Predictive Policing for Hate Speech Prevention: A Study of the Indonesian National Police Cyber Directorate
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Kaisan Barizi*
Riska Sri Handayani
Genoveva Ambar Wulan Tulistyowati
The rise in the spread of hate speech on social media has prompted the Indonesian National Police to develop a predictive policing approach as a pre-emptive strategy for preventing cybercrime. This study aims to analyse the implementation of predictive policing in preventing the spread of hate speech on social media by the Cybercrime Directorate of the Criminal Investigation Agency (Bareskrim) of the Indonesian National Police, as well as to analyse the human resource competencies that support its implementation. The research employed a qualitative method using a phenomenological approach through in-depth interviews and a documentary study. The results indicate that predictive policing has been implemented through cyber patrols, monitoring of strategic issues, analysis of digital conversations, and the issuance of early warnings to accounts with the potential to spread hate speech. Yet implementation remains suboptimal since policy communication lacks uniformity staffing and funding are constrained organizational readiness for data-driven methods is incomplete and analytical systems and procedures lack proper integration. In terms of competencies, personnel possess basic skills in cyber investigation and open-source intelligence (OSINT), but advanced competencies in predictive analytics, artificial intelligence (AI), big data analytics, machine learning, and natural language processing remain limited and are not evenly distributed across all units. This situation is influenced by the lack of competency standards specifically designed to support the implementation of predictive policing. This research strengthens data-driven policing in Indonesia via competency standards, analytics systems, and workforce development supporting predictive policing against hate speech.
Agustino, L. (2006). Politik & kebijakan publik. AIPI Bandung.
Akdemir, N., & Lawless, C. J. (2020). Exploring the human factor in cyber-enabled and cyber-dependent crime victimisation: a lifestyle routine activities approach. Internet Research, 30(6), 1665–1687. https://doi.org/10.1108/intr-10-2019-0400
Ali, W., Rehman, T. U., & Saeed, A. (2025). Artificial Intelligence in crime prevention and detection: Enhancing predictive policing and public safety. Advance Social Science Archive Journal, 4(02), 1534–1543. https://doi.org/10.5281/zenodo.17577464
Alizah, B., & Mawar, M. (2024). Implementasi Kebijakan Unit Layanan Disabilitas Bidang Ketenagakerjaan Di Dinas Tenaga Kerja Kabupaten Tangerang. Petanda: Jurnal Ilmu Komunikasi Dan Humaniora, 6(1), 78–87. https://doi.org/10.32509/petanda.v6i1.3801
Anam, M. C., & Hafiz, M. (2015). Surat Edaran Kapolri Tentang Penanganan Ujaran Kebencian (Hate Speech) dalam Kerangka Hak Asasi Manusia. Jurnal Keamanan Nasional, 1(3). https://doi.org/10.31599/jkn.v1i3.30
Arifin, M. A. (2021). Competence, Competency, and Competencies: A Misunderstanding in Theory and Practice for Future Reference. International Journal of Academic Research in Business and Social Sciences, 11(9). https://doi.org/10.6007/ijarbss/v11-i9/11064
Bachner, J. (2013). Predictive policing: preventing crime with data and analytics. IBM Center for the Business of Government Washington, DC.
Bennett Moses, L., & Chan, J. (2018). Algorithmic prediction in policing: assumptions, evaluation, and accountability. Policing and Society, 28(7), 806–822. https://doi.org/10.1080/10439463.2016.1253695
Berk, R. A. (2021). Artificial intelligence, predictive policing, and risk assessment for law enforcement. Annual Review of Criminology, 4(1), 209–237. https://doi.org/10.1146/annurev-criminol-051520-012342
Braga, A. A., Webster, D. W., White, M. D., & Saizow, H. (2014). SMART approaches to reducing gun violence. Washington, DC: US Department of Justice, 4.
Bryson, J. R., & Daniels, P. W. (2008). Skills, expertise and innovation in the developing knowledge economy: the case of business and professional services. International Journal of Services Technology and Management, 9(3–4), 249–267. https://doi.org/10.1504/IJSTM.2008.019706
Buntoro, G. A. (2016). Analisis Sentimen Hatespeech Pada Twitter Dengan Metode Naïve. Jurnal Dinamika Informatika, 5(October), 1–12.
Carleton, B., Cunningham, B., & Thorkildsen, Z. (2020). The use of predictive analytics in policing. https://apps.dtic.mil/sti/trecms/pdf/AD1145696.pdf
Carlson, C. R. (2021). Hate Speech. The MIT Press. https://doi.org/10.7551/mitpress/12491.001.0001
Chan, J. B. L. (2001). The Technological Game: How information technology is transforming police practice. Criminal Justice, 1(2), 139–159. https://doi.org/10.1177/1466802501001002001
Chen, H., Zeng, D., Atabakhsh, H., Wyzga, W., & Schroeder, J. (2003). COPLINK. Communications of the ACM, 46(1), 28–34. https://doi.org/10.1145/602421.602441
CNA. (2021). The Use of Predictive Analytics in Policing Bulletin (p. 4). https://www.cna.org/quick-looks/2021/The-Use-of-Predictive-Analytics-in-Policing-Bulletin.pdf
Cohen, L. E., & Felson, M. (1979). Social Change and Crime Rate Trends: A Routine Activity Approach. American Sociological Review, 44(4), 588. https://doi.org/10.2307/2094589
Craiger, P. (2008). Training and Education in Digital Evidence. In Handbook of Digital and Multimedia Forensic Evidence (pp. 11–22). Humana Press. https://doi.org/10.1007/978-1-59745-577-0_2
Dreißigacker, A., Müller, P., Isenhardt, A., & Schemmel, J. (2024). Online hate speech victimization: consequences for victims’ feelings of insecurity. Crime Science, 13(1). https://doi.org/10.1186/s40163-024-00204-y
Egbert, S., & Krasmann, S. (2019). Predictive policing: not yet, but soon preemptive? Policing and Society, 30(8), 905–919. https://doi.org/10.1080/10439463.2019.1611821
Ferguson, A. G. (2019). Predictive Policing Theory. In The Cambridge Handbook of Policing in the United States (pp. 491–510). Cambridge University Press. https://doi.org/10.1017/9781108354721.025
Fitzpatrick, D. J., Gorr, W. L., & Neill, D. B. (2019). Keeping Score: Predictive Analytics in Policing. Annual Review of Criminology, 2(1), 473–491. https://doi.org/10.1146/annurev-criminol-011518-024534
Gagliardone, I., Gal, D., Alves, T., & Martinez, G. (2015). Countering online hate speech. Unesco Publishing.
Grattet, R., & Jenness, V. (2005). The reconstitution of law in local settings: Agency discretion, ambiguity, and a surplus of law in the policing of hate crime. In Law and Society Review (Vol. 39, Issue 4, pp. 893–942). Cambridge University Press & Assessment. https://doi.org/10.1111/j.1540-5893.2005.00248.x
Gunz, H. (1983). The competent manager: A model for effective performance, Richard E. Boyatzis, Wiley, New York, 1982. No. of pages: 308. ISBN 0–471–09031‐X. Price £21.75 (U.S. $29.50). Strategic Management Journal, 4(4), 385–387. https://doi.org/10.1002/smj.4250040413
Hasibuan, M. S. P. (2017). Manajemen Sumber Daya Manusia. Bumi Aksara.
Houston, W. R., & Howsam, R. B. (1974). CBTE: The ayes of Texas. The Phi Delta Kappan, 55(5), 299–303. https://www.jstor.org/stable/20297552
Hutabarat, K. D., & Radhiah, R. (2025). Ujaran kebencian pada kolom komentar media sosial akun instagram Anies Baswedan. Kande: Jurnal Ilmiah Pendidikan Bahasa Dan Sastra Indonesia, 6(1), 69–78. https://doi.org/10.29103/jk.v6i1.20689
Kaufmann, M., Egbert, S., & Leese, M. (2019). Predictive policing and the politics of patterns. The British Journal of Criminology, 59(3), 674–692. https://doi.org/10.1093/bjc/azy060
Lahinda, A., Tangkawarow, I. R. H. T., & Moningkey, E. R. S. (2025). Deteksi Ujaran Kebencian Pada Media Sosial Terkait Pemilu 2024 Menggunakan Algoritma Naive Bayes. Jurnal Minfo Polgan, 14(2), 3140–3155. https://doi.org/10.33395/jmp.v14i2.15665
MacAvaney, S., Yao, H.-R., Yang, E., Russell, K., Goharian, N., & Frieder, O. (2019). Hate speech detection: Challenges and solutions. PLOS ONE, 14(8), e0221152. https://doi.org/10.1371/journal.pone.0221152
Manning, P. K. (2022). The Technology of Policing. New York University Press. https://doi.org/10.18574/nyu/9780814764442.001.0001
Meijer, A., Lorenz, L., & Wessels, M. (2021). Algorithmization of Bureaucratic Organizations: Using a Practice Lens to Study How Context Shapes Predictive Policing Systems. Public Administration Review, 81(5), 837–846. https://doi.org/10.1111/puar.13391
Meijer, A., & Wessels, M. (2019). Predictive policing: Review of benefits and drawbacks. International Journal of Public Administration, 42(12), 1031–1039. https://doi.org/10.1080/01900692.2019.1575664
Monash University. (2025). Report on Hate Speech Monitoring in The 2024 Indonesia Regional Elections. Monash University. https://www.monash.edu/indonesia/news/report-on-hate-speech-monitoring-in-the-2024-indonesia-regional-elections
Mubarok, S., Zauhar, S., Setyowati, E., & Suryadi, S. (2020). Policy Implementation Analysis: Exploration of George Edward III, Marilee S Grindle, and Mazmanian and Sabatier Theories in the Policy Analysis Triangle Framework. Journal of Public Administration Studies, 005(01), 33–38. https://doi.org/10.21776/ub.jpas.2020.005.01.7
Nidhal, M., Aaron, R. A., & Alfarisi, A. (2025). Shadows of Censorship: Indonesia’s Content Moderation Policy Development. Policy Brief, 31, 1–22. https://doi.org/10.35497/619819
Patihullah, J., & Winarko, E. (2019). Hate Speech Detection for Indonesia Tweets Using Word Embedding And Gated Recurrent Unit. IJCCS (Indonesian Journal of Computing and Cybernetics Systems), 13(1), 43. https://doi.org/10.22146/ijccs.40125
Peeters, R., & Schuilenburg, M. (2023). Algorithmic Governance: Technology, Knowledge and Power. In The SAGE Handbook of Digital Society (pp. 439–457). SAGE Publications Ltd. https://doi.org/10.4135/9781529783193.n25
Pérez-Escolar, M., & Noguera-Vivo, J. M. (2021). Hate speech and polarization in participatory society. Routledge.
Perry, W., McInnis, B., Price, C., Smith, S., & Hollywood, J. (2013). Predictive Policing: The Role of Crime Forecasting in Law Enforcement Operations. RAND Corporation. https://doi.org/10.7249/rr233
Putra, I. G. M., & Nurjanah, D. (2020). Hate Speech Detection In Indonesian Language Instagram. In 2020 International Conference on Advanced Computer Science and Information Systems (ICACSIS) (pp. 413–420). IEEE. https://doi.org/10.1109/icacsis51025.2020.9263084
Raji, I., & Sholademi, D. B. (2024). Predictive policing: The role of AI in crime prevention. International Journal of Computer Applications Technology and Research, 13(10), 66–78. https://doi.org/10.7753/IJCATR1310.1006
Sandhu, A., & Fussey, P. (2021). The ‘uberization of policing’? How police negotiate and operationalise predictive policing technology. Policing and Society, 31(1), 66–81. https://doi.org/10.1080/10439463.2020.1803315
Schmidt, A., & Wiegand, M. (2017). A Survey on Hate Speech Detection using Natural Language Processing. In Proceedings of the Fifth International Workshop on Natural Language Processing for Social Media (pp. 1–10). Association for Computational Linguistics. https://doi.org/10.18653/v1/w17-1101
Seldadyo, H., Sudarto, E. R., & Sonta, A. (2022). Predictive Policing: Current and Future Policing. Budapest International Research and Critics Institute-Journal (BIRCI-Journal), 5(1), 3906–3913. https://www.bircu-journal.com/index.php/birci/article/view/4076
Shuy, R. W. (2005). Creating language crimes: How law enforcement uses (and misuses) language. Oxford University Press.
Siahaan, N. H. T. (2004). Hukum lingkungan dan ekologi pembangunan. Erlangga.
Soesilo, R. (1995). Kitab Undang-Undang Hukum Pidana (KUHP): Serta Komentar-Komentarnya Lengkap Pasal Demi Pasal. Politeia.
Sule, E. T., & Saefullah, K. (2005). Pengantar Manajemen. Jakarta: Kencana.
Sumirat, J. R., AN, S. D., & Adhikara, R. (2021). The Contemporary Policing Concept: How Globalisation Affected the New Concept of Indonesian Policing on Predictive Policing of “Presisi.” Journal of Innovation Research and Knowledge, 1(6), 147–156. https://doi.org/10.53625/jirk.v1i6.638
Sutton, A., & Watson, S. (2013). Can competencies at selection predict performance and development needs? Journal of Management Development, 32(9), 1023–1035. https://doi.org/10.1108/jmd-02-2012-0032
Tambunan, D. A. (2023). Pemolisian di Era Digital: Strategi dan Tantangan Polri dalam Implementasi SmartPolicing. STIKA.
Tatikonda, R., & Ganguli, R. (2025). Predictive Summary Model—a Domain-Guided Approach to Generate Informative Summaries. Mining, Metallurgy & Exploration, 42(5), 2781–2793. https://doi.org/10.1007/s42461-025-01316-y
Usman, N. (2002). Konteks implementasi berbasis Kurikulum. Jakarta: Grasindo.
Van Brakel, R. (2025). Pre-emptive big data surveillance and its (dis) empowering consequences: The case of predictive policing. In Exploring the boundaries of big data (pp. 117–142). Routledge.
Vidgen, B., Hale, S. A., Guest, E., Margetts, H., Broniatowski, D., Waseem, Z., Botelho, A., Hall, M., & Tromble, R. (2020). Detecting East Asian Prejudice on Social Media. In Proceedings of the Fourth Workshop on Online Abuse and Harms (pp. 162–172). Association for Computational Linguistics. https://doi.org/10.18653/v1/2020.alw-1.19
Wahab, S. A. (2021). Analisis kebijakan: dari formulasi ke penyusunan model-model implementasi kebijakan publik. Bumi Aksara.
Wibowo, A., Wangsajaya, Y., & Surahmat, A. (2023). Pemolisian Digital dengan Artificial Intelligence. PT. RajaGrafindo Persada-Rajawali Pers.
Widodo, J. (2007). Analisis kebijakan publik: Konsep dan aplikasi. Boymedia Publissing, Malang.
Yolanda, N. (2021). Date of Hate in Social Media (Facebook) According to Law Number 19 of 2016 Concerning Electronic Information and Transactions. Awang Long Law Review, 3(2), 96–107. https://doi.org/10.56301/awl.v3i2.130
Zakharevych, M., & Hryhorenko, V. (2024). Digital Competence and Digital Literacy of Higher Education Acquires. Collection of Scientific Papers of Uman State Pedagogical University, 1, 119–129. https://doi.org/10.31499/2307-4906.1.2024.302215
