Statistical Methods for Learning Curves and Cost Analysis

Abstract

In this chapter, we first discuss statistical methods for estimating "cost progress" or "learning." We use these two terms interchangeably to describe a reduction in unit production cost as more items have been cumulatively produced over the course of a manufacturing program. Some older works defined the term "learning" in a much narrower sense, to encompass only the reduction in manufacturing labor hours as workers learn to perform repetitive tasks faster or with fewer errors. Most modern authors have expanded the concept of "learning" to include redesign of the production process itself, perhaps changing the tasks that workers perform or complementing those workers with improved automation. In addition, as a production program unfolds, manufacturers may find cheaper suppliers, or enter into long-term contracts under which they enjoy quantity discounts from suppliers. We retain the older term "learning" without much concern for whether the source of the unit cost reduction is confined to production workers performing repetitive tasks, or extends to some other economic or technological factors. We also use the term "learning curve" to describe the mathematical relationship between unit production cost and the cumulative quantity produced. 1

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Document Details

Document Type
Technical Report
Publication Date
Mar 01, 2003
Accession Number
AD1014528

Entities

People

  • Anduin Touw
  • Matthew S Goldberg

Organizations

  • Center for Naval Analyses

Tags

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  • Advanced Electronics
  • Air Platforms
  • Biomedical
  • Ground and Sea Platforms
  • Weapons Technologies

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  • Air Force
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  • Computational Science
  • Data Science
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  • Industrial Engineering
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  • Maximum Likelihood Estimation
  • Operations Research
  • Regression Analysis
  • Spacecraft
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  • Software Engineering