Transformation of Indonesian Language in Social Media Using AI Expert Systems and Machine Learning
DOI:
https://doi.org/10.33050/italic.v3i2.806Keywords:
Language Transformation, Social Media Linguistics, Artificial Intelligence, Expert Systems, Adaptive Machine LearningAbstract
This study explores the transformation of the Indonesian language on social media platforms by integrating advanced artificial intelligence techniques, including expert systems and machine learning algorithms. The rapid evolution of communication on platforms such as TikTok, Twitter, and Instagram has led to a dynamic shift in language use, characterized by increased creativity in slang, abbreviations, and code-mixing, alongside challenges in maintaining compliance with standard language norms. By applying intelligent systems capable of analyzing large volumes of social media data, this research aims to identify patterns of linguistic innovation and deviations from conventional language rules. The expert system framework supports automated detection and classification of language variations, while machine learning models enhance the accuracy and adaptability of language analysis over time. Findings indicate that AI-driven approaches can effectively balance the dual needs of fostering linguistic creativity and preserving language standards, providing valuable insights for language educators, policymakers, and digital content developers. The study underscores the potential of intelligent technologies to facilitate language monitoring and support efforts in maintaining the cultural identity of the Indonesian language amid the fast-paced digital communication landscape.
References
M. Ahli, M. F. Hilmi, and A. Abudaqa, “Moderating effect of employee service quality and mediating impact of experiential marketing in uae entrepreneurial sector,” Aptisi Transactions on Technopreneurship (ATT), vol. 6, no. 2, pp. 285–299, 2024.
M. Pangesti, A. S. Khaeriah, E. Purwanto, A. Dwi, A. Nur, A. Syafitri, M. Shiva, A. Permata, N. Intan, and H. Azhari, “The influence of social media on the cultural identity of the millennial generation: Indonesian case study,” Pubmedia Social Sciences and Humanities, vol. 2, no. 1, pp. 7–7, 2024.
M. Fernandez, A. Faturahman, and N. A. Santoso, “Harnessing machine learning to optimize renewable energy utilization in waste recycling,” International Transactions on Education Technology (ITEE), vol. 2, no. 2, pp. 173–182, 2024.
M. B. Alauddin, D. Fitri, and F. A. Wenando, “Tradition to technology: The transformation of indonesian culture in the social media era,” Asian Journal of Media and Culture, vol. 1, no. 1, pp. 1–21, 2025.
U. Rahardja, S. Wijono, T. Wahyono, I. Sembiring, I. R. Widiasari et al., “Effective ddos detection through innovative algorithmic approaches in machine learning,” in 2024 3rd International Conference on Creative Communication and Innovative Technology (ICCIT). IEEE, 2024, pp. 1–7.
B. Al-Senafi, S. AlSabbagh, B. Alhaji, and M. Alghasab, “Social media and language learning: How: Efl students use online platforms for language learning at the college of basic education in kuwait.” World Journal of Education, vol. 14, no. 4, pp. 1–11, 2024.
R. Royani, R. Fahrudin, A. F. Syatifa, and E. D. Astuti, “Impact of outcome-based education on graduate readiness in the era of globalization through international benchmarking: Pengaruh outcome-based education (obe) terhadap kesiapan lulusan di era globalisasi studi benchmarking internasional,” ADI Pengabdian Kepada Masyarakat, vol. 5, no. 2, pp. 129–139, 2025.
A.-J. Zhang, R.-X. Ding, W. Pedrycz, and Z. Chang, “Public opinion prediction on social media by using machine learning methods,” Expert Systems with Applications, vol. 269, p. 126287, 2025.
R. Kurniaji, N. Azizah, and M. Yusup, “The influence branding of social media to improve digital business in training and consulting on instagram,” Startupreneur Business Digital (SABDA Journal), vol. 3, no. 2, pp. 171–180, 2024.
B. Bharadwaj, S. Nayak, and P. K. Panigrahi, “Sentiment analysis for identifying depression through social media texts using machine learning technique,” Big Data and Computing Visions, vol. 5, no. 2, pp. 102–118, 2025.
N. Nuryani, A. B. Mutiara, I. M. Wiryana, D. Purnamasari, and S. N. W. Putra, “Artificial intelligence model for detecting tax evasion involving complex network schemes,” Aptisi Transactions on Technopreneurship (ATT), vol. 6, no. 3, pp. 339–356, 2024.
D. Patel, P. K. D. Pramanik, C. Suryawanshi, and P. Pareek, “Detecting toxic comments on social media: an extensive evaluation of machine learning techniques,” Journal of Computational Social Science, vol. 8, no. 1, pp. 1–18, 2025.
D. Nugroho and P. Angela, “The impact of social media analytics on sme strategic decision making,” IAIC Transactions on Sustainable Digital Innovation (ITSDI), vol. 5, no. 2, pp. 169–178, 2024.
T. Velmurugan, M. Archana, and A. S. Nongmaithem, “Analysing effectiveness of sentiments in social media data using machine learning techniques,” Journal of Computer and Communications, vol. 13, no. 1, pp. 136–151, 2025.
G. Silva, G. Godwin, and O. Jayanagara, “The impact of ai on personalized learning and educational analytics,” International Transactions on Education Technology (ITEE), vol. 3, no. 1, pp. 36–46, 2024.
H. Rashid, H. B. Liaqat, M. U. Sana, T. Kiren, H. Karamti, and I. Ashraf, “Framework for detecting phishing crimes on twitter using selective features and machine learning,” Computers and Electrical Engineering, vol. 124, p. 110363, 2025.
P. Mulyaningsih and L. Meria, “The impact of product quality and brand image on repurchase intention through customer satisfaction,” APTISI Transactions on Management (ATM), vol. 8, no. 1, pp. 1–13, 2024.
D. S. Nugraha, “Exploring integrative complexity in the morphology of indonesian language,” South Asian Res J Art Lang Lit, vol. 7, no. 1, pp. 8–21, 2025.
L. A. Senduk, U. Rahardja, R. A. Sunarjo, P. A. Sunarya et al., “Bibliometric insights into machine learning for market forecasting: Advances in predictive financial analytics,” in 2024 Ninth International Conference on Informatics and Computing (ICIC). IEEE, 2024, pp. 1–6.
I. Islahuddin, K.-A. Tawandorloh, S. Menjamin, and M. Waeno, “Literature review on strategies for improving language skills for indonesian language for foreign speakers (bipa),” PUSAKA: Journal of Educational Review, vol. 2, no. 2, pp. 1–12, 2025.
S. A. Yakan, “Analysis of development of artificial intelligence in the game industry,” International Journal of Cyber and IT Service Management, vol. 2, no. 2, pp. 111–116, 2022.
M. A. J. Daulay, A. Yuhdi, and A. C. K. Azis, “Interactive h5p framework-based e-learning content in artificial intelligence lectures of indonesian language and literature,” Journal Evaluation in Education (JEE), vol. 6, no. 1, pp. 249–260, 2025.
S. Pranata, F. Fanani, D. Hidayati, R. Lesmana, and Z. Ndlovu, “Implementation of smart contracts in tiktok influencer marketing,” Blockchain Frontier Technology, vol. 4, no. 2, pp. 84–97, 2025.
E. Januar, F. C. Yati, D. Dahliana, M. Ratih, Y. Yumna, and R. Tulljanah, “Learning indonesian becomes fun: Creative exploration with methods picture and picture in elementary school,” International Journal of Elementary School, vol. 2, no. 1, pp. 1–10, 2025.
U. Rahardja, Q. Aini, A. S. Bist, S. Maulana, and S. Millah, “Examining the interplay of technology readiness and behavioural intentions in health detection safe entry station,” JDM (Jurnal Dinamika Manajemen), vol. 15, no. 1, pp. 125–143, 2024.
F. Rasyid, H. Hanjariyah, and N. Aini, “Tiktok as a source of english language content–perceived impacts on students’ competence: Views from indonesia,” International Journal of Learning, Teaching and Educational Research, vol. 22, no. 10, pp. 340–358, 2023.
S. Watini, L. Magdalena, T. W. Wirjawan, A. Gunawan, D. Julianingsih, and N. Ivanov, “Social media as a tool for transforming childhood learning mechanisms in edupreneurship,” Aptisi Transactions on Technopreneurship (ATT), vol. 7, no. 1, pp. 109–119, 2025.
N. Qomariyah, “Use of language variations on tiktok social media in generation z,” INTERDISIPLIN: Journal of Qualitative and Quantitative Research, vol. 1, no. 3, pp. 140–153, 2024.
A. Fernanda, A. R. F. Geovanni, and M. Huda, “Application of artificial intelligence to the development of playing ability in the valorant game,” IAIC Transactions on Sustainable Digital Innovation (ITSDI), vol. 4, no. 1, pp. 22–31, 2022.
L. L. Manihuruk, D. Ginting, S. Manik, and L. W. Manurung, “Slang words used by the millennial indonesian generation in tiktok,” Journal of Applied Linguistics, vol. 4, no. 2, pp. 302–308, 2025.
L. Limajatini, S. Suhendra, G. A. Pangilinan, and M. G. Ilham, “Integration of artificial intelligence in the financial sector: Innovation, risks and opportunities,” International Journal of Cyber and IT Service Management, vol. 5, no. 1, pp. 58–70, 2025.
C. Lukita, L. D. Bakti, U. Rusilowati, A. Sutarman, and U. Rahardja, “Predictive and analytics using data mining and machine learning for customer churn prediction,” Journal of Applied Data Sciences, vol. 4, no. 4, pp. 454–465, 2023.
R. Aprianto, R. Haris, A. Williams, H. Agustian, and N. Aptwell, “Social influence on ai-driven air quality monitoring adoption: Smartpls analysis,” Sundara Advanced Research on Artificial Intelligence, vol. 1, no. 1, pp. 28–36, 2025.
I. Natalia, A. Hasani, and I. Solihat, “Analysis of slang language in the “full senyum” community on x and implications,” Jurnal Disastri, vol. 7, no. 1, pp. 185–194, 2025.
B. Rawat, A. S. Bist, D. Supriyanti, V. Elmanda, and S. N. Sari, “Ai and nanotechnology for healthcare: A survey,” Aptisi Transactions on Management (ATM), vol. 7, no. 1, pp. 86–91, 2023.
S. Muhammad, “The role of social media in the development of indonesian language among teenagers,” Journal of Educational Analytics, vol. 4, no. 1, pp. 29–42, 2025.
R. d. T. R. I. Kementerian Pendidikan, Kebudayaan, “Naskah akademik pembelajaran koding dan kecerdasan artifisial pada pendidikan dasar dan menengah,” Jakarta, Feb. 2025, diakses: 2025-06-19. [Online]. Available: https://kurikulum.kemdikbud.go.id/file/1741766787 manage file.pdf
P. W. P. Wijaya, D. M. Ratu, and S. Iroth, “Implementation of ai-based digital platform through canva application in indonesian language subject for students of smp negeri 15 manado,” Abdurrauf Science and Society, vol. 1, no. 3, pp. 207–217, 2025.
G. Khanna, M. G. Ilham, T. W. Rafiuddin et al., “Developing digipreneurship ecosystem in local communities to enhance digital innovation,” Startupreneur Business Digital (SABDA Journal), vol. 4, no. 1, pp.55–63, 2025.
I. Arifah, D. Kuncorowati et al., “Integration of artificial intelligence technology in indonesian language teaching: Innovative solutions in the digital era,” Journal of Practice Learning and Educational Development, vol. 5, no. 1, pp. 1–5, 2025.
M. Santiago, H. Febiansyah, and D. Dinarwati, “Integrating machine learning with web intelligence for predictive search and recommendations,” International Transactions on Artificial Intelligence, vol. 3, no. 1, pp. 44–53, 2024.
M. Muthmainnah, M. M. Asad, A. A. Yakin, and N. M. Almusharraf, “Human-robot interaction using chatgpt for technology driven language learning: contextual insights from the higher education institution of indonesia,” Asian Education and Development Studies, 2025.
M. O. Syaidina, R. Fahrudin, and I. A. Mutiara, “Implementation of ethics of using artificial intelligence in the education system in indonesia,” Blockchain Frontier Technology, vol. 4, no. 1, pp. 63–71, 2024.
E. T. Suhendi, “Revitalizing the indonesian language as a national identity in the globalization era: Challenges and strategies,” Journal of English Language and Education, vol. 10, no. 1, pp. 188–195, 2025.
B. Rawat and R. Bhandari, “Cloud computing applications in business development,” Startupreneur Business Digital (SABDA Journal), vol. 2, no. 2, pp. 143–154, 2023.
E. Utami, I. Oyong, S. Raharjo, A. Dwi Hartanto, and S. Adi, “Supervised learning and resampling techniques on disc personality classification using twitter information in bahasa indonesia,” Applied Computing and Informatics, vol. 21, no. 1/2, pp. 141–151, 2025.
A. Amroni, A. A. Darmawan, and G. A. Pangilinan, “The role of big data and blockchain in enabling transparent and sustainable business processes,” ADI Journal on Recent Innovation, vol. 6, no. 2, pp. 180–189, 2025.
A. Rosid, “Artificial neural networks for predicting taxpaying behaviour of indonesian firms,” Scientax: Jurnal Kajian Ilmiah Perpajakan Indonesia, vol. 4, no. 2, pp. 174–204, 2023. [Online]. Available: https://ejurnal.pajak.go.id/st/article/download/526/98/2255
M. R. Aulia, Z. Lubis, I. Effendi et al., “Leveraging quality management and partnership programs for technopreneurial success: Exploring their impact on msme performance,” Aptisi Transactions on Technopreneurship (ATT), vol. 5, no. 2, pp. 157–168, 2023.
T. Pujiati, H. Setiyowati, B. Rawat, N. P. L. Santoso, and M. G. Ilham, “Exploring the role of artificial intelligence in enhancing environmental health: Utaut2 analysis,” Sundara Advanced Research on Artificial Intelligence, vol. 1, no. 1, pp. 37–46, 2025.
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