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Massachusetts Institute of Technology

Algorithmic intervention to mitigate inventory and ordering amplification in multi-echelon supply chains

Abstract

dc:description.abstract

The 'bullwhip effect' is a classic, yet persisting, problem with reverberating consequences in inventory management and refers to how forecast errors and safety stock builds yield increasing amplitudes in both orders and on-hand inventory positions the further one moves away from a source of order variability. The bullwhip effect is responsible for both excessive strain on real world inventory management systems, stock outs, and unnecessary capital reservation though safety stock building. In this paper, the author develops algorithmic approaches to mitigating bullwhip using simulation modeling, including cost minimization and amplification minimization, and then interprets the results in the context of existing models of human heuristics in ordering decisions. The algorithmic approaches are optimized as one member within a model of a human decision makers operating within a multi-echelon supply chain with imperfect information sharing and information delays.

Degree

thesis:*
Department dc:contributor.department
Sloan School of Management
Grantor dc:publisher
Massachusetts Institute of Technology
Year dc:date.issued
2020

Author and committee

dc:creator, dc:contributor.*
Author dc:creator
  • Paine, James Edward.
Advisor dc:contributor.advisor
  • Hazhir Rahmandad and David R. Keith.

Subjects

dc:subject × 1

Rights

dc:rights
Statement dc:rights
  • MIT theses may be protected by copyright. Please reuse MIT thesis content according to the MIT Libraries Permissions Policy, which is available through the URL provided.
Language dc:language.iso
eng

Identifiers

dc:identifier.*
Handle dc:identifier.uri
https://hdl.handle.net/1721.1/129114
OAI identifier oai:identifier
oai:dspace.mit.edu:1721.1/129114

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

Paine, James Edward.. Algorithmic intervention to mitigate inventory and ordering amplification in multi-echelon supply chains. Massachusetts Institute of Technology, 2020. https://hdl.handle.net/1721.1/129114