4.6 Article

Minimizing conditional value-at-risk under a modified basestock policy

Journal

PRODUCTION AND OPERATIONS MANAGEMENT
Volume 31, Issue 4, Pages 1822-1838

Publisher

WILEY
DOI: 10.1111/poms.13649

Keywords

basestock inventory; conditional value-at-risk; energy firms; stochastic demand and production

Ask authors/readers for more resources

This paper investigates the inventory management problem for a single-product company and proposes an appropriate basestock selection strategy based on modeling the demand and unit production time. By minimizing the annual cost, a closed-form approximation of the optimal basestock is derived. Experimental results demonstrate the accuracy and feasibility of the approximation, and several predictive indicators for adjusting the basestock strategy are analyzed. The research has been successfully applied in a Fortune 10 energy company.
Consider a single-product, make-to-stock, risk-averse company that manages its finished goods inventory by a basestock policy. Item demand is modeled as a Poisson process, and unit production time is modeled as an exponential random variable. Annual cost is equal to the sum over one year of the inventory-holding and back-ordering costs. The company wants to minimize the annual cost conditional value-at-risk by an appropriate basestock selection called the optimal basestock. After offering evidence that the optimal basestock is analytically intractable, we derive a closed-form approximation of the optimal basestock. In two independent simulation experiments, we found that the average penalty for using the approximation is less than 1%; we believe this accuracy would be acceptable for practical applications. Leveraging the approximation's accuracy and simplicity, we establish several results that may serve as predictors of the company's appropriate basestock adjustments to changes in operational, economic, and risk aversion parameters. We illustrate how our research results were successfully applied in a Fortune 10 energy company. We extend the problem setting in two different directions to widen the applicability of our research results.

Authors

I am an author on this paper
Click your name to claim this paper and add it to your profile.

Reviews

Primary Rating

4.6
Not enough ratings

Secondary Ratings

Novelty
-
Significance
-
Scientific rigor
-
Rate this paper

Recommended

No Data Available
No Data Available