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Massachusetts Institute of Technology

New approaches for integrating revenue and supply chain management

Abstract

dc:description.abstract

First, we describe a general framework called online customer selection that describes natural settings where suppliers must actively select which customer requests to serve. Unlike traditional revenue management models that have sunk costs, we assume there are supply chain costs that depend on the demand being served. Specifically, customers arrive in an online manner, each with a set of requirements and associated revenue, and are either accepted or rejected upon arrival. Rejected customers incur a lost-sales cost, while accepted customers are satisfied with minimum possible production cost. The goal of the supplier is to minimize the total cost of lost sales and production. We provide algorithms with strong performance guarantees that are based on new variants of repeated optimization as well as concepts from mechanism design. Second, we study the use of opaque products in a retail setting. A product is said to be opaque when one or more of its attributes are hidden until the transaction is complete. Opaque products have been used in the hotel and airline industry where customers purchase rooms or airfare without a priori knowledge of the brand name. In this work, we propose the use of opaque product selling in the retail industry, where there are nonperishable goods and supply chain costs. We show that a small amount of opaque selling can achieve significant ordering and holding costs savings for the supply chain. Moreover, we describe settings when a stationary opaque selling strategy can outperform a common dynamic pricing strategy. Third, we focus on a variant of the joint replenishment problem, which arises in the previous two parts as well as in inventory management, logistics, and maintenance scheduling. In this problem, there are multiple item types that each has a given time-dependent sequence of demands that need to satisfied. Every time an order of item types is placed, there is an associated fixed setup cost that is submodular in the subset of item types ordered. The overall goal is to minimize the total fixed ordering costs plus inventory holding costs. We provide a variety of approximation algorithms for this problem and some special cases.

Degree

thesis:*
Department dc:contributor.department
Massachusetts Institute of Technology. Operations Research Center.
Grantor dc:publisher
Massachusetts Institute of Technology
Year dc:date.issued
2014

Author and committee

dc:creator, dc:contributor.*
Author dc:creator
  • Elmachtoub, Adam Nabil
Advisor dc:contributor.advisor
  • Retsef Levi.

Subjects

dc:subject × 1

Rights

dc:rights
Statement dc:rights
  • M.I.T. theses are protected by copyright. They may be viewed from this source for any purpose, but reproduction or distribution in any format is prohibited without written permission. See provided URL for inquiries about permission.
Language dc:language.iso
eng

Identifiers

dc:identifier.*
Handle dc:identifier.uri
http://hdl.handle.net/1721.1/92612
OAI identifier oai:identifier
oai:dspace.mit.edu:1721.1/92612

Chain of custody

source
Harvested from
MIT
Base URL
dspace.mit.edu/oai/request
Last updated
2026-07-22
Source record
OAI-PMH GetRecord
citation

Elmachtoub, Adam Nabil. New approaches for integrating revenue and supply chain management. Massachusetts Institute of Technology, 2014. http://hdl.handle.net/1721.1/92612