Utilization of AI-Based Predictive Analytics in Public Health Planning

Authors

  • Inaya Nur Aini Poltekkes Kemenkes Yogyakarta Author
  • Isah Fitriani Universitas Ahmad Dahlan Author
  • Tri Yuniarti STIKES Mambaul Ulum Surakarta Author

DOI:

https://doi.org/10.62872/xvj79d79

Keywords:

artificial intelligence, decision making, oredictive analytics, health planning

Abstract

The public health planning faces on increasing challenges related to disease burden, limited resources, and the need of more proactive decision-making. In this context, artificial intelligence–based on predictive analytics offers potential support for evidence-based public health planning through data utilization and health trend forecasting. The study aims to analyze the utilization of artificial intelligence–based predictive analytics in public health planning and its role in support of planning quality. A quantitative descriptive-analytical design was employed by structured questionnaires data collection involving stakeholders engaged in public health planning. Data were analyzed by using descriptive statistics and descriptive relational analysis to map patterns of predictive analytics utilization and planning quality. The findings indicate that predictive analytics utilization is a moderate to high level and is positively associated with public health planning quality, particularly in data-driven decision-making and anticipatory capacity for future health needs. However, predictive analytics is more frequently applied to forecasting purposes than for direct resource allocation and operational decision-making. The study concludes that artificial intelligence–based predictive analytics serves as an important decision-support instrument in evidence-based public health planning, while further institutional capacity building and governance improvements data are required to maximize its impact.

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References

1) Affinito, G. (2025). AI-Based Population-Level Disability Estimation and Trajectory Forecasting. The European Journal of Public Health, 35. https://doi.org/10.1093/eurpub/ckaf161.087.

2) Al-Nafjan, A., Aljuhani, A., Alshebel, A., Alharbi, A., & Alshehri, A. (2025). Artificial Intelligence in Predictive Healthcare: A Systematic Review. Journal of Clinical Medicine, 14. https://doi.org/10.3390/jcm14196752.

3) Alowais, S., Alghamdi, S., Alsuhebany, N., Alqahtani, T., Alshaya, A., Almohareb, S., Aldairem, A., Alrashed, M., Saleh, K., Badreldin, H., Yami, M., Harbi, S., & Albekairy, A. (2023). Revolutionizing healthcare: the role of artificial intelligence in clinical practice. BMC Medical Education, 23. https://doi.org/10.1186/s12909-023-04698-z.

4) Fatra, D., Paramita, L., Maula, S., & Rukmana, D. (2025). Partisipasi Masyarakat dalam Pengambilan Keputusan Program Keluarga Berencana (KB) di Kelurahan Tegal Besar Kabupaten Jember. Sosial Simbiosis : Jurnal Integrasi Ilmu Sosial dan Politik. https://doi.org/10.62383/sosial.v2i1.1358.

5) George, J., Ramsay, A., Crowe, S., & Hayward, A. (2025). Using population risk prediction for healthcare planning: a qualitative study of healthcare planners’ experiences and views. Journal of Public Health (Oxford, England), 47, 540 - 549. https://doi.org/10.1093/pubmed/fdaf070.

6) Junguka, Z. (2025). Predictive Modeling in Public Health: The Role of AI. NEWPORT INTERNATIONAL JOURNAL OF RESEARCH IN MEDICAL SCIENCES. https://doi.org/10.59298/nijrms/2025/6.2.147153.

7) Kapoor, M. (2025). AI and public health: Charting a path to smarter decision-making. Global Journal of Engineering and Technology Advances. https://doi.org/10.30574/gjeta.2025.23.1.0132.

8) Kapoor, M. (2025). AI and public health: Charting a path to smarter decision-making. Global Journal of Engineering and Technology Advances. https://doi.org/10.30574/gjeta.2025.23.1.0132.

9) Kolawole, T., Mustapha, A., Mbata, A., Tomoh, B., Forkuo, A., & Kelvin-Agwu, M. (2025). A Systematic Review of Predictive Analytics Applications in Early Disease Detection and Diagnosis. Engineering and Technology Journal. https://doi.org/10.47191/etj/v10i03.35.

10) Kotp, M., Ismail, H., Basyouny, H., Aly, M., Hendy, A., Nashwan, A., Hendy, A., & Elmoaty, A. (2025). Empowering nurse leaders: readiness for AI integration and the perceived benefits of predictive analytics. BMC Nursing, 24. https://doi.org/10.1186/s12912-024-02653-x.

11) Molldrem, S., Smith, A., & Mcclelland, A. (2022). Predictive analytics in HIV surveillance require new approaches to data ethics, rights, and regulation in public health. Critical Public Health, 33, 275 - 281. https://doi.org/10.1080/09581596.2022.2113035.

12) Nascimento, I., Marcolino, M., Abdulazeem, H., Weerasekara, I., Azzopardi-Muscat, N., Gonçalves, M., & Novillo-Ortiz, D. (2021). Impact of Big Data Analytics on People’s Health: Overview of Systematic Reviews and Recommendations for Future Studies. Journal of Medical Internet Research, 23. https://doi.org/10.2196/27275.

13) Odilibe, I., Ogugua, J., Onwumere, C., Arowoogun, J., Anyanwu, E., & Akomolafe, O. (2024). Data science in public health: A review of predictive analytics for disease control in the USA and Africa. World Journal of Advanced Research and Reviews. https://doi.org/10.30574/wjarr.2024.21.1.0383.

14) Olii, N., Claudia, J., Yanti, F., Abdul, N., Tompunuh, M., Suherlin, I., & Luawo, H. (2022). PERMBERDAYAAN KADER KESEHATAN DALAM PELAKSANAAN PROGRAM PERENCANAAN PERSALINAN DAN PENCEGAHAN KOMPLIKASI. JMM (Jurnal Masyarakat Mandiri). https://doi.org/10.31764/jmm.v6i1.6285.

15) Olugbami, O., & Ogundeko, O. (2025). AI-enhanced predictive analytics systems combatting health disparities while driving equity in U.S. healthcare delivery. World Journal of Advanced Research and Reviews. https://doi.org/10.30574/wjarr.2025.25.1.0298.

16) Panteli, D., Adib, K., Buttigieg, S., Goiana-Da-Silva, F., Ladewig, K., Azzopardi-Muscat, N., Figueras, J., Novillo-Ortiz, D., & McKee, M. (2025). Artificial intelligence in public health: promises, challenges, and an agenda for policy makers and public health institutions. The Lancet. Public Health, 10, e428 - e432. https://doi.org/10.1016/s2468-2667(25)00036-2.

17) Rahman, D., Gultom, E., & Permana, S. (2025). Mekanisme dan Implikasi Hukum Perdamaian dalam Kepailitan Berdasarkan Undang-Undang Nomor 37 Tahun 2004. Mahkamah : Jurnal Riset Ilmu Hukum. https://doi.org/10.62383/mahkamah.v2i3.670.

18) Rawat, P. (2025). AI-Enabled Predictive Analytics in US Healthcare Leveraging Cloud-Based Data Warehousing for Disease Forecasting. International Journal For Multidisciplinary Research. https://doi.org/10.36948/ijfmr.2025.v07i01.42902.

19) Sarwono, A. E., & Handayani, A. (2021). Metode kuantitatif. Unisri Press.

20) Setiaji, B., & Pramudho, P. (2022). PEMANFAATAN TEKNOLOGI INFORMASI BERBASIS DATA DAN JURNAL UNTUK REKOMENDASI KEBIJAKAN BIDANG KESEHATAN. HEALTHY : Jurnal Inovasi Riset Ilmu Kesehatan. https://doi.org/10.51878/healthy.v1i3.1649.

21) Siska, M., Siregar, I., Saputra, A., Juliana, M., & Afifudin, M. (2023). Kecerdasan Buatan dan Big Data dalam Industri Manufaktur: Sebuah Tinjauan Sistematis. Nusantara Technology and Engineering Review. https://doi.org/10.55732/nter.v1i1.1119.

22) Sukardi, Y., & , N. (2025). Peran Teknologi Analitik Digital untuk Pengambilan Keputusan Strategis bagi Pengusaha UMKM Perempuan di Kota Bandung. JURNAL NUSANTARA APLIKASI MANAJEMEN BISNIS. https://doi.org/10.29407/nusamba.v10i2.23709.

23) Tripathi, A. (2025). Artificial Intelligence in Public Health Surveillance: A Cross-Disciplinary Assessment of Predictive Analytics and Ethical Concerns. Edulogic International Journal for Multi Disciplinary Research. https://doi.org/10.63665/eijmr.v01i01.2.

24) Wijaya, S. (2018). ANALISIS IMPLEMENTASI PROGRAM JAMINAN KESEHATAN NASIONAL BERDASARKAN ANGGOTA KEPESERTAAN BPJS (STUDI DI PUSKESMAS WIYUNG, KOTA SURABAYA TAHUN 2017). , 1. https://doi.org/10.33006/ji-kes.v1i2.108.

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Published

2026-01-28

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How to Cite

Utilization of AI-Based Predictive Analytics in Public Health Planning. (2026). Journal of Public Health Indonesian, 2(5), 44-52. https://doi.org/10.62872/xvj79d79

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