One-Year and Ultimate Reserve Risk in Mack Chain Ladder Model

We investigate the relation between one-year reserve risk and ultimate reserve risk in Mack Chain Ladder model in a simulation study. The first goal is to validate the so-called linear emergence pattern formula, which maps the ultimate loss to the one-year loss, in case when we measure the risks wit...

Full description

Bibliographic Details
Main Authors: Marcin Szatkowski, Łukasz Delong
Format: Article
Language:English
Published: MDPI AG 2021-08-01
Series:Risks
Subjects:
Online Access:https://www.mdpi.com/2227-9091/9/9/152
id doaj-7cc5ffae3a694af39345da8930c64811
record_format Article
spelling doaj-7cc5ffae3a694af39345da8930c648112021-09-26T01:20:18ZengMDPI AGRisks2227-90912021-08-01915215210.3390/risks9090152One-Year and Ultimate Reserve Risk in Mack Chain Ladder ModelMarcin Szatkowski0Łukasz Delong1Institute of Econometrics, SGH Warsaw School of Economics, Niepodległości 162, 02-554 Warsaw, PolandInstitute of Econometrics, SGH Warsaw School of Economics, Niepodległości 162, 02-554 Warsaw, PolandWe investigate the relation between one-year reserve risk and ultimate reserve risk in Mack Chain Ladder model in a simulation study. The first goal is to validate the so-called linear emergence pattern formula, which maps the ultimate loss to the one-year loss, in case when we measure the risks with Value-at-Risk. The second goal is to estimate the true emergence pattern of the ultimate loss, i.e., the conditional distribution of the one-year loss given the ultimate loss, from which we can properly derive a risk measure for the one-year horizon from the simulations of ultimate losses. Finally, our third goal is to test if classical actuarial distributions can be used for modelling of the outstanding loss from the ultimate and the one-year perspective. In our simulation study, we investigate several synthetic loss triangles with various duration of the claims development process, volatility, skewness, and distributional assumptions of the individual development factors. We quantify the reserve risks without and with the estimation error of the claims development factors.https://www.mdpi.com/2227-9091/9/9/152one-year riskultimate riskreserve riskemergence patternMack Chain Ladder
collection DOAJ
language English
format Article
sources DOAJ
author Marcin Szatkowski
Łukasz Delong
spellingShingle Marcin Szatkowski
Łukasz Delong
One-Year and Ultimate Reserve Risk in Mack Chain Ladder Model
Risks
one-year risk
ultimate risk
reserve risk
emergence pattern
Mack Chain Ladder
author_facet Marcin Szatkowski
Łukasz Delong
author_sort Marcin Szatkowski
title One-Year and Ultimate Reserve Risk in Mack Chain Ladder Model
title_short One-Year and Ultimate Reserve Risk in Mack Chain Ladder Model
title_full One-Year and Ultimate Reserve Risk in Mack Chain Ladder Model
title_fullStr One-Year and Ultimate Reserve Risk in Mack Chain Ladder Model
title_full_unstemmed One-Year and Ultimate Reserve Risk in Mack Chain Ladder Model
title_sort one-year and ultimate reserve risk in mack chain ladder model
publisher MDPI AG
series Risks
issn 2227-9091
publishDate 2021-08-01
description We investigate the relation between one-year reserve risk and ultimate reserve risk in Mack Chain Ladder model in a simulation study. The first goal is to validate the so-called linear emergence pattern formula, which maps the ultimate loss to the one-year loss, in case when we measure the risks with Value-at-Risk. The second goal is to estimate the true emergence pattern of the ultimate loss, i.e., the conditional distribution of the one-year loss given the ultimate loss, from which we can properly derive a risk measure for the one-year horizon from the simulations of ultimate losses. Finally, our third goal is to test if classical actuarial distributions can be used for modelling of the outstanding loss from the ultimate and the one-year perspective. In our simulation study, we investigate several synthetic loss triangles with various duration of the claims development process, volatility, skewness, and distributional assumptions of the individual development factors. We quantify the reserve risks without and with the estimation error of the claims development factors.
topic one-year risk
ultimate risk
reserve risk
emergence pattern
Mack Chain Ladder
url https://www.mdpi.com/2227-9091/9/9/152
work_keys_str_mv AT marcinszatkowski oneyearandultimatereserveriskinmackchainladdermodel
AT łukaszdelong oneyearandultimatereserveriskinmackchainladdermodel
_version_ 1716869156310089728