IDEAS home Printed from https://ideas.repec.org/a/eee/joreco/v71y2023ics0969698922003034.html
   My bibliography  Save this article

Development of methodology for classification of user experience (UX) in online customer review

Author

Listed:
  • Son, Youngdoo
  • Kim, Wonjoon

Abstract

In e-commerce, customer feedback has become an essential source of insight into a product or service's user experience (UX). The study of UX helps to integrate customers' potential needs into the product's design. Because customer reviews in e-commerce are not structured and categorized, it is necessary to analyze UX based on customer opinions systematically. This study tries to structure UX in a product's positive/negative context through a neural network-based self-organizing map (SOM). As a result of analyzing 10,482 reviews on wireless earbuds in BestBuy, an electronic product e-commerce platform, it was confirmed that it is a suitable method for categorizing user experiences between reviews and deriving important factors. In particular, the difference in core UX elements by positive/negative context of the product was verified based on the star rating. The results of this study are expected to contribute to product improvement and business improvement that reflect customer needs by companies or designers who design products for end-users.

Suggested Citation

  • Son, Youngdoo & Kim, Wonjoon, 2023. "Development of methodology for classification of user experience (UX) in online customer review," Journal of Retailing and Consumer Services, Elsevier, vol. 71(C).
  • Handle: RePEc:eee:joreco:v:71:y:2023:i:c:s0969698922003034
    DOI: 10.1016/j.jretconser.2022.103210
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0969698922003034
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.jretconser.2022.103210?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Yoon, Sang-Hyeak & Park, Ga-Yun & Kim, Hee-Woong, 2022. "Unraveling the relationship between the dimensions of user experience and user satisfaction: A smart speaker case," Technology in Society, Elsevier, vol. 71(C).
    2. Hyun-Jeong Ban & Hayeon Choi & Eun-Kyong Choi & Sanghyeop Lee & Hak-Seon Kim, 2019. "Investigating Key Attributes in Experience and Satisfaction of Hotel Customer Using Online Review Data," Sustainability, MDPI, vol. 11(23), pages 1-13, November.
    3. Malaika Brengman & Farhod P. Karimov, 2012. "The effect of web communities on consumers' initial trust in B2C e‐commerce websites," Management Research Review, Emerald Group Publishing Limited, vol. 35(9), pages 791-817, August.
    4. Oliver Michler & Reinhold Decker & Christian Stummer, 2020. "To trust or not to trust smart consumer products: a literature review of trust-building factors," Management Review Quarterly, Springer, vol. 70(3), pages 391-420, August.
    5. Duarte, Paulo & Costa e Silva, Susana & Ferreira, Margarida Bernardo, 2018. "How convenient is it? Delivering online shopping convenience to enhance customer satisfaction and encourage e-WOM," Journal of Retailing and Consumer Services, Elsevier, vol. 44(C), pages 161-169.
    6. Gibson, Samantha & Hsu, Maxwell K. & Zhou, Xing, 2022. "Convenience stores in the digital age: A focus on the customer experience and revisit intentions," Journal of Retailing and Consumer Services, Elsevier, vol. 68(C).
    7. Md. Nawab Yousuf Ali & Md. Golam Sarowar & Md. Lizur Rahman & Jyotismita Chaki & Nilanjan Dey & João Manuel R.S. Tavares, 2019. "Adam Deep Learning With SOM for Human Sentiment Classification," International Journal of Ambient Computing and Intelligence (IJACI), IGI Global, vol. 10(3), pages 92-116, July.
    8. Ahmad, Wasim & Kim, Woo Gon & Choi, Hyung-Min & Haq, Junaid Ul, 2021. "Modeling behavioral intention to use travel reservation apps: A cross-cultural examination between US and China," Journal of Retailing and Consumer Services, Elsevier, vol. 63(C).
    9. Gebauer, Heiko & Fleisch, Elgar & Lamprecht, Claudio & Wortmann, Felix, 2020. "Growth paths for overcoming the digitalization paradox," Business Horizons, Elsevier, vol. 63(3), pages 313-323.
    10. Gupta, Pranjal & Harris, Judy, 2010. "How e-WOM recommendations influence product consideration and quality of choice: A motivation to process information perspective," Journal of Business Research, Elsevier, vol. 63(9-10), pages 1041-1049, September.
    11. Steven D. Levitt & John A. List, 2007. "What Do Laboratory Experiments Measuring Social Preferences Reveal About the Real World?," Journal of Economic Perspectives, American Economic Association, vol. 21(2), pages 153-174, Spring.
    12. Griva, Anastasia, 2022. "“I can get no e-satisfaction†. What analytics say? Evidence using satisfaction data from e-commerce," Journal of Retailing and Consumer Services, Elsevier, vol. 66(C).
    13. Hwang, Syjung & Kim, Jina & Park, Eunil & Kwon, Sang Jib, 2020. "Who will be your next customer: A machine learning approach to customer return visits in airline services," Journal of Business Research, Elsevier, vol. 121(C), pages 121-126.
    14. Luo, Qiuju & Zhong, Dixi, 2015. "Using social network analysis to explain communication characteristics of travel-related electronic word-of-mouth on social networking sites," Tourism Management, Elsevier, vol. 46(C), pages 274-282.
    15. Khan, Imran & Hollebeek, Linda D. & Fatma, Mobin & Islam, Jamid Ul & Riivits-Arkonsuo, Iivi, 2020. "Customer experience and commitment in retailing: Does customer age matter?," Journal of Retailing and Consumer Services, Elsevier, vol. 57(C).
    16. Konuk, Faruk Anıl, 2018. "The role of store image, perceived quality, trust and perceived value in predicting consumers’ purchase intentions towards organic private label food," Journal of Retailing and Consumer Services, Elsevier, vol. 43(C), pages 304-310.
    17. Singh, Neeraj & Kumar, Niraj & Kapoor, Sanjeev, 2022. "Consumer multihoming predisposition on food platforms: Does gender matter?," Journal of Retailing and Consumer Services, Elsevier, vol. 67(C).
    18. Yang, Bai & Liu, Ying & Liang, Yan & Tang, Min, 2019. "Exploiting user experience from online customer reviews for product design," International Journal of Information Management, Elsevier, vol. 46(C), pages 173-186.
    19. Baier, Daniel & Stüber, Eva, 2010. "Acceptance of recommendations to buy in online retailing," Journal of Retailing and Consumer Services, Elsevier, vol. 17(3), pages 173-180.
    20. Keith S. Coulter & Malaika Brengman & Farhod P. Karimov, 2012. "The effect of web communities on consumers' initial trust in B2C e‐commerce websites," Management Research Review, Emerald Group Publishing Limited, vol. 35(9), pages 791-817, August.
    21. Cheung, Man Lai & Pires, Guilherme D. & Rosenberger, Philip J. & Leung, Wilson K.S. & Salehhuddin Sharipudin, Mohamad-Noor, 2021. "The role of consumer-consumer interaction and consumer-brand interaction in driving consumer-brand engagement and behavioral intentions," Journal of Retailing and Consumer Services, Elsevier, vol. 61(C).
    22. Chiuhsiang Joe Lin & Lai-Yu Cheng, 2017. "Product attributes and user experience design: how to convey product information through user-centered service," Journal of Intelligent Manufacturing, Springer, vol. 28(7), pages 1743-1754, October.
    23. Rudkowski, Janice & Heney, Chelsea & Yu, Hong & Sedlezky, Sean & Gunn, Frances, 2020. "Here Today, Gone Tomorrow? Mapping and modeling the pop-up retail customer journey," Journal of Retailing and Consumer Services, Elsevier, vol. 54(C).
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Wu, Pei-Ju, 2024. "The vulnerability and resilience of service quality management in food supply chains: Lessons from unstructured data on food-safety cases," Journal of Retailing and Consumer Services, Elsevier, vol. 80(C).
    2. Nilashi, Mehrbakhsh & Abumalloh, Rabab Ali & Samad, Sarminah & Alrizq, Mesfer & Alyami, Sultan & Alghamdi, Abdullah, 2023. "Analysis of customers' satisfaction with baby products: The moderating role of brand image," Journal of Retailing and Consumer Services, Elsevier, vol. 73(C).
    3. Zhao, Lu & Zhang, Mingli & Tu, Jianbo & Li, Jialing & Zhang, Yan, 2023. "Can users embed their user experience in user-generated images? Evidence from JD.com," Journal of Retailing and Consumer Services, Elsevier, vol. 74(C).

    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. Phan, Tien-Thao Cong & Dang, Tri-Quan & Nguyen, Luan-Thanh, 2023. "Consumer trust in social network sites in Vietnam: PLS-SEM-ANN analysis," EconStor Conference Papers 278766, ZBW - Leibniz Information Centre for Economics.
    2. Kim, Woo Bin & Xie, Jiali & Choo, Ho Jung, 2023. "Role of perceived benefits of online shopping festival in vietnam: Differences between millennials and generation Z," Journal of Retailing and Consumer Services, Elsevier, vol. 75(C).
    3. Wang, Ping & Li, Kunyang & Du, Qinglong & Wang, Jianqiong, 2024. "Customer experience in AI-enabled products: Scale development and validation," Journal of Retailing and Consumer Services, Elsevier, vol. 76(C).
    4. Esmeli, Ramazan & Bader-El-Den, Mohamed & Abdullahi, Hassana, 2022. "An analyses of the effect of using contextual and loyalty features on early purchase prediction of shoppers in e-commerce domain," Journal of Business Research, Elsevier, vol. 147(C), pages 420-434.
    5. Tuğba Koç & Fatih Çevik, 2022. "Building Trust in E-Commerce: A Practical Trust Guide for Evaluation," Alphanumeric Journal, Bahadir Fatih Yildirim, vol. 10(2), pages 167-184, December.
    6. Moliner-Tena, Miguel A. & Monferrer-Tirado, Diego & Estrada-Guillen, Marta & Vidal-Meliá, Lidia, 2023. "Memorable customer experiences and autobiographical memories: From service experience to word of mouth," Journal of Retailing and Consumer Services, Elsevier, vol. 72(C).
    7. Hoskins, Jake D., 2020. "The evolving role of hit and niche products in brick-and-mortar retail category assortment planning: A large-scale empirical investigation of U.S. consumer packaged goods," Journal of Retailing and Consumer Services, Elsevier, vol. 57(C).
    8. Ruomeng Cui & Dennis J. Zhang & Achal Bassamboo, 2019. "Learning from Inventory Availability Information: Evidence from Field Experiments on Amazon," Management Science, INFORMS, vol. 65(3), pages 1216-1235, March.
    9. Chavez, Daniel E. & Palma, Marco A. & Nayga, Rodolfo M. & Mjelde, James W., 2020. "Product availability in discrete choice experiments with private goods," Journal of choice modelling, Elsevier, vol. 36(C).
    10. Lechthaler, Wolfgang & Ring, Patrick, 2021. "Labor force participation, job search effort and unemployment insurance in the laboratory," Journal of Economic Behavior & Organization, Elsevier, vol. 189(C), pages 748-778.
    11. Emin Karagözoğlu & Elif Tosun, 2022. "Endogenous Game Choice and Giving Behavior in Distribution Games," Games, MDPI, vol. 13(6), pages 1-32, November.
    12. Lacetera, Nicola & Macis, Mario, 2008. "Motivating Altruism: A Field Study," IZA Discussion Papers 3770, Institute of Labor Economics (IZA).
    13. Alpízar, Francisco & Martinsson, Peter, 2010. "Don’t Tell Me What to Do, Tell Me Who to Follow! - Field Experiment Evidence on Voluntary Donations," Working Papers in Economics 452, University of Gothenburg, Department of Economics.
    14. Lackner, Mario & Sonnabend, Hendrik, 2021. "Coping with advantageous inequity—Field evidence from professional penalty kicking," Journal of Behavioral and Experimental Economics (formerly The Journal of Socio-Economics), Elsevier, vol. 91(C).
    15. Jebarajakirthy, Charles & Shankar, Amit, 2021. "Impact of online convenience on mobile banking adoption intention: A moderated mediation approach," Journal of Retailing and Consumer Services, Elsevier, vol. 58(C).
    16. Ivan Hilliard, 2013. "Responsible Management, Incentive Systems, and Productivity," Journal of Business Ethics, Springer, vol. 118(2), pages 365-377, December.
    17. Gilles Grolleau & Murat C. Mungan & Naoufel Mzoughi, 2024. "Punishment menus and their deterrent effects: an exploratory analysis," European Journal of Law and Economics, Springer, vol. 58(1), pages 1-19, August.
    18. Aycinena, Diego & Bogliacino, Francesco & Kimbrough, Erik O., 2024. "Measuring norms: Assessing the threat of social desirability bias to the Bicchieri and Xiao elicitation method," Journal of Economic Behavior & Organization, Elsevier, vol. 222(C), pages 225-239.
    19. John A. List, 2024. "Optimally generate policy-based evidence before scaling," Nature, Nature, vol. 626(7999), pages 491-499, February.
    20. Omar Al-Ubaydli & John A. List, 2019. "How natural field experiments have enhanced our understanding of unemployment," Nature Human Behaviour, Nature, vol. 3(1), pages 33-39, January.

    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:eee:joreco:v:71:y:2023:i:c:s0969698922003034. 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: Catherine Liu (email available below). General contact details of provider: https://www.journals.elsevier.com/journal-of-retailing-and-consumer-services .

    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.