Algorithmic Linguistic Manipulation in Virtual Discourse: Algorithms as Discourse Subjects
Beissembayeva S. Zhylkybayeva M. Seidullayeva G.A. Aubakirova K.A. Amangazykyzy M. Akniazova R.T.
1 February 2026Academy Publication
Theory and Practice in Language Studies
2026#16Issue 2707 - 716 pp.
This paper explores the mechanisms of algorithmic linguistic manipulation in virtual discourse across English-, Russian-, and Kazakh-language digital platforms. It treats algorithms not merely as passive tools but as active discourse subjects that curate, suppress, and sometimes generate language in ways that influence public opinion. Drawing on empirical data from Twitter/X, Facebook, Telegram, TikTok, and local Kazakhstani platforms, the study uncovers non-obvious linguistic strategies employed by bots, political actors, and users— including bilingual code-switching, dialectal mimicry, semantic re-packaging, and engagement hacking. Special attention is given to Kazakhstan’s bilingual online environment and evolving digital sovereignty framework, showing how Kazakh and Russian linguistic spaces are algorithmically shaped by both domestic and foreign influence operations. The article integrates theories of language ideology, media control, and algorithmic governance to explain how discourse is engineered in digital spaces. The findings suggest that multilingualism can both complicate algorithmic moderation and serve as a defense against manipulation, depending on how communities adapt. By comparing three linguistic spheres, the article highlights structural asymmetries in content moderation and proposes context-sensitive strategies for preserving authentic digital discourse in the algorithmic age.
algorithmic discourse , bilingualism , digital sovereignty , language ideology , social media manipulation
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Department of Russian Language and Literature, Khoja Akhmet Yassawi International Kazakh-Turkish University, Turkestan, 161200, Kazakhstan
Department of Kazakh philology, Sh. Yessenov Caspian University of Technologies and Engineering, Aktau, 130000, Kazakhstan
Department of Social Sciences and Humanities, International Educational Corporation, Almaty, 050009, Kazakhstan
Department of Kazakh Philology and Journalism, Shakarim University of Semey city, Semey, 071412, Kazakhstan
Department of Kazakh Language and Literature, A.K. Kussayinov Eurasian Humanities Institute, Astana, 010009, Kazakhstan
Kazakh Language Akshukur School Lyceum, Mangistau Region, Tupkaragan district, Akshukur village, 130501, Kazakhstan
Department of Russian Language and Literature
Department of Kazakh philology
Department of Social Sciences and Humanities
Department of Kazakh Philology and Journalism
Department of Kazakh Language and Literature
Kazakh Language Akshukur School Lyceum
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