Clinical Pathway Compliance, Length of Stay, and Cost Efficiency among Inpatients at Marsudi Waluyo Hospital
DOI:
https://doi.org/10.58421/misro.v5i3.1800Keywords:
Clinical Pathway Compliance Length of Stay, Cost Efficiency, Gross Profit Margin, HospitalAbstract
Hospitals are under increasing pressure to improve service quality while maintaining financial sustainability under Indonesia’s National Health Insurance (JKN) reimbursement system. Clinical Pathway (CP) implementation and Length of Stay (LOS) are considered important strategies for improving cost efficiency, yet their financial impact remains inconsistent across healthcare settings. Previous studies have primarily examined the influence of Clinical Pathway implementation on service quality or Length of Stay separately. In contrast, evidence regarding the combined effects of Clinical Pathway compliance and Length of Stay on hospital cost efficiency, particularly in Type D hospitals, remains limited. This study aimed to analyse the effects of Clinical Pathway compliance and Length of Stay on cost efficiency among inpatients at Marsudi Waluyo Hospital, Malang Regency, using Gross Profit Margin (GPM) as the indicator of cost efficiency. A quantitative study with an observational, analytic, and retrospective design was conducted using secondary data from medical records, Clinical Pathway forms, hospital information systems, billing records, and casemix data. The study included 361 inpatient care episodes selected through total sampling. Multiple linear regression was employed to examine the relationships among variables, and bootstrap analysis with 1,000 resamples was applied to enhance the robustness of the estimates. Clinical Pathway compliance significantly affected Gross Profit Margin (β = −0.341, p = 0.029), while Length of Stay also showed a significant negative effect (β = −10.385, p < 0.001). Simultaneously, both variables significantly influenced Gross Profit Margin (F = 30.800, p < 0.001), explaining 14.7% of its variance (R² = 0.147). Length of Stay demonstrated a stronger influence on cost efficiency. This study also contributes empirical evidence on hospital cost efficiency in a Type D hospital and provides practical guidance for hospital managers in developing evidence-based cost-control strategies.
Downloads
References
S. M. Outram et al., “Barriers and Facilitators of High-Efficiency Clinical Pathway Implementation in Community Hospitals,” Hosp. Pediatr., vol. 13, no. 10, pp. 931–939, Oct. 2023, doi: 10.1542/hpeds.2023-007173.
M. Eskandari, A. H. Alizadeh Bahmani, H. A. Mardani-Fard, I. Karimzadeh, N. Omidifar, and P. Peymani, “Evaluation of factors that influenced the length of hospital stay using data mining techniques,” BMC Med. Inform. Decis. Mak., vol. 22, no. 1, p. 280, Oct. 2022, doi: 10.1186/s12911-022-02027-w.
J. Bai, F. Bai, H. Zhu, and D. Xue, “The perceived and objectively measured effects of clinical pathways’ implementation on medical care in China,” PLoS One, vol. 13, no. 5, p. e0196776, May 2018, doi: 10.1371/journal.pone.0196776.
Y. Firmansyah and H. Subhandi Bakhtiar, “Implementation of the Clinical Pathway Paradigm in Achieving Cost-Effectiveness in Health Financing (Systematic Literature Review): Clinical Pathway Paradigm in Achieving Cost-Effectiveness in Health Financing,” Jurnal Medika Hutama, vol. 3, no. 02 Januari SE-Articles, pp. 1855–1876, Jan. 2022, [Online]. Available: https://jurnalmedikahutama.com/index.php/JMH/article/view/388
J. S. Iroth, R. A. Ahmad, and R. Pinzon, “Dampak Penerapan Clinical Pathway Terhadap Biaya Perawatan Pasien Stroke Iskemik Akut Di Rs Bethesda the Influence of Clinical Pathway Implementation and Cost of Care in Stroke Patients in Bethesda Hospital,” Berkala Ilmiah Kedokteran Duta Wacana, vol. 02-Nomor, pp. 267–277, 2016.
A. Pahriyani, T. M. Andayani, and D. P. P. I, “Pengaruh Implementasi Clinical Pathway Terhadap Luaran Klinik Dan Ekonomik Pasien Acute Coronary Syndrome the Clinical Pathways Implementation on Clinical and Economic Outcomes Acute Coronary Syndromes,” Jurnal Manajemen dan Pelayanan Farmasi Alat, vol. 4, no. 3, pp. 146–150, 2014.
F. Nur ‘Aini and F. Pribadi, “The Impact of Clinical Pathway Implementation on Cost Effectiveness in Health Care Service: A Bibliometric Analysis,” Eduvest - Journal of Universal Studies, vol. 6, no. 3, pp. 4157–4165, 2026, doi: 10.59188/eduvest.v6i3.52959.
K. Vanhaecht, W. Sermeus, and K. De Witte, The impact of Clinical Pathways on the organisation of care processes. 2007. [Online]. Available: https://shorturl.at/qBGT3
K. Vanhaecht, M. Panella, R. van Zelm, and W. Sermeus, “An overview on the history and concept of care pathways as complex interventions,” Int. J. Care Pathw., vol. 14, no. 3, pp. 117–123, Sep. 2010, doi: 10.1258/jicp.2010.010019.
W. Zhang et al., “Big-data analysis: A clinical pathway on endoscopic retrograde cholangiopancreatography for common bile duct stones,” World J. Gastroenterol., vol. 25, no. 8, pp. 1002–1011, Feb. 2019, doi: 10.3748/wjg.v25.i8.1002.
Medbridge, “Clinical Pathways: Leading the Way to Better Outcomes,” https://www.medbridge.com/blog/clinical-pathways-leading-the-way-to-better-outcomes. Accessed: Jul. 18, 2026. [Online]. Available: https://www.medbridge.com/blog/clinical-pathways-leading-the-way-to-better-outcomes
S. M. Siddique et al., “Interventions to Reduce Hospital Length of Stay in High-risk Populations,” JAMA Netw. Open, vol. 4, no. 9, p. e2125846, Sep. 2021, doi: 10.1001/jamanetworkopen.2021.25846.
A. Aladin, W. Taifur, S. Aljunid, and D. Ocviyanti, “Development of an Efficient and Effective Clinical Pathway for Cesarean Section in West Sumatra (Indonesia),” ClinicoEconomics and Outcomes Research, vol. Volume 16, pp. 461–469, May 2024, doi: 10.2147/CEOR.S447249.
M. A. Shahbazi, A. Baheri, and ..., “Hospital and regional effects on length of stay: a multilevel modeling approach,” IISE Transactions on …, 2026, doi: 10.1080/24725579.2026.2645699.
C. Liao, X. Lai, J. Zhong, W. Zeng, J. Zhang, and ..., “Reducing the length of hospital stay for patients undergoing primary total knee arthroplasty by application of enhanced recovery after surgery (ERAS) pathway …,” 2025, Springer. doi: 10.1186/s40001-025-02647-8.
…, L. Nombela-Franco, N. Werner, J. A. G. Hospital, and ..., “Impact of a Clinical Valve Coordinator on hospital length of stay and patient outcomes: results from the BENCHMARK registry,” 2026, Elsevier. [Online]. Available: https://www.sciencedirect.com/science/article/pii/S247487062500332X
S. Muchiri, F. Pakdil, and N. Azadeh-Fard, “An analysis of length of stay and readmissions of COPD patients in the US between 2010 and 2020,” International Journal of …, 2026, doi: 10.1080/20479700.2024.2403875.
K. Kostev, R. M. Gyasi, M. Konrad, D. K. Yon, and ..., “Hospital length of stay and associated factors in patients with osteoarthritis from Germany: a cross-sectional study,” 2024, mdpi.com. [Online]. Available: https://www.mdpi.com/2077-0383/13/9/2628
Kementerian Kesehatan Republik Indonesia, Peraturan Menteri Kesehatan Republik Indonesia Nomor 3 Tahun 2023 tentang Standar Tarif Pelayanan Kesehatan dalam Penyelenggaraan Program Jaminan Kesehatan. 2023.
Downloads
Additional Files
Published
How to Cite
Issue
Section
License
Copyright (c) 2026 Journal of Mathematics Instruction, Social Research and Opinion

This work is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

















