A Multiproduct Risk-Averse Newsvendor with Law-Invariant Coherent Measures of Risk

We consider a multiproduct risk-averse newsvendor under the law-invariant coherent measures of risk. We first establish several fundamental properties of the model regarding the convexity of the problem, the symmetry of the solution, and the impact of risk aversion. Specifically, we show that for identical products with independent demands, increased risk aversion leads to decreased orders. 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 to compute as the classical risk-neutral solutions. We also show that the risk-neutral solution is asymptotically optimal as the number of products tends to be infinity, and thus risk aversion has no impact in the limit. For a risk-averse newsvendor with dependent demands, we show that positively (negatively) dependent demands lead to lower (higher) optimal order quantities than independent demands. Using a numerical study, we examine the convergence rates of the approximations and develop additional insights into the interplay between dependent demands and risk aversion.

[1]  Evan L. Porteus Chapter 12 Stochastic inventory theory , 1990 .

[2]  Philippe Artzner,et al.  Coherent Measures of Risk , 1999 .

[3]  A. F. Veinott Optimal Policy for a Multi-product, Dynamic Non-Stationary Inventory Problem , 1965 .

[4]  Sridhar Seshadri,et al.  Hedging Inventory Risk Through Market Instruments , 2005, Manuf. Serv. Oper. Manag..

[5]  S. Kusuoka,et al.  Homogeneous Law Invariant Coherent Multiperiod Value Measures and their Limits , 2004 .

[6]  C. Heyde,et al.  What Is a Good Risk Measure: Bridging the Gaps between Data, Coherent Risk Measures, and Insurance Risk Measures , 2006 .

[7]  H. Föllmer,et al.  Stochastic Finance: An Introduction in Discrete Time , 2002 .

[8]  Wlodzimierz Ogryczak,et al.  On consistency of stochastic dominance and mean–semideviation models , 2001, Math. Program..

[9]  Andrzej Ruszczynski,et al.  A risk-averse newsvendor with law invariant coherent measures of risk , 2008, Oper. Res. Lett..

[10]  Alexander Shapiro,et al.  Conditional Risk Mappings , 2005, Math. Oper. Res..

[11]  H. Konno,et al.  Mean-absolute deviation portfolio optimization model and its applications to Tokyo stock market , 1991 .

[12]  Matthew J. Sobel,et al.  Inventory Control with an Exponential Utility Criterion , 1992, Oper. Res..

[13]  Alexander Schied,et al.  Convex measures of risk and trading constraints , 2002, Finance Stochastics.

[14]  Peng Sun,et al.  Risk Aversion in Inventory Management , 2007, Oper. Res..

[15]  Hon-Shiang Lau,et al.  Manufacturer's pricing strategy and return policy for a single-period commodity , 1999, Eur. J. Oper. Res..

[16]  Alexander Shapiro,et al.  Lectures on Stochastic Programming: Modeling and Theory , 2009 .

[17]  Alexander Shapiro,et al.  Optimization of Convex Risk Functions , 2006, Math. Oper. Res..

[18]  Houmin Yan,et al.  Channel Coordination with a Risk‐Neutral Supplier and a Downside‐Risk‐Averse Retailer , 2005 .

[19]  F. Delbaen,et al.  Dynamic Monetary Risk Measures for Bounded Discrete-Time Processes , 2004, math/0410453.

[20]  Wlodzimierz Ogryczak,et al.  Dual Stochastic Dominance and Related Mean-Risk Models , 2002, SIAM J. Optim..

[21]  Philipp J. Schönbucher,et al.  Advances in Finance and Stochastics , 2002 .

[22]  E. Ignall,et al.  Optimality of Myopic Inventory Policies for Several Substitute Products , 1969 .

[23]  G. Ryzin,et al.  On the Relationship Between Inventory Costs and Variety Benefits in Retailassortments , 1999 .

[24]  Arthur F. Veinott,et al.  Analysis of Inventory Systems , 1963 .

[25]  Jan A. Van Mieghem Capacity Management, Investment, and Hedging: Review and Recent Developments , 2003 .

[26]  E. Lehmann Ordered Families of Distributions , 1955 .

[27]  Wlodzimierz Ogryczak,et al.  From stochastic dominance to mean-risk models: Semideviations as risk measures , 1999, Eur. J. Oper. Res..

[28]  Feller William,et al.  An Introduction To Probability Theory And Its Applications , 1950 .

[29]  Houmin Yan,et al.  Coordination of Supply Chains with Risk-Averse Agents , 2009 .

[30]  R. Rockafellar,et al.  Optimization of conditional value-at risk , 2000 .

[31]  Mark A. McComb Comparison Methods for Stochastic Models and Risks , 2003, Technometrics.

[32]  Alexander Shapiro,et al.  Coherent risk measures in inventory problems , 2007, Eur. J. Oper. Res..

[33]  Richard V. Evans Inventory control of a multiproduct system with a limited production resource , 1967 .

[34]  Naomi Miller,et al.  Risk-adjusted probability measures in portfolio optimization with coherent measures of risk , 2008, Eur. J. Oper. Res..

[35]  C. Heyde,et al.  What Is a Good External Risk Measure: Bridging the Gaps between Robustness, Subadditivity, and Insurance Risk Measures , 2007 .

[36]  William Feller,et al.  An Introduction to Probability Theory and Its Applications , 1967 .

[37]  Myoung‐jae Lee Probability inequalities in multivariate distributions , 1999 .

[38]  Darinka Dentcheva,et al.  Optimization with Stochastic Dominance Constraints , 2003, SIAM J. Optim..

[39]  Sungyong Choi Risk-averse newsvendor models , 2009 .

[40]  D. Simchi-Levi,et al.  Mean‐variance trade‐offs in supply contracts , 2006 .

[41]  Josef Hadar,et al.  Rules for Ordering Uncertain Prospects , 1969 .

[42]  Zhe George Zhang,et al.  Technical Note - A Risk-Averse Newsvendor Model Under the CVaR Criterion , 2009, Oper. Res..

[43]  S. Kusuoka On law invariant coherent risk measures , 2001 .

[44]  Shaun S. Wang,et al.  Axiomatic characterization of insurance prices , 1997 .

[45]  M. Anvari,et al.  Optimality Criteria and Risk in Inventory Models: The Case of the Newsboy Problem , 1987 .

[46]  Freddy Delbaen,et al.  COHERENT RISK MEASURES ON GENERAL PROBABILITY , 2022 .

[47]  Libor Pospisil,et al.  Tradeable Measures of Risk , 2007 .

[48]  Ronald A. Howard,et al.  Decision analysis: practice and promise , 1988 .

[49]  S. Seshadri,et al.  Risk intermediation in supply chains , 2000 .

[50]  F. Delbaen Coherent Risk Measures on General Probability Spaces , 2002 .

[51]  Gérard P. Cachon,et al.  Decision Bias in the Newsvendor Problem with a Known Demand Distribution: Experimental Evidence.: Experimental Evidence. , 2000 .

[52]  Yimin Wang,et al.  On the Value of Mix Flexibility and Dual Sourcing in Unreliable Newsvendor Networks , 2005, Manuf. Serv. Oper. Manag..

[53]  E. Rowland Theory of Games and Economic Behavior , 1946, Nature.

[54]  D. Tasche,et al.  On the coherence of expected shortfall , 2001, cond-mat/0104295.

[55]  Jan A. Van Mieghem,et al.  Commissioned Paper: Capacity Management, Investment, and Hedging: Review and Recent Developments , 2003, Manuf. Serv. Oper. Manag..

[56]  A. Ruszczynski,et al.  Frontiers of Stochastically Nondominated Portfolios , 2003 .

[57]  E. Elton Modern portfolio theory and investment analysis , 1981 .

[58]  Andy A. Tsay,et al.  Risk sensitivity in distribution channel partnerships: implications for manufacturer return policies , 2002 .

[59]  Jan A. Van Mieghem,et al.  Risk Mitigation in Newsvendor Networks: Resource Diversification, Flexibility, Sharing, and Hedging , 2007, Manag. Sci..

[60]  Kee H. Chung,et al.  Risk in Inventory Models: The Case of the Newsboy Problem — Optimality Conditions , 1990 .

[61]  H. Levy Stochastic Dominance: Investment Decision Making under Uncertainty , 2010 .

[62]  Awi Federgruen,et al.  Computational Issues in an Infinite-Horizon, Multiechelon Inventory Model , 1984, Oper. Res..

[63]  A. Shapiro Asymptotics of minimax stochastic programs , 2008 .

[64]  Daniel P. Heyman,et al.  Stochastic models in operations research , 1982 .

[65]  A. Ruszczynski,et al.  Optimization of Risk Measures , 2006 .

[66]  Vipul Agrawal,et al.  Impact of Uncertainty and Risk Aversion on Price and Order Quantity in the Newsvendor Problem , 2000, Manuf. Serv. Oper. Manag..

[67]  Hon-Shiang Lau The Newsboy Problem under Alternative Optimization Objectives , 1980 .

[68]  D. Walkup,et al.  Association of Random Variables, with Applications , 1967 .

[69]  George L. Nemhauser,et al.  Handbooks in operations research and management science , 1989 .

[70]  G. Calafiore,et al.  Probabilistic and Randomized Methods for Design under Uncertainty , 2006 .

[71]  Peter Kall,et al.  Stochastic Programming , 1995 .

[72]  Jun-ya Gotoh,et al.  Newsvendor solutions via conditional value-at-risk minimization , 2007, Eur. J. Oper. Res..

[73]  Gregory A. DeCroix,et al.  Optimal Production and Inventory Policy for Multiple Products Under Resource Constraints , 1998 .

[74]  Frank Riedel,et al.  Dynamic Coherent Risk Measures , 2003 .

[75]  Awi Federgruen,et al.  Capacitated Multi-Item Inventory Systems with Random and Seasonally Fluctuating Demands: Implications for Postponement Strategies , 2001, Manag. Sci..

[76]  P. A. P. Moran,et al.  An introduction to probability theory , 1968 .

[77]  L. Eeckhoudt,et al.  The Risk-Averse and Prudent Newsboy , 1995 .

[78]  Shabbir Ahmed,et al.  A note on natural risk statistics , 2008, Oper. Res. Lett..