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Modelling Non-Life Insurance
Case study:
Modelling a (virtual) non-life insurance company
« Feldafinger Brandkasse»,
developed 2006 by German Actuarial Association
(DAV) for the needs in education and training
Prof. Dr. Martin Balleer
Georg-August-Universität Göttingen
Germany
European Actuarial Academy GmbH
Agenda
•Structure of a DFA-model (deterministic and stochastic
approach) of a non-life insurance company
•Analysis of a virtual non-life company with two business lines
(MTPL, building insurance)
•Modelling techniques and results for claims, reserve risks, asset
risk, reinsurance, underwriting risks
Modelling non-life insurance
Corporate planning
- A deterministic approach -
Modelling non-life insurance
Corporate planning
Corporate planning
Corporate planning
Corporate planning
number of contracts
Corporate planning
Corporate planning
= costs of the claims managment
Corporate planning
Corporate planning
reserves that are estimated
when claims are reported
Corporate planning
Corporate planning
Corporate planning
Corporate planning
Corporate planning
Modelling a company
- A stochastic approach -
Modelling non-life insurance
Modelling non-life insurance
Economic result function
= technical cash-flow
Modelling non-life insurance
The distribution functions of claims of a single risk are known. In order
to calculatie the distribution function of the whole portfolio the individual
functions have to get aggregated under the assumption that the risks
are independent from another.
Modelling non-life insurance
Modelling non-life insurance
Modelling of claims
Modelling non-life insurance
Modelling non-life insurance
Claims modelling
It is useful to cluster claims in
•Attritional
•Large
•CAT
claims with regard to modelling
Modelling non-life insurance
Stochastic modelling of claims
Modelling non-life insurance
Modelling of attritional claims (MTPL)
-on Ultimate Basis –
Comment: „Ultimate Basis“ means that the final payments of claims
are considered
Modelling non-life insurance
Modelling attritional claims (MTPL)
Modelling non-life insurance
Modelling attritional claims (MTPL)
Modelling non-life insurance
Separate modelling of claims frequeny and claims severity
Modelling non-life insurance
Modelling of attritional claims frequency (1/3)
Modelling non-life insurance
Modelling of attritional claims frequency (2/3)
Modelling non-life insurance
= 64,2 x 378.610
Modelling of attritional claims frequency (3/3)
Modelling non-life insurance
Modelling of attritional claims average (1/2)
Modelling non-life insurance
Modelling of attritional claims average (2/2)
Modelling non-life insurance
not presented
in this lecture
= 2820 x 24,3
Result: Modelling of attritional claims incurred in 2006
Modelling large claims (MTPL)
Modelling non-life insurance
Modelling large claims
Modelling non-life insurance
Modelling large claims
Modelling non-life insurance
over 3 years
Modelling non-life insurance
Modelling non-life insurance
(for 1 mio exposure)
backtesting:
3,3 = 8,8 x 0,371
number of claims
= 8,8 x 378
Modelling non-life insurance
Modelling of large claims severity
Modelling non-life insurance
= 3,3 x 1,919
Modelling Building/CAT claims
Modelling non-life insurance
Modelling non-life insurance
Modelling non-life insurance
Modelling CAT claims
Modelling non-life insurance
Modelling CAT claims
Modelling non-life insurance
Modelling CAT claims
Modelling non-life insurance
DFA model
„Feldafinger Brandkasse“
DFA model
DFA model
DFA = Dynamic Financial Analysis
DFA model
DFA model
DFA model
DFA models are rather complex
because of many simulations and
many LOB and difficult to handle
DFA model
DFA model
following corporate
planning
DFA model
Expected claims (total):
68,5 + 3,3x1,9 18= 74,8
see above
Distribution of severity losses CAT risks
CAT losses
RBC ( = Risk Based Capital) calculation
within DFA
Comment: RBC stands for the required capital; in Solvency II it is
named SCR (Solvency Capital Requirement)
DFA model
DFA Model
Risk aggregation
within Solvency II
Source: DAV-CERA Modul, Klassifizierung und Modellierung von Risiken
defaultmarket underwriting 1.aggregation
2. aggregation
DFA model
DFA model
RBC = TVAR - Mean
DFA model
DFA model
DFA model
DFA model
(building)
DFA model
DFA model
DFA model
DFA model
Reserving risk
DFA model
DFA model
DFA model
Economic result: + 5,9 Mio €
DFA model
(RBC)
DFA model
Results on Company level
TVaR allocation method
DFA model
(before RI and CoC)
DFA Model
Return =
Turnover
Profit / Loss
(balance sheet)
Classical Turnover
Orientation
• Profit Turnover-Ratio
Risk CapitalRisk Capital
Economic
Result
Value and Risk Oriented
(Economical View on Return and Risk)
• Return on Risk
Adjusted Capital
(RORAC)
Source: Diers, Interne Unternehmensmodelle, ifa-Verlag Ulm, Germany
Management reacted to the altered prevailing conditions with a paradigm shift in
corporate strategy developing from classical turnover orientation to value and risk
based management in economic terms.
DFA model
DFA Model
Risk margin: Cost of Capital Background: MVM is the risk premium for
an investor who has to finance risk capital;
r(t) is risk free rate, CoC is the spread.
DFA model
+ 0,2 (gross) minus reinsurance
effect of - 1,5 = -1,3
(assets)
Thank you for your attention !
Prof. Dr. Martin Balleer
European Actuarial Academy GmbH
Georg-August-Universität Göttingen
Germany
martin.balleer@actuarial-academy.com

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