MODELLING CLAIMS SEVERITY USING PEAK OVER THRESHOLD METHOD (POT) IN PROPERTY INSURANCE

Insurance companies, as providers of insurance products, need to do a risk management control in order to avoid the error in measuring the risk. The substantial risk or loss faced by insurance policyholders is referred to as a claims severity or broad claims. One of the most commonly used risk ga...

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Main Author: Marisa
Format: Theses
Language:Indonesia
Online Access:https://digilib.itb.ac.id/gdl/view/39111
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Institution: Institut Teknologi Bandung
Language: Indonesia
id id-itb.:39111
spelling id-itb.:391112019-06-24T08:41:10ZMODELLING CLAIMS SEVERITY USING PEAK OVER THRESHOLD METHOD (POT) IN PROPERTY INSURANCE Marisa Indonesia Theses property insurance, extreme value theory, peak over threshold, value at risk, generalized pareto distribution, claim reserves. INSTITUT TEKNOLOGI BANDUNG https://digilib.itb.ac.id/gdl/view/39111 Insurance companies, as providers of insurance products, need to do a risk management control in order to avoid the error in measuring the risk. The substantial risk or loss faced by insurance policyholders is referred to as a claims severity or broad claims. One of the most commonly used risk gauges is the Value at Risk (VaR) by assuming the regular occurrence. The severity of claims can be extensive when the frequency is minimum or can be called as extreme events that give a huge impact. Therefore, in this thesis, the distribution model of extreme value theory is used to analyze extreme event data with a Peak Over Threshold (POT) approach which generates the distribution Generalized Pareto. In specifying an extreme value using the POT method, will assigned some candidates of a limit of threshold (u) from the result of the mean excess function plot. The threshold candidate will be tested using the Kolmogorov Smirnov test to get a threshold value that matches with the Generalized Pareto distribution. The matching value will be used in performing calculations of the value at risk that will be used later in calculating a reserved claim. In applying this method, will use broad data claims on property insurance that occurred in the year 2010-2016. 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 Insurance companies, as providers of insurance products, need to do a risk management control in order to avoid the error in measuring the risk. The substantial risk or loss faced by insurance policyholders is referred to as a claims severity or broad claims. One of the most commonly used risk gauges is the Value at Risk (VaR) by assuming the regular occurrence. The severity of claims can be extensive when the frequency is minimum or can be called as extreme events that give a huge impact. Therefore, in this thesis, the distribution model of extreme value theory is used to analyze extreme event data with a Peak Over Threshold (POT) approach which generates the distribution Generalized Pareto. In specifying an extreme value using the POT method, will assigned some candidates of a limit of threshold (u) from the result of the mean excess function plot. The threshold candidate will be tested using the Kolmogorov Smirnov test to get a threshold value that matches with the Generalized Pareto distribution. The matching value will be used in performing calculations of the value at risk that will be used later in calculating a reserved claim. In applying this method, will use broad data claims on property insurance that occurred in the year 2010-2016.
format Theses
author Marisa
spellingShingle Marisa
MODELLING CLAIMS SEVERITY USING PEAK OVER THRESHOLD METHOD (POT) IN PROPERTY INSURANCE
author_facet Marisa
author_sort Marisa
title MODELLING CLAIMS SEVERITY USING PEAK OVER THRESHOLD METHOD (POT) IN PROPERTY INSURANCE
title_short MODELLING CLAIMS SEVERITY USING PEAK OVER THRESHOLD METHOD (POT) IN PROPERTY INSURANCE
title_full MODELLING CLAIMS SEVERITY USING PEAK OVER THRESHOLD METHOD (POT) IN PROPERTY INSURANCE
title_fullStr MODELLING CLAIMS SEVERITY USING PEAK OVER THRESHOLD METHOD (POT) IN PROPERTY INSURANCE
title_full_unstemmed MODELLING CLAIMS SEVERITY USING PEAK OVER THRESHOLD METHOD (POT) IN PROPERTY INSURANCE
title_sort modelling claims severity using peak over threshold method (pot) in property insurance
url https://digilib.itb.ac.id/gdl/view/39111
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