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All Journal J-REMI : Jurnal Rekam Medik dan Informasi Kesehatan
Sinlae, Andrey Reynaldi Devada
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Health Professions Public Health

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Forecasting Kapasitas Tempat Tidur di Rumah Sakit Islam Jakarta Pondok Kopi Sinlae, Andrey Reynaldi Devada; Hosizah, Hosizah; Nurmalasari, Mieke
J-REMI : Jurnal Rekam Medik dan Informasi Kesehatan Vol 7 No 2 (2026): March (Issue in Progress)
Publisher : Politeknik Negeri Jember

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.25047/j-remi.v7i2.5727

Abstract

In 2022–2023, bed utilization at RSIJ Pondok Kopi was inefficient according to the Barber–Johnson (GBJ) standard, with Bed Occupancy Rates (BOR) of 53% in 2022 and 74% in 2023, both below the ideal range. This inefficiency was partly due to the absence of bed capacity adjustments based on accurate forecasting. This study aimed to conduct bed capacity forecasting at RSIJ Pondok Kopi. This applied retrospective study employed data mining techniques using Tableau with the Exponential Smoothing algorithm. Data on inpatient days and discharged patients from 1992 to 2023 were collected and processed following the Knowledge Discovery in Databases (KDD) framework. One optimal forecasting model was selected for each variable. Bed capacity projections were calculated using BOR assumptions of 75% and 85%, and Turnover Interval (TOI) assumptions of 1 and 3 days, with the Barber–Johnson chart used for evaluation. Forecasted bed requirements were estimated at 183–192 units (2024), 185–194 (2025), 187–196 (2026), 189–197 (2027), and 190–199 (2028). Compared with actual data through May 2024, the hospital had 10 excess beds. Therefore, more intensive promotional strategies are recommended to improve bed utilization.
Co-Authors Hosizah Hosizah Nurmalasari, Mieke