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Massachusetts Institute of Technology

Manufacturing risk assessment and uncertainty analysis for early stage (Pre-phase III) pharmaceutical drug production

Abstract

dc:description.abstract

Supply chains in the pharmaceutical industry are growing increasingly more complex and expanding their geographic reach both in manufacturing production and to the end consumer, the patient. Physical development, manufacturing and distribution of these drugs, both of biologics and small molecules, is extremely technical in science and processes. Additionally, the industry is highly regulated with nuanced requirements that vary by country of origin and consumption, adding complexity to the drug development process. For these reasons, companies are pushing for longer range planning and forecasting of their drug pipelines, beginning the process earlier for drugs that are in pre-clinical phases of production in order to adequately plan for capacity in manufacturing and distribution. Working with data on a number of small molecules across different lines of treatment in the drug development pipeline, a discrete event simulation model was developed to simulate production quantity outputs given varying levels of stochastic parameters such as drug dosage, treatment duration, patient population, patient compliance, and competitive market share. Results from the simulations were used to assess manufacturing capacity risk given capacity and resource capabilities. The outputs of the model built in this thesis can be used to better inform capacity planning decisions for these early stage molecules.

Degree

thesis:*
Department dc:contributor.department
Massachusetts Institute of Technology. Supply Chain Management Program.
Grantor dc:publisher
Massachusetts Institute of Technology
Year dc:date.issued
2017

Author and committee

dc:creator, dc:contributor.*
Author dc:creator
  • Chen, Emily, M. Eng. Massachusetts Institute of Technology
Advisor dc:contributor.advisor
  • Ozgu Turgut.

Subjects

dc:subject × 1

Rights

dc:rights
Statement dc:rights
  • MIT theses are protected by copyright. They may be viewed, downloaded, or printed from this source but further reproduction or distribution in any format is prohibited without written permission.
Language dc:language.iso
eng

Identifiers

dc:identifier.*
Handle dc:identifier.uri
http://hdl.handle.net/1721.1/112872
OAI identifier oai:identifier
oai:dspace.mit.edu:1721.1/112872

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

Chen, Emily, M. Eng. Massachusetts Institute of Technology. Manufacturing risk assessment and uncertainty analysis for early stage (Pre-phase III) pharmaceutical drug production. Massachusetts Institute of Technology, 2017. http://hdl.handle.net/1721.1/112872