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The Impact of YouTube on Present and Future Firm Value: Using Unstructured Text Analysis

Author

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  • Hyung Jong Na

    (Department of Accounting and Taxation, Semyung University, Jecheon 27136, Republic of Korea)

  • Yong Ha Kim

    (Department of Financial Economics, Soongsil University, Sangdoro 369, Dongjak-gu, Seoul 06978, Republic of Korea)

  • Hyun Jin Jo

    (Department of Big Data Analytics, KyungHee University, 26, Kyungheedae-ro, Dongdaemun-gu, Seoul 02447, Republic of Korea)

Abstract

This study aims to provide research results through empirical analysis on how customers’ reactions on social media affect the present and future value of a company. This research selected Korean KOSPI-listed companies that actually own and operate YouTube channels, and collected data through text mining the comments on YouTube videos with high views. In addition, the TF-IDF value was calculated, keywords were extracted, and keywords were classified into three groups through topic modeling. The characteristics of the three groups could be transformed into a “current-oriented topic” as advertising promotion content focused on fun or interest; a “future-oriented topic” as critical content pointing out problems, and a “neutral topic” as content of a neutral attitude toward companies. This study uses a regression analysis model to perform an empirical analysis by setting a company’s YouTube-related variable as an independent variable and setting a company’s current value and future value-related variable as a dependent variable. The results of this research are as follows. First, this paper found that companies that directly operate and manage YouTube accounts currently have lower corporate value than those that do not. Second, this study also found that companies which directly operate and manage YouTube accounts have higher future corporate value than those that do not. Third, the results showed that if a customer simply mentions interesting content or advertising/promotion-related content through corporate YouTube comments, the current corporate value may be improved in the short term, but in the long term, it has a negative effect on future corporate value. Fourth, the results of this research also presented that if a customer criticizes a company or points out a company’s problems through YouTube comments, the current corporate value decreases due to damage to the company’s image, but it was found that the future corporate value increases. Fifth, this paper found that neutral content, not just for fun and interest, nor for constructive criticism or dissatisfaction with the company, was not related to the company’s current and future corporate value. The contributions and expected effects of this paper are as follows. First of all, this paper provides useful information through research results which shows that companies are more advantageous in improving future corporate value from a long-term perspective by strategically operating social media directly. In addition, the research results of this study objectively demonstrated through YouTube channels that it is more helpful for companies in the long run to respond well to customer complaints and negative opinions, and to implement policies that continuously manage customer opinions. Finally, the research method used in this paper, that is, the research methodology that conducted empirical analysis through quantification of unstructured tax data, is expected to provide guidelines for many scholars to expand the scope of data available for empirical research in the future.

Suggested Citation

  • Hyung Jong Na & Yong Ha Kim & Hyun Jin Jo, 2023. "The Impact of YouTube on Present and Future Firm Value: Using Unstructured Text Analysis," Sustainability, MDPI, vol. 15(5), pages 1-19, February.
    • Handle: RePEc:gam:jsusta:v:15:y:2023:i:5:p:4346-:d:1083876
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    References listed on IDEAS

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    1. Terry Beckman & Alison Colwell & Peggy Cunningham, 2009. "The Emergence of Corporate Social Responsibility in Chile: The Importance of Authenticity and Social Networks," Journal of Business Ethics, Springer, vol. 86(2), pages 191-206, March.
    2. Zachary McGurk & Adam Nowak & Joshua C. Hall, 2020. "Stock returns and investor sentiment: textual analysis and social media," Journal of Economics and Finance, Springer;Academy of Economics and Finance, vol. 44(3), pages 458-485, July.
    3. Umair Akram & Melinda Timea Fülöp & Adriana Tiron-Tudor & Dan Ioan Topor & Sorinel Căpușneanu, 2021. "Impact of Digitalization on Customers’ Well-Being in the Pandemic Period: Challenges and Opportunities for the Retail Industry," IJERPH, MDPI, vol. 18(14), pages 1-21, July.
    4. Nisar, Tahir M. & Prabhakar, Guru & Strakova, Lubica, 2019. "Social media information benefits, knowledge management and smart organizations," Journal of Business Research, Elsevier, vol. 94(C), pages 264-272.
    5. Bigdellou, Saeide & Aslani, Shirin & Modarres, Mohammad, 2022. "Optimal promotion planning for a product launch in the presence of word-of-mouth," Journal of Retailing and Consumer Services, Elsevier, vol. 64(C).
    6. Lim, Weng Marc & Rasul, Tareq, 2022. "Customer engagement and social media: Revisiting the past to inform the future," Journal of Business Research, Elsevier, vol. 148(C), pages 325-342.
    7. John Griffith & Mohammad Najand & Jiancheng Shen, 2020. "Emotions in the Stock Market," Journal of Behavioral Finance, Taylor & Francis Journals, vol. 21(1), pages 42-56, January.
    8. Hsu, Liwu & Lawrence, Benjamin, 2016. "The role of social media and brand equity during a product recall crisis: A shareholder value perspective," International Journal of Research in Marketing, Elsevier, vol. 33(1), pages 59-77.
    9. Liangfei Qiu & Subodha Kumar, 2017. "Understanding Voluntary Knowledge Provision and Content Contribution Through a Social-Media-Based Prediction Market: A Field Experiment," Information Systems Research, INFORMS, vol. 28(3), pages 529-546, September.
    10. Lisa Schweitzer, 2014. "Planning and Social Media: A Case Study of Public Transit and Stigma on Twitter," Journal of the American Planning Association, Taylor & Francis Journals, vol. 80(3), pages 218-238, July.
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