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Practical techniques · Tool applications · Pitfall guides · Case studies · Data analysis · Improvement methods · Audit readiness

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📄 108 articles in total 📅 Continuously updated 🔥 Pinned first, then sorted by rating, views and publish date
Six Sigma & Statistical Quality · Experimentation & Robustness · DOE Basics & Advanced

Advancing QE Skills (38) | Analysis of Variance (ANOVA): Multi-Level Comparison and Interaction Effects

A manufacturing company's welding line was experiencing excessive spatter. The process engineer planned two actions: red…

Six Sigma & Statistical Quality · Six Sigma Methodology · DMAIC Project Path

What is the Relationship Between Six Sigma, TQM, Lean, and ISO 9001? —— The Lineage, Boundaries, and Integration of Four Quality Movements

<! summary: These four are not four stages, nor are they a choice of four. ISO 9001 is a qualification threshold, only p…

Six Sigma & Statistical Quality · Experimentation & Robustness · Tolerance & Sensitivity Analysis

Advancing QE Skills (37) | Regression and Correlation: From Scatter Plots to Prediction Windows

A manufacturing company produces an injection molded structural component with a snap fit. During the design verificatio…

Six Sigma & Statistical Quality · Statistical Process Control · Process Capability Cpk / Ppk

3.4 ppm is the Defect Rate for 4.5σ, Not 6σ — The Calculation, Origin, and Three Controversies of the 1.5σ Drift Assumption

<! summary: 3.4 ppm is not the direct probability of six standard deviations; it is the tail probability of 4.5σ after a…

Six Sigma & Statistical Quality · Six Sigma Methodology · DMAIC Project Path

Advancing QE Skills (36) | Determining Whether Two Sets of Data Differ — Test Selection Table, Minimum Sample Size Calculation, and Equivalence Testing

A precision injection molding company changed the mold temperature and measured the critical dimensions specification 12…

Six Sigma & Statistical Quality · Six Sigma Methodology · DMAIC Project Path

The Origin of Six Sigma is Not a Statistics Textbook, but a Repair Ledger — Motorola 1986: How Bill Smith Turned 3.4 ppm into a Corporate Strategy

In 1985, a senior engineer from Motorola's Communications Division walked into the CEO's office with a stack of data. Hi…

Six Sigma & Statistical Quality · Measurement & Inspection · MSA & Traceability

Which to Improve: Repeatability or Reproducibility — A Cost-Benefit Analysis of Two Paths to Compress GR&R

When GR&R reaches 28%, the first suggestion at the review meeting is usually to "measure each piece twice more and take …

Six Sigma & Statistical Quality · Statistical Process Control · Control Chart Selection & Out-of-Control Analysis

Are More Out-of-Control Rules Always Better? — With All Eight Rules Enabled, False Alarm Intervals Shrink from 370 to 85 Points

Control chart software defaults to enabling all eight out of control rules, which may seem very "rigorous." However, eac…

Six Sigma & Statistical Quality · Statistical Process Control · Process Capability Cpk / Ppk

Cpk 1.35 and You Dare to Approve? —— Confidence Lower Limit and Minimum Sample Size Table

A certain automotive parts factory submitted a new project process capability report to the original equipment manufactu…

Six Sigma & Statistical Quality · Measurement & Inspection · Sampling Inspection & AQL

Advancing QE Skills (33) | Counting Sampling vs. Measurement Sampling: Which is More Cost-Effective When?

The IQC of a motor manufacturing company conducts incoming inspection on the motor shaft diameter φ20±0.05. The quality …

Six Sigma & Statistical Quality · Measurement & Inspection · MSA & Traceability

Who Has the Final Say: Go/No-Go Gauges or CMMs? — The Full Process for Acceptance, Wear Limits, and Attribute MSA of Go/No-Go Gauges and Special Inspection Tools

Last week, a quality manager told me about an incident over the phone: a batch of bearing holes was fully inspected by I…

Six Sigma & Statistical Quality · Statistical Process Control · Control Chart Selection & Out-of-Control Analysis

12 SPC Practical Questions Answered — Control Limits, Subgroups, Cpk/Ppk, and Out-of-Control Criteria, All Clarified at Once

Introduction: These 12 Questions Almost Always Appear in Every SPC Training Session After each SPC training, the questio…