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Paul Prunty
The 7 Basic Quality Tools~
The DMAIC Process
Continuous Improvement and …
To a hammer, everything’s a nail … How many tools do you have in your improvement tool kit ?
7 Basic Quality Tools
Paul Prunty
Cause-and-effect diagram also called Ishikawa or fishbone chart
Identifies many possible causes for an effect or problem and sorts ideas into useful categories.
Check sheet
A structured, prepared form for collecting and analyzing data; a generic tool that can be adapted for a wide variety of data
gathering purposes.
7 Basic Quality Tools
Paul Prunty
7 Basic Quality Tools
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Control charts
Graphs used to study how a process changes over time
Flow Chart
Visually shows sequential steps in a process using commonly accepted symbols.
Opportunity is Identified
Leadership
Establish Cross Functional Team
Team
Improvement Actions
Engineering
Measurement System Analysis
(MSA)
Team
Describe / Understand
Process
System OK ? No
Yes
7 Basic Quality Tools
Paul Prunty
7 Basic Quality Tools
Paul Prunty
Histogram
The most commonly used graph for showing frequency distributions, or how often each different value in a set of data
occurs.
7 Basic Quality Tools
Pareto chart
Shows on a bar graph which factors are more significant.
Paul Prunty
Scatter diagram
Graphs pairs of numerical data, one variable on each axis, to look for a relationship.
7 Basic Quality Tools
Paul Prunty
DefineDefine MeasureMeasure AnalyzeAnalyze ImproveImprove ControlControl
DMAIC Process Model
Paul Prunty
DMAIC – What is it?
The Quality Council of Indiana, in the QMC/OE Body of knowledge defines DMAIC as a process improvement tool and discusses it under management tools.
GE summarized the DMAIC process steps as:
• Define the customer’s critical-to-quality issues and core business process• Measure the performance of the core business process involved• Analyze the data and determine root causes or improvement opportunities• Improve the target process with creative solutions to fix and prevent problems• Monitor the process to sustain the improvements
DMAIC – What is it?
The Quality Council of Indiana, in the QMC/OE Body of knowledge defines DMAIC as a process improvement tool and discusses it under management tools.
GE summarized the DMAIC process steps as:
• Define the customer’s critical-to-quality issues and core business process• Measure the performance of the core business process involved• Analyze the data and determine root causes or improvement opportunities• Improve the target process with creative solutions to fix and prevent problems• Monitor the process to sustain the improvements
DefineDefine MeasureMeasure AnalyzeAnalyze ImproveImprove ControlControl
Define• Select and define project scope
- what needs fixing- what are project goals and objectives
• Define customer critical characteristics / features- who is the customer (internal / external)- what product or service is provided to the customer
• Select team- champion- leader- members
• Develop improvement / implementation plan• Create support infrastructure
Define Phase
Some other skills and toolsBrainstormingTeamingPlanning / Project ManagementAction PlansRun Chart / Trend Chart
Paul Prunty
DefineDefine MeasureMeasure AnalyzeAnalyze ImproveImprove ControlControl
Measure• Understand the process
- process map / flow chart- determine current performance- estimate capability of the process
• Identify critical process / product impacts- Key process input variables (KPIV) – the X’s- Key process output variables (KPOV) – the Y’s
• Determine measurement system reliability- conduct measurement system analysis (MSA)
• Determine key metrics• Understand Cause and Effect• Use selective control charting as a diagnostic
MeasurePhase
Opportunity is Identified
Leadership
Establish Cross Functional Team
Team
Improvement Actions
Engineering
Measurement System Analysis
(MSA)
Team
Describe / Understand
Process
System OK ? No
Yes
PVC ppmh
100
150
200
250
300
350
400
450
FY08
-1
FY08
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FY08
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FY08
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FY08
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FY08
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Some other skills and toolsProcess Capability Study (Cp, Cpk)MSA Studies (GR & R, Anova)Run Chart / Trend Chart
Paul Prunty
DefineDefine MeasureMeasure AnalyzeAnalyze ImproveImprove ControlControl
Analyze• Assess process variation• Determine components of variation (multi-var charts)• Determine the defect cause• Identify critical process / control elements
- products- features- process
• Assess process capability• Determine potential improvement actions
- conduct hypothesis tests- conduct ANOVA
Analyze Phase
Some other skills and toolsBrainstormingProcess Capability Study (Cp, Cpk)Statistical Analysis (e.g. DOE, Anova)5 Why Root Cause Analysis
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Paul Prunty
DefineDefine MeasureMeasure AnalyzeAnalyze ImproveImprove ControlControl
Improve• Implement improvement actions• Optimize the process• Implement actions to reduce variability
- target tolerancing- process controls- preventive / corrective actions
• Implement actions to eliminate defects- Special cause variation
Improve Phase
Some other skills and toolsAction Plans
Statistical Analysis (e.g. Cpk)Statistical Analysis (e.g. DOE, Anova)Sample PlansQuality Control Plans
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Paul Prunty
DefineDefine MeasureMeasure AnalyzeAnalyze ImproveImprove ControlControl
Control• Monitor and control the process over time
- control plans- control charts
• Mistake proof• Reduce common cause (random) variation• Rule of Thumb: Cp 2 , Cpk 1.5
Control Phase
PVC ppmh
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300
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400
450
FY08
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Some other skills and toolsPoka-yoke (mistake proof)Statistical Analysis (e.g. Cpk)SPCSample PlansControl PlansPDCA (PDSA) Cycle
Paul Prunty
References:• 7 Basic Tools: Excerpted from Nancy R. Tague’s The Quality Toolbox, Second Edition, ASQ Quality Press, 2004, page 15.• CMQ/OE Primer 2010, Quality Council of Indiana
Learn More:• The Quality Toolbox, Second Edition, Tague, Nancy R.• Implementing Six Sigma: Smarter Solutions Using Statistical Methods, 2nd Edition, Breyfogle, Forrest W
How many tools do you have in your quality tool kit ?
Albert Einstein
Who said:
“The important thing is not to stop questioning.”
“Insanity: doing the same thing over and over again and expecting different results.”
Paul Prunty
Anything More?