IDEAS home Printed from https://ideas.repec.org/a/eee/tefoso/v171y2021ics0040162521003723.html
   My bibliography  Save this article

News and user characteristics used by personalized algorithms: The case of Korea's news aggregators, Naver News and Kakao News

Author

Listed:
  • Kwak, Kyu Tae
  • Lee, Seung Yeop
  • Lee, Sang Woo

Abstract

Digital intermediaries, such as search engines and news aggregators, have recently implemented personalized algorithms as a method for recommending news articles to their users. This study is focused on Korea's representative news aggregators, Naver News and Kakao News, to discern differences between news characteristics when personalized algorithms are applied and when they are not, and analyze which user characteristics have an effect on the news articles recommended by personalized algorithms. The results are as follows. There was a difference in the topics of news articles selected when personalized algorithms were applied and when they were not, with articles selected by algorithms displaying a greater diversity of news sources. News articles selected by personalized algorithms included fewer articles with sizeable audience feedback, press endorsements, and recency. When selecting news articles, personalized algorithms were shown to be affected not only by the demographic characteristics of users but also by their political orientation and level of news consumption. In particular, users who consumed less news or had politically conservative tendencies were provided with news articles that were differentiated from the news articles of users who did not use personalized algorithms.

Suggested Citation

  • Kwak, Kyu Tae & Lee, Seung Yeop & Lee, Sang Woo, 2021. "News and user characteristics used by personalized algorithms: The case of Korea's news aggregators, Naver News and Kakao News," Technological Forecasting and Social Change, Elsevier, vol. 171(C).
  • Handle: RePEc:eee:tefoso:v:171:y:2021:i:c:s0040162521003723
    DOI: 10.1016/j.techfore.2021.120940
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0040162521003723
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.techfore.2021.120940?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. Tien T. Nguyen & F. Maxwell Harper & Loren Terveen & Joseph A. Konstan, 2018. "User Personality and User Satisfaction with Recommender Systems," Information Systems Frontiers, Springer, vol. 20(6), pages 1173-1189, December.
    2. Kyu Tae Kwak & Seong Choul Hong & Sang Woo Lee, 2018. "An Analysis of a Repetitive News Display Phenomenon in the Digital News Ecosystem," Sustainability, MDPI, vol. 10(12), pages 1-16, December.
    3. Wonchan Choi & Besiki Stvilia, 2015. "Web credibility assessment: Conceptualization, operationalization, variability, and models," Journal of the Association for Information Science & Technology, Association for Information Science & Technology, vol. 66(12), pages 2399-2414, December.
    4. Chang, Yu-Ting & Yu, Hueiju & Lu, Hsi-Peng, 2015. "Persuasive messages, popularity cohesion, and message diffusion in social media marketing," Journal of Business Research, Elsevier, vol. 68(4), pages 777-782.
    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. Betty Purwandari & Latifatul Khairiyah & Mardiana Purwaningsih & Achmad Nizar Hidayanto & Nur Fitriah Ayuning Budi & Kongkiti Phusavat, 2023. "Why do people donate online? A perspective from dual credibility transfer," International Review on Public and Nonprofit Marketing, Springer;International Association of Public and Non-Profit Marketing, vol. 20(2), pages 393-425, June.
    2. Jingjing Wu & Yiwei Chen & Lin Hu & Anxin Xu, 2022. "Influence Factors on Consumers’ Instant Cross-buying under Supermarkets’ Cross-border Integration: From the Perspective of the Elaboration Likelihood Model," SAGE Open, , vol. 12(3), pages 21582440221, September.
    3. Nikita Moiseev & Alexey Mikhaylov & Hasan Dinçer & Serhat Yüksel, 2023. "Market capitalization shock effects on open innovation models in e-commerce: golden cut q-rung orthopair fuzzy multicriteria decision-making analysis," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 9(1), pages 1-25, December.
    4. Lianne Foti & Lance Warwick & Eric Lyons & Sonia Dhaliwal & Michael Alcorn, 2023. "Knowledge Transfer and Innovation: Universities as Catalysts for Sustainable Decision Making in Industry," Sustainability, MDPI, vol. 15(14), pages 1-11, July.
    5. Hu, Miao & Chen, Jie & Chen, Qimei & He, Wei, 2020. "It pays off to be authentic: An examination of direct versus indirect brand mentions on social media," Journal of Business Research, Elsevier, vol. 117(C), pages 19-28.
    6. Tsung-Hung Lee & Fen-Hauh Jan, 2022. "Development and Validation of the Smart Tourism Experience Scale," Sustainability, MDPI, vol. 14(24), pages 1-16, December.
    7. Eleanna Kafeza & Christos Makris & Gerasimos Rompolas & Feras Al-Obeidat, 0. "Behavioral and Migration Analysis of the Dynamic Customer Relationships on Twitter," Information Systems Frontiers, Springer, vol. 0, pages 1-14.
    8. Felix, Reto & Rauschnabel, Philipp A. & Hinsch, Chris, 2017. "Elements of strategic social media marketing: A holistic framework," Journal of Business Research, Elsevier, vol. 70(C), pages 118-126.
    9. Naeem, Muhammad & Ozuem, Wilson, 2021. "The role of social media in internet banking transition during COVID-19 pandemic: Using multiple methods and sources in qualitative research," Journal of Retailing and Consumer Services, Elsevier, vol. 60(C).
    10. Ransome Epie Bawack & Emilie Bonhoure, 2023. "Influencer is the New Recommender: insights for Theorising Social Recommender Systems," Information Systems Frontiers, Springer, vol. 25(1), pages 183-197, February.
    11. Yazan Alshamaila & Ibrahim Aljarah & Ala’ M. Al-Zoubi, 2018. "Explaining Individuals’ Usage of Social Commerce: A Data Mining Approach," Modern Applied Science, Canadian Center of Science and Education, vol. 12(8), pages 116-116, August.
    12. Alalwan, Ali Abdallah, 2018. "Investigating the impact of social media advertising features on customer purchase intention," International Journal of Information Management, Elsevier, vol. 42(C), pages 65-77.
    13. Hajer Kefi & Sitesh Indra & Talel Abdessalem, 2016. "Social media marketing analytics : a multicultural approach applied to the beauty & cosmetic sector," Post-Print hal-01456580, HAL.
    14. Sheng, Jie, 2019. "Being Active in Online Communications: Firm Responsiveness and Customer Engagement Behaviour," Journal of Interactive Marketing, Elsevier, vol. 46(C), pages 40-51.
    15. Zollo, Lamberto & Filieri, Raffaele & Rialti, Riccardo & Yoon, Sukki, 2020. "Unpacking the relationship between social media marketing and brand equity: The mediating role of consumers’ benefits and experience," Journal of Business Research, Elsevier, vol. 117(C), pages 256-267.
    16. Wonchan Choi, 2020. "Older adultsʼ credibility assessment of online health information: An exploratory study using an extended typology of web credibility," Journal of the Association for Information Science & Technology, Association for Information Science & Technology, vol. 71(11), pages 1295-1307, November.
    17. Ryan, James Christopher, 2016. "Old knowledge for new impacts: Equity theory and workforce nationalization," Journal of Business Research, Elsevier, vol. 69(5), pages 1587-1592.
    18. Hamelin, Nicolas & Thaichon, Park & Abraham, Christopher & Driver, Nicholas & Lipscombe, Joe & Pillai, Jayarethanam, 2020. "Storytelling, the scale of persuasion and retention: A neuromarketing approach," Journal of Retailing and Consumer Services, Elsevier, vol. 55(C).
    19. Khan, Imran, 2022. "Do brands’ social media marketing activities matter? A moderation analysis," Journal of Retailing and Consumer Services, Elsevier, vol. 64(C).
    20. Yunhyoung Kim & Jeonghoon Mo, 2018. "Pricing of Digital Video Supply Chain: Free versus Paid Service on the Direct Distribution Channel," Sustainability, MDPI, vol. 11(1), pages 1-14, December.

    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:tefoso:v:171:y:2021:i:c:s0040162521003723. 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: http://www.sciencedirect.com/science/journal/00401625 .

    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.