CLAIM RESERVE ESTIMATION IN THE EMPLOYMENT INJURY SECURITY (JKK) PROGRAM OF BPJS KETENAGAKERJAAN USING STOCHASTIC CHAIN LADDER METHOD

The Employment Injury Security (JKK) Program organized by BPJS Ketenagakerjaan provides protection against the risks of accidents occurring in the employment relationship, including accidents that occur on the way from home to work or the way from work to home and diseases caused by the work envir...

Full description

Saved in:
Bibliographic Details
Main Author: Mirna Asa Putri, Dwiyani
Format: Theses
Language:Indonesia
Online Access:https://digilib.itb.ac.id/gdl/view/59581
Tags: Add Tag
No Tags, Be the first to tag this record!
Institution: Institut Teknologi Bandung
Language: Indonesia
id id-itb.:59581
spelling id-itb.:595812021-09-13T12:53:30ZCLAIM RESERVE ESTIMATION IN THE EMPLOYMENT INJURY SECURITY (JKK) PROGRAM OF BPJS KETENAGAKERJAAN USING STOCHASTIC CHAIN LADDER METHOD Mirna Asa Putri, Dwiyani Indonesia Theses claim reserve, JKK, stochastic chain ladder, generalized linear model. INSTITUT TEKNOLOGI BANDUNG https://digilib.itb.ac.id/gdl/view/59581 The Employment Injury Security (JKK) Program organized by BPJS Ketenagakerjaan provides protection against the risks of accidents occurring in the employment relationship, including accidents that occur on the way from home to work or the way from work to home and diseases caused by the work environment (PAK) also an expansion of benefits in the form of a Return to Work Program. In its application, the payment of JKK claims cannot be resolved immediately which can be caused by various factors, including administrative problems and late reporting, treatment processes that require a long period of time for certain cases, occupational diseases that can only be detected after many years later and various other causes. So it is very important for BPJS Ketenagakerjaan to provide reserve funds to anticipate future claim payments. This research discusses the calculation of the estimated claims reserves using the stochastic Chain Ladder method with the Generalized Linear Model (GLM) method which can provide an interval estimates with a certain confidence value of the claim reserve value, so that it can be compared with the reserve estimation that has been carried out using the deterministic method of Basic Chain Ladder that only generates point estimates. In addition, in the GLM method, information can be obtained from the characteristics of claims severity at historical data. The results of data processing show that the claims severity is Gamma distributed, so that the estimation of claims reserves is carried out using the Gamma GLM approach. The estimated value of claim reserves is IDR.728.403.581.380 with a prediction error of 19.07% so that the estimated value is in the range of IDR.665.184.462.768 to IDR.791.622.699.992. Meanwhile, with the Chain Ladder method, an estimate of IDR.796,851,568,771 is obtained which is not included in the value of the total claim reserve interval from the Gamma GLM model approach. Based on the resulting MAPE value of 19.69%, indicating that the accuracy of the model can be assessed as good, and the MAPE value for the total claim size of 5.01% indicates a very good value. text
institution Institut Teknologi Bandung
building Institut Teknologi Bandung Library
continent Asia
country Indonesia
Indonesia
content_provider Institut Teknologi Bandung
collection Digital ITB
language Indonesia
description The Employment Injury Security (JKK) Program organized by BPJS Ketenagakerjaan provides protection against the risks of accidents occurring in the employment relationship, including accidents that occur on the way from home to work or the way from work to home and diseases caused by the work environment (PAK) also an expansion of benefits in the form of a Return to Work Program. In its application, the payment of JKK claims cannot be resolved immediately which can be caused by various factors, including administrative problems and late reporting, treatment processes that require a long period of time for certain cases, occupational diseases that can only be detected after many years later and various other causes. So it is very important for BPJS Ketenagakerjaan to provide reserve funds to anticipate future claim payments. This research discusses the calculation of the estimated claims reserves using the stochastic Chain Ladder method with the Generalized Linear Model (GLM) method which can provide an interval estimates with a certain confidence value of the claim reserve value, so that it can be compared with the reserve estimation that has been carried out using the deterministic method of Basic Chain Ladder that only generates point estimates. In addition, in the GLM method, information can be obtained from the characteristics of claims severity at historical data. The results of data processing show that the claims severity is Gamma distributed, so that the estimation of claims reserves is carried out using the Gamma GLM approach. The estimated value of claim reserves is IDR.728.403.581.380 with a prediction error of 19.07% so that the estimated value is in the range of IDR.665.184.462.768 to IDR.791.622.699.992. Meanwhile, with the Chain Ladder method, an estimate of IDR.796,851,568,771 is obtained which is not included in the value of the total claim reserve interval from the Gamma GLM model approach. Based on the resulting MAPE value of 19.69%, indicating that the accuracy of the model can be assessed as good, and the MAPE value for the total claim size of 5.01% indicates a very good value.
format Theses
author Mirna Asa Putri, Dwiyani
spellingShingle Mirna Asa Putri, Dwiyani
CLAIM RESERVE ESTIMATION IN THE EMPLOYMENT INJURY SECURITY (JKK) PROGRAM OF BPJS KETENAGAKERJAAN USING STOCHASTIC CHAIN LADDER METHOD
author_facet Mirna Asa Putri, Dwiyani
author_sort Mirna Asa Putri, Dwiyani
title CLAIM RESERVE ESTIMATION IN THE EMPLOYMENT INJURY SECURITY (JKK) PROGRAM OF BPJS KETENAGAKERJAAN USING STOCHASTIC CHAIN LADDER METHOD
title_short CLAIM RESERVE ESTIMATION IN THE EMPLOYMENT INJURY SECURITY (JKK) PROGRAM OF BPJS KETENAGAKERJAAN USING STOCHASTIC CHAIN LADDER METHOD
title_full CLAIM RESERVE ESTIMATION IN THE EMPLOYMENT INJURY SECURITY (JKK) PROGRAM OF BPJS KETENAGAKERJAAN USING STOCHASTIC CHAIN LADDER METHOD
title_fullStr CLAIM RESERVE ESTIMATION IN THE EMPLOYMENT INJURY SECURITY (JKK) PROGRAM OF BPJS KETENAGAKERJAAN USING STOCHASTIC CHAIN LADDER METHOD
title_full_unstemmed CLAIM RESERVE ESTIMATION IN THE EMPLOYMENT INJURY SECURITY (JKK) PROGRAM OF BPJS KETENAGAKERJAAN USING STOCHASTIC CHAIN LADDER METHOD
title_sort claim reserve estimation in the employment injury security (jkk) program of bpjs ketenagakerjaan using stochastic chain ladder method
url https://digilib.itb.ac.id/gdl/view/59581
_version_ 1822931113125871616