An analysis of the Six Sigma DMAIC method from the perspective of problem solving

被引:250
作者
de Mast, Jeroen [1 ]
Lokkerbol, Joran [1 ]
机构
[1] Univ Amsterdam, Inst Business & Ind Stat, NL-1018 TV Amsterdam, Netherlands
关键词
Problem structuring; Diagnosis; Process improvement; Quality improvement; Six sigma; PROBLEM STRUCTURING METHODS; SIX-SIGMA; CREATIVITY; KNOWLEDGE; QUALITY;
D O I
10.1016/j.ijpe.2012.05.035
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
The DMAIC (Define-Measure-Analyze-Improve-Control) method in Six Sigma is often described as an approach for problem solving. This paper compares critically the DMAIC method with insights from scientific theories in the field of problem solving. As a single authoritative account of the DMAIC method does not exist, the study uses a large number of sources, consisting of prescriptive accounts of the method in the practitioner literature. Five themes are selected from the problem solving literature for the analysis of DMAIC-generality versus domain specificity of methods; problem structure; generic problem solving tasks; diagnostic problem solving; and remedial problem solving. The study provides a characterization of the types of problems for which DMAIC is a suitable method, but also identifies problems for which it may be ineffective. An important limitation of the method is its generality, which limits the methodological support it provides, and which fails to exploit task-domain specific knowledge. Domain-specific adaptations of the method partly overcome these weaknesses. Among the method's strengths are the powerful statistical techniques for fact finding and empirical verification of ideas, and the DMAIC stage model, which acts as a problem structuring device. The most prominent limitation identified in this study is Six Sigma's inferior methodology for efficient problem diagnosis. Methodological support for the identification of potential problem causes is offered as an incoherent and poorly structured collection of techniques, without strategic guidance to ensure efficiency of the diagnostic search. Adopters of the method should be aware of its potential limitations. (c) 2012 Elsevier B.V. All rights reserved.
引用
收藏
页码:604 / 614
页数:11
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