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[Penentuan Cadangan IBNR Menggunakan Metode Cape Cod Parametrik = Determining the IBNR Reserve using A Parametric CAPE COD Model, State and local government : public life in America]

George H. Cox, Raymond A. Rosenfeld (Wadsworth/Thomson Learning, Belmont, CA, [, 2001])

 Abstrak

[

Seiring dengan perkembangan dunia industri menuju fase industri 5.0, asuransi memainkan peran krusial dalam mitigasi risiko kerugian yang dapat terjadi akibat berbagai kejadian yang tidak terduga. Untuk mendukung peran tersebut, penelitian ini bertujuan untuk menentukan cadangan klaim Incurred But Not Reported (IBNR), yaitu klaim yang telah terjadi namun belum dilaporkan kepada perusahaan asuransi, menggunakan metode Cape Cod parametrik. Metode Cape Cod parametrik dipilih karena mampu mengatasi kelemahan metode Chain Ladder, Bornhuetter-Ferguson, dan Cape Cod klasik, seperti sensitivitas terhadap outlier, ketidakstabilan estimasi, dan kurang optimalnya penggunaan informasi premi. Metode ini mengadaptasi pendekatan Cape Cod klasik dengan melibatkan informasi premi dan parameter distribusi dari data klaim untuk estimasi cadangan yang lebih akurat. Proses penerapannya diawali dengan penentuan distribusi parametrik yang tepat untuk memodelkan claim cost per unit exposure. Apabila model distribusi yang terpilih merupakan bagian dari keluarga exponensial dispersi, maka metode Cape Cod parametrik dapat diterapkan. Metode Cape Cod parametrik akan diimplementasikan pada data run-off triangle dari Institute of Actuaries of Australia. Hasil penelitian menunjukkan bahwa metode Cape Cod parametrik dapat memberikan estimasi cadangan klaim IBNR dengan tingkat akurasi yang baik. Akurasi prediksi diukur menggunakan Mean Absolute Percentage Error (MAPE) dengan hasil 2.047%.


As the industrial world progresses towards the Industry 5.0 phase, insurance plays a crucial role in mitigating the risks of losses that can occur due to various unforeseen events. To support this role, this study aims to determine the Incurred But Not Reported (IBNR) claim reserves, which are claims that have occurred but have not yet been reported to the insurance company, using the parametric Cape Cod method. The claim data used are run-off triangle data from the Institute of Actuaries of Australia. This method adapts the classical Cape Cod approach by incorporating premium information and the distribution parameters of claim data for more accurate estimates. The parametric Cape Cod method was chosen because it can address the shortcomings of the Chain Ladder, Bornhuetter-Ferguson, and classical Cape Cod methods, such as sensitivity to outliers, instability of estimates, and suboptimal use of premium information. The implementation process includes checking the distribution of claim cost per unit exposure using the Kolmogorov-Smirnov method and calculating dispersion parameters. The results show that the parametric Cape Cod method can provide more stable and accurate IBNR claim reserve estimates, especially in handling volatility and outliers in claim data. Prediction accuracy is measured using the Mean Absolute Percentage Error (MAPE), with results indicating a good level of accuracy of 2.047%.

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 Metadata

No. Panggil : 320.473 COX s
Entri utama-Nama orang :
Entri tambahan-Nama orang :
Subjek :
Penerbitan : Australia: Wadsworth/Thomson Learning, Belmont, CA, [, 2001]
Physicsxvi, 352 pages : illustrations ; 26 cm
Typetext
Formatvolume
Languageeng
  • Ketersediaan
  • Ulasan
No. Panggil No. Barkod Ketersediaan
320.473 COX s 01-24-01874 TERSEDIA
320.473 COX s TERSEDIA
Ulasan:
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