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Modeling Bursts and Heavy Tails in Inter-Arrival Claims in Non-Life Insurance

Authors :
Mohamed Hanafy
Source :
Journal of Financial Risk Management. :314-333
Publication Year :
2020
Publisher :
Scientific Research Publishing, Inc., 2020.

Abstract

Current insurance models, assuming that inter-arrival time of claims, are distributed randomly and thus well approximated by Poisson processes. Here we provide clear proof that the timing of inter-claims fits by non-Poisson patterns, marked by rapid events, separated by long periods of inactivity. The time of inter-arrival claims will be heavy tailed, most claims will be executed quickly, while a few will have very long waiting times. We will model and analysis of insurance based on claim inter-arrival time, the time interval between two successive claims and the ability to carry out such modeling was limited by a lack of ecologically relevant data collected on claims inter-arrival. We propose a structured process behavior model based on data from Egyptian fire insurance company. Our analysis shows that claim activities can be represented by non-Poisson processes and that the subsequent distribution of inter-arrival activity times follows the Pareto distribution. These results will help researchers understand daily behavioral trends and create more sophisticated predictive models of claims.

Details

ISSN :
21679541 and 21679533
Database :
OpenAIRE
Journal :
Journal of Financial Risk Management
Accession number :
edsair.doi...........4479b9aae36817d95eca3112beab00d0