TY - JOUR
T1 - Portfolio optimization with wealth-dependent risk constraints
AU - Escobar-Anel, Marcos
AU - Wahl, Markus
AU - Zagst, Rudi
N1 - Publisher Copyright:
© 2021 Informa UK Limited, trading as Taylor & Francis Group.
PY - 2022
Y1 - 2022
N2 - Regulatory risk constraints as in the European Solvency II standard formula for insurance companies may lead to wealth-dependent constraints on the investment strategy. We develop two solution approaches for portfolio optimization problems in continuous time with wealth-dependent constraint sets. In the first approach, we reduce the optimization problem to an associate problem with constraints independent of wealth and a different utility function. The associate problem is then solved using known convex duality results. In the second approach, we use a change of control. We apply these results to Solvency II constraint sets and find that even for an investor with HARA utility who inherently reduces risk in times of distress, the constraints help to prevent the investor from taking too much risk in an optimistic market. Furthermore, we measure significant loss in utility and reduction in risk caused by the constraints, and we also evaluate the trade-off between these two effects.
AB - Regulatory risk constraints as in the European Solvency II standard formula for insurance companies may lead to wealth-dependent constraints on the investment strategy. We develop two solution approaches for portfolio optimization problems in continuous time with wealth-dependent constraint sets. In the first approach, we reduce the optimization problem to an associate problem with constraints independent of wealth and a different utility function. The associate problem is then solved using known convex duality results. In the second approach, we use a change of control. We apply these results to Solvency II constraint sets and find that even for an investor with HARA utility who inherently reduces risk in times of distress, the constraints help to prevent the investor from taking too much risk in an optimistic market. Furthermore, we measure significant loss in utility and reduction in risk caused by the constraints, and we also evaluate the trade-off between these two effects.
KW - Asset liability management
KW - Solvency II
KW - convex duality theory for portfolio constraints
KW - regulatory constraints
UR - http://www.scopus.com/inward/record.url?scp=85112699693&partnerID=8YFLogxK
U2 - 10.1080/03461238.2021.1962962
DO - 10.1080/03461238.2021.1962962
M3 - Article
AN - SCOPUS:85112699693
SN - 0346-1238
VL - 2022
SP - 244
EP - 268
JO - Scandinavian Actuarial Journal
JF - Scandinavian Actuarial Journal
IS - 3
ER -