Rahman, Fauzi https://orcid.org/0000-0002-7547-912X
Rafli, Zainal https://orcid.org/0000-0003-1124-7992
Anwar, Miftahulkhairah https://orcid.org/0000-0001-5553-7719
Funding for this research was provided by:
Indonesian Education Scholarship (BPI); Center for Higher Education Funding and Assessment (PPAPT); Indonesian Endowment Fund for Education (LPDP), Ministry of Finance of the Republic of Indonesia (00744/J5.2.3./BPI.06/9/2022; 010998/PPAPT.1.2/BPI.06/02/2025; 003917/PPAPT.1.2/BPI.06/11/2025)
Article History
Received: 2 May 2026
Accepted: 8 June 2026
First Online: 16 June 2026
Declarations
:
: Ethics approval was not required, and consent to participate was not applicable, because the study was a non-interventional analysis of publicly available YouTube videos and publicly visible speech content. The authors did not recruit participants, conduct interviews, interact with creators or viewers, collect private communications, or process restricted-access personal data. Only brief translated excerpts are used for scholarly analysis.
: Not applicable. The manuscript does not reproduce images, video stills, unpublished videos, private communications, or identifiable private information. It uses only publicly available channel names and short translated utterance excerpts for scholarly analysis.
: The authors declare no competing interests.