for a Sustainable Transition in the Region of Western Macedonia," Sustainability, MDPI, vol. 14(16), pages 1-16, August.
    12. Jamshid Ali Turi & Joanna Rosak-Szyrocka & Maryam Mansoor & Hira Asif & Ahad Nazir & Daniel Balsalobre-Lorente, 2022. "Assessing Wind Energy Projects Potential in Pakistan: Challenges and Way Forward," Energies, MDPI, vol. 15(23), pages 1-21, November.
    13. Rehman, Obaid ur & Ali, Yousaf & Sabir, Muhammad, 2022. "Risk assessment and mitigation for electric power sectors: A developing country's perspective," International Journal of Critical Infrastructure Protection, Elsevier, vol. 36(C).
    14. Nassef, Ahmed M. & Sayed, Enas T. & Rezk, Hegazy & Inayat, Abrar & Yousef, Bashria A.A. & Abdelkareem, Mohammad A. & Olabi, A.G., 2020. "Developing a fuzzy-model with particle swarm optimization-based for improving the conversion and gasification rate of palm kernel shell," Renewable Energy, Elsevier, vol. 166(C), pages 125-135.
    15. Khalid, Waqar & Özdeşer, Hüseyin & Jalil, Abdul, 2021. "An empirical analysis of inter-factor and inter-fuel substitution in the energy sector of Pakistan," Renewable Energy, Elsevier, vol. 177(C), pages 953-966.
    16. Natalia Iwaszczuk & Jacek Wolak & Aleksander Iwaszczuk, 2021. "Turkmenistan’s Gas Sector Development Scenarios Based on Econometric and SWOT Analysis," Energies, MDPI, vol. 14(10), pages 1-18, May.
    17. Marta Bottero & Chiara D’Alpaos & Alessia Marello, 2020. "An Application of the A’WOT Analysis for the Management of Cultural Heritage Assets: The Case of the Historical Farmhouses in the Aglié Castle (Turin)," Sustainability, MDPI, vol. 12(3), pages 1-17, February.
    18. Cuppari, Rosa Isabella & Branscomb, Allan & Graham, Maggie & Negash, Fikeremariam & Smith, Angelique Kidd & Proctor, Kyle & Rupp, David & Tilahun Ayalew, Abiyou & Getaneh Tilaye, Gizaw & Higgins, Chad, 2024. "Agrivoltaics: Synergies and trade-offs in achieving the sustainable development goals at the global and local scale," Applied Energy, Elsevier, vol. 362(C).
    19. Zulfiqar Ali Baloch & Qingmei Tan & Hafiz Waqas Kamran & Muhammad Atif Nawaz & Gadah Albashar & Javaria Hameed, 2022. "A multi-perspective assessment approach of renewable energy production: policy perspective analysis," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 24(2), pages 2164-2192, February.
    20. Vladimír Krepl & Husam I. Shaheen & Ghaeth Fandi & Luboš Smutka & Zdenek Muller & Josef Tlustý & Tarek Husein & Safwan Ghanem, 2020. "The Role of Renewable Energies in the Sustainable Development of Post-Crisis Electrical Power Sectors Reconstruction," Energies, MDPI, vol. 13(23), pages 1-31, November.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:gam:jftint:v:13:y:2021:i:9:p:226-:d:625438. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.