|
Main
Research & Publications
|
|
Description: Classical inventory theory is
built on the risk neutral assumption. However, inventory managers
can be risk averse especially when they deal with high-value
products. Risk aversion can change firms' optimal decisions on
production and inventory, and provides a more general conceptual
framework for measuring and optimizing performance. While the
concept of risk aversion has been widely accepted in finance and
economics literature, it is finding its entrance to operations
management literature in recently years.
My research in this area focuses on identifying axiom-based risk
measures suitable for various inventory models, characterizing
the optimal decisions under these measures, and comparing to
related results in finance and economies. |
|
Choi, S., A.
Ruszczynski, Y. Zhao
(2008). The Multi-Product Risk Averse
Newsvendor with Law-invariant Coherent Measures of Risk. Under Review.
Abstract: This paper studies the portfolio
effect in a multi-product newsvendor model under the
law-invariant coherent measure of risk. We first establish a few
fundamental properties for the model regarding the convexity of
the problem, the symmetry of the solution and the impact of risk
aversion. For a large but finite number of heterogeneous products
with independent demands, we derive closed-form approximations
for the optimal order quantities. The approximations are as
simple as the classical risk-neutral solutions. We also show that
as the number of products tends infinity, the risk averse
solution approaches the risk neutral solution, and thus risk
aversion has no impact in this limit. For a two-product
newsvendor with dependent demand, we show that under certain
conditions, positively (negatively) dependent demand leads to a
lower (higher) optimal order quantity than independent demand
under risk aversion. Using a numerical study, we examine the
convergence rates of the approximations and thoroughly study the
interplay of dependent demand and risk aversion. Finally, we
compare the portfolio effect in this inventory system to the
financial portfolio effect. |
|