Basic principles of TikTok algorithms

Authors

  • V.K. Alekhin SPBU Author

DOI:

https://doi.org/10.33941/age-info.com52(15)7

Keywords:

TikTok, algorithms, machine learning, consumer behavior, content clustering

Abstract

Social network TikTok has strong competitive differentiator in comparing with other platforms. ByteDance exploits machine learning algorithms to generate a recommendation feed (for you page).  The algorithm bases on two main mechanisms. The first mechanism provides content database clustering depending on the type, audio track, video captions, and hashtags. The second mechanism analyzes the user’s behavioral patterns based on their actions in the application. The next step is the formation of user interaction scenarios. The difference between the predicted behavior and the real one is the object of analysis. If it equals zero, then the recommendations feed is formed correctly. The user is watching more and more interesting videos, just scrolling through video after video.

References

Avery, Jill. «Glossier: Co-Creating a Cult Brand with a Digital Community.» Harvard Business School Case 519-022, January 2019.

Boerman, S., van Reijmersdal, E., & Neijens, P. (2014). Effects of sponsorship disclosure timing on the processing of sponsored content: A study on the effectiveness of european disclosure regulations. Psychology and Marketing, 31, 214–224. https://doi.org/10.1002/mar.20688.

Esther Shaulova-Lodovica Biagi — https://www.statista.com/study/12393/social-networks-statista-dossier/

Goodrich, K., deMooij, M. (2014). How “social” are social media? A cross-cultural comparison of online and offline purchase decision influences, Journal of Marketing Communications, 20(1-2), 10301116. Doi: 10.1080/13527266.2013.797773

Grimes, M. (2015, September 4). Global Consumers’ Trust in ‘Earned’ Advertising Grows in Importance. Retrieved March 15, 2020, from http://www.nielsen.com/us/en/press-room/2015/nielsen-global-consumers-trust-in-earned-advertising-grows.html

Hennig-Thurau, T., Gwinner, K. P., Walsh, G., & Gremler, D. D. (2004). Electronic word-of-mouth via consumer-opinion platforms: What motivates consumers to articulate themselves on the Internet? Journal of Interactive Marketing, 18(1), 38–52. doi: 10.1002/dir.10073

Holliman, G., & Rowley, J. (2014). Business to business digital content marketing: Marketers’ perceptions of best practice. The Journal of Research in Indian Medicine, 8, 269–293. https://doi.org/10.1108/JRIM-02-2014-0013.

Kaplan AM, Haenlein M (2010) Users of the world, unite! The challenges and opportunities of social media. Bus Horiz 53(1):59–68

Müllerb, J.; Christandl, F. Content is king—But who is the king of kings? The effect of content marketing, sponsored content & user-generated content on brand responses. Hum. Behav. 2019, 96, 46–55.

Paintsil, A. (2019). Consumer engagement with modern luxury direct-to-consumer brands on social media: A study of glossier (Order No. 22619475). Available from ProQuest Dissertations & Theses Global. (2307785008). Retrieved from https://search.proquest.com/docview/2307785008?accountid=12492

Vinerean, I.Cetina, L.Dumitrescu, and M. Tichindelean, The effects of social media marketing on online consumer behavior. International Jornal of Business and Management, 8(14), 66, 2013. https://doi.org/10.1177/0270467610380012

Smith, A., & Anderson, M. (2018, March 1). Social media usage in 2018: A majority of Americans use Facebook and YouTube, but young adults are especially heavy users of Snapchat and Instagram.

Sunnucks, Jack (2016) “Woman Made: Emily Weiss,” Violet Grey, https://www.violetgrey.com/violet-files/cover-story/emily-weiss, accessed 12/01/2017.

van Reijmersdal, E., Neijens, P., & Smit, E. (2007). Effects of television brand placement on brand image. Psychology and Marketing, 24, 403–420. https://doi.org/10.1002/mar.20166.

Wu, M. Y. (2018, July). Exploring Organizational Use of Social Media Marketing: From a Global Perspective. Paper presented at 2018 International Association for Intercultural Communication Studies (IAICS) Annual Conference, Chicago, IL.

Downloads

Published

2021-05-25

Issue

Section

Статьи