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Design Quality
The inherent value of a product in the marketplace; fitness for purpose.
Conformance Quality
The degree to which a product or service meets design specifications.
Quality at the Source
Workers are responsible for doing the job correctly the first time and stopping the process when problems occur.
Four Costs of Quality
Prevention costs, appraisal costs, internal failure costs, and external failure costs.
Prevention Costs
Costs to prevent defects, including training, quality procedures, and product redesign.
Appraisal Costs
Costs of inspections, testing, and quality audits.
Internal Failure Costs
Costs of defects found within the system, including scrap, rework, and lost production time.
External Failure Costs
Costs of defects reaching customers, including warranties, complaints, liability claims, and lost goodwill.
Quality Is Free
Investing in defect prevention can reduce overall quality costs.
Normalization of Deviance
When repeated violations of rules or safety procedures become accepted because nothing bad happens initially.
Chesterton's Fence
Understand the original purpose of a rule or procedure before eliminating it.
Six Sigma
A method focused on reducing process variation and defects.
Lean
A philosophy focused on eliminating waste from process flow.
Lean Six Sigma
An improvement approach combining waste reduction with reduced variation and defects.
Six Sigma Performance
Approximately 3.4 defects per million opportunities, or 99.99966% accuracy.
Defects per Million Opportunities (DPMO)
A measure of defects relative to the total number of opportunities for defects.
DPMO Formula
[Defects / (Units × Opportunities per Unit)] × 1,000,000
Defects per Unit (DPU) Formula
Total Defects / Total Units
Higher Sigma Level
Indicates fewer defects and greater process capability.
Accuracy
How close a measurement is to the true or desired value.
Precision
How closely repeated measurements agree with one another.
DMAIC
Define, Measure, Analyze, Improve, Control.
Weighted Scoring Model (WSM)
A decision-making tool that compares alternatives using weighted criteria.
Weighted Scoring Model Formula
Multiply each criterion score by its assigned weight and add the results.
Check Sheet
A structured form used to consistently collect and tally data.
Pareto Chart
A chart ranking problem categories by frequency or impact to identify the most important contributors.
Pareto Principle (80/20 Rule)
Approximately 80% of problems come from 20% of causes.
Run Chart
A time-ordered graph used to identify trends, shifts, cycles, and unusual patterns.
Control Chart
A time-ordered graph with statistical control limits used to monitor process stability.
Scatter Diagram
A graph displaying the relationship between two measured variables.
Correlation vs. Causation
Correlation indicates a relationship between variables but does not prove one causes the other.
Flowchart
A diagram showing the sequence of steps, decisions, inputs, and outputs in a process.
Cause-and-Effect Diagram (Fishbone)
A diagram organizing potential causes of a problem to help identify root causes.
Six Major Fishbone Categories
Man, Machine, Method, Material, Measurement, and Mother Nature (Environment).
Histogram
A graph showing the frequency distribution of continuous numerical data using adjacent bins.
Cost of Poor Quality (COPQ)
Money lost because of defects and inefficiencies, such as scrap, rework, and returns.
Flow Time
Elapsed time from the beginning to the end of a process for a unit.
Cycle Time
Time between successive completions of units in a process.
Define Phase
The DMAIC phase focused on identifying the problem, customer requirements, scope, and project objectives.
DMAIC Tollgate Review
A formal checkpoint used to evaluate project progress and readiness to move forward.
SIPOC
Suppliers, Inputs, Process, Outputs, Customers.
SIPOC Purpose
Provides a shared high-level understanding of a process and its boundaries.
SIPOC Development Order
Process, Outputs, Customers, Inputs, Suppliers.
SIPOC DMAIC Phase
Define phase.
Project Charter
A formal document outlining an improvement project's problem, objectives, scope, and responsibilities.