TY - JOUR
T1 - A Bayesian Internal Model for Reserve Risk: An Extension of the Correlated Chain Ladder
AU - Ercole, Carnevale Giulio
AU - Clemente, Gian Paolo
PY - 2020
Y1 - 2020
N2 - The goal of this paper was to exploit the Bayesian approach and MCMC procedures
to structure an internal model to quantify the reserve risk of a non-life insurer under Solvency II
regulation. To this aim, we provide an extension of the Correlated Chain Ladder (CCL) model to the
one-year time horizon. In this way, we obtain the predictive distribution of the next year obligations
and we are able to assess a capital requirement compliant with Solvency II framework. Numerical
results compare the one-year CCL with other traditional approaches, such as Re-Reserving and the
Merz and Wüthrich formula. One-year CCL proves to be a legitimate alternative, providing values
comparable with the more traditional approaches and more robust and accurate risk estimations,
that embed external knowledge not present in the data and allow for a more precise and tailored
representation of the risk profile of the insurer.
AB - The goal of this paper was to exploit the Bayesian approach and MCMC procedures
to structure an internal model to quantify the reserve risk of a non-life insurer under Solvency II
regulation. To this aim, we provide an extension of the Correlated Chain Ladder (CCL) model to the
one-year time horizon. In this way, we obtain the predictive distribution of the next year obligations
and we are able to assess a capital requirement compliant with Solvency II framework. Numerical
results compare the one-year CCL with other traditional approaches, such as Re-Reserving and the
Merz and Wüthrich formula. One-year CCL proves to be a legitimate alternative, providing values
comparable with the more traditional approaches and more robust and accurate risk estimations,
that embed external knowledge not present in the data and allow for a more precise and tailored
representation of the risk profile of the insurer.
KW - Bayesian models
KW - Claims development result
KW - Stochastic Claim Reserving
KW - Bayesian models
KW - Claims development result
KW - Stochastic Claim Reserving
UR - http://hdl.handle.net/10807/163592
U2 - 10.3390/risks8040125
DO - 10.3390/risks8040125
M3 - Article
SN - 2227-9091
VL - 2020
SP - 1
EP - 20
JO - Risks
JF - Risks
ER -