Fuzzy Based Decision Support Model for Health Insurance Claim
DOI:
https://doi.org/10.31449/inf.v46i7.4325Abstract
Insurance industry in Indonesia has shown promising result based on premium growth in 2014-2018, as recorded in Indonesia General Insurance Market Update 2019. With the increase of premium, the claim rate also grows. Insurance companies face challenges in processing the claims. Many factors need to be carefully considered before making a claim decision. This paper proposes a decision support model (DSM) to score claim cases and to propose claim risk category (CRC) and claim decision (CD). The model was built with 13 parameters, divided into non-fuzzy group and fuzzy group. The analytic hierarchy process (AHP) method was used to determine the priority weight (PW) among parameters. The Tsukamoto’s fuzzy logic (FL) method was applied to process the fuzzy parameters. A simple mathematics method (SMM) was exercised to calculate the non-fuzzy parameters, and to aggregate the result into claim risk score (CRS). Finally, CRC and CD were derived from the CRS using a rule base. The model was tested using 19611 actual claim history records. The result was: 6171 (31.47%) accepted with CRC= low, 3459 (17.64%) pending (CRC medium), and 9981 (50.89%) pending (CRC high). The DSM model was implemented in python with Google COLAB and Datapane to create various graphics.References
Asosiasi Asuransi Umum Indonesia, "Indonesia General Insurance Market Update 2019," Asosiasi Asuransi Umum Indonesia, Jakarta, 2019.
GlobalData, "Globaldata.com," 11 February 2022. [Online]. Available: https://www.globaldata.com/driven-economic-reforms-indonesian-general-insurance-market-reach-6-3bn-2025-finds-globaldata/. [Accessed 1 Apr 2022].
A. F. Shapiro, "An Overview of Insurance Uses of Fuzzy Logic," Computational Intelligence in Economics and Finance, p. 25–61, 2007.
C.-S. Huang, Y.-J. Lin and C.-C. Lin, "An Evaluation Model for Determining Insurance Policy Using AHP and Fuzzy Logic: Case Studies of Life and Annuity Insurances," in 8th WSEAS International Conference on Fuzzy Systems, Vancouver, British Columbia, Canada, 2007.
D. Himawan, "Analisis Perbandingan Menggunakan Metode AHP, TOPSIS, dan SAW dalam Studi Kasus Sistem Pendukung Keputusan Peminjam yang Layak Bagi Lembaga Keuangan," repositori.usu.ac.id, 2019.
A. I. Islam, A. Jamaludin and N. Heryana, "Sistem Pendukung Keputusan Kelayakan Klaim Asuransi Menggunakan Metode AHP," Jurnal Informatika Polinema, vol. 7, no. 2, pp. 115-122., 2021.
R. A. Sowah, M. Kuuboore, A. Ofoli, S. Kwofie, L. Asiedu, K. M. Koumadi and K. O. Apeadu, "Decision Support System (DSS) for Fraud Detection in Health Insurance Claims Using Genetic Support Vector Machines (GSVMs)," Journal of Engineering, p. 1–19, 2019.
M. F. M. Fuzi, A. A. Jemain and N. Ismail, "Bayesian quantile regression model for claim count data," Insurance: Mathematics and Economics, vol. 66, p. 124–137, 2016.
J. d. A. Sánchez, "Calculating insurance claim reserves with fuzzy regression. Fuzzy Sets and Systems," Science Direct, vol. 157, no. 23, p. 3091–3108, 2006.
Y. Sarwo, "Tinjauan Yuridis Terhadap Kecurangan (Frauds) Dalam Industri Asuransi Kesehatan di Indonesia," Kisi Hukum, vol. 14(1) , pp. 78-92, 2015.
Y. Yulia and H. Putri, "Literatur Riview Tentang Faktor Penyebab Klaim Tidak Layak Bayar BPJS Kesehatan Di Rumah Sakit Tahun 2020," Jurnal Ilmiah Perekam dan Informasi Kesehatan Imelda (JIPIKI), vol. 6(1), pp. 83-90., 2021.
D. N. Utama, Logika Fuzzy untuk Model Penunjang Keputusan, Yogyakarta: Garudhawaca, 2021.
D. N. Utama, Sistem Penunjang Keputusan: Filosofi, Teori dan Implementasi, Yogyakarta: Garudhawaca, 2017.
A. Bogner, B. Littig and W. Menz, "Introduction: Expert interviews—An introduction to a new methodological debate. In Interviewing experts," Palgrave Macmillan, pp. 1-13, 2009.
R. Opdenakker, "Advantages and disadvantages of four interview techniques in qualitative research.," Forum qualitative sozialforschung/forum: Qualitative social research, vol. 7, no. 4, 2006.
R. Singh and S. Awasthi, "Updated comparative analysis on video conferencing platforms-zoom, Google meet, Microsoft Teams, WebEx Teams and GoToMeetings," EasyChair Preprint, vol. 4026, pp. 1-9, 2020.
L. Mathiassen, A. Munk-Madsen, P. A. Nielsen and J. Stage, Object Oriented Analysis & Design, Aalborg: Marko Publishing ApS, 2000.
R. Saaty, "The analytic hierarchy process—what it is and how it is used.," Mathematical modelling, Vols. 9(3-5), pp. 161-176, 1987.
"Mathematical Model," 2021. [Online]. Available: https://en.wikipedia.org/wiki/Mathematical_model.
R. Crouch and C. Haines, "Mathematical modelling: Transitions between the real world and the mathematical model," International Journal of Mathematical Education in Science and Technology, vol. 35 , no. 2, pp. 197-206, 2004.
Yulmaini, Logika Fuzzy Studi Kasus & Penyelesaian Menggunakan Microsoft Excel dan Matlab, Yogyakarta: Penerbit ANDI, 2018.
E. Hidayat, "Logika Fuzzy [1]: Fungsi Keanggotaan," Jakarta, 2020.
L. A. Zadeh, "Soft computing and fuzzy logic.," Fuzzy Sets, Fuzzy Logic, and Fuzzy Systems: Selected Papers by Lotfi A Zadeh, pp. 796-804, 1996.
D. Kurniawan and D. N. Utama, "Decision Support Model using FIM Sugeno for Assessing the Academic Performance," Advances in Science, Technology and Engineering Systems Journal, vol. 6, pp. 605-611, 2021.
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