Articles

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

Concise, actionable knowledge for solving real problems at work

📄 28 articles in total 📅 Continuously updated 🔥 Pinned first, then sorted by rating, views and publish date
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 · 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…

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

What's the Difference Between "Nonconforming Product" and "Defect"? —— Why np Charts and c Charts Cannot Replace Each Other

1. The Trouble with a Batch: 1 Piece or 8 Defects? In the inspection records of a coating workshop, there was such a lin…

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

What's the Difference Between Cpk and Ppk? —— The Same Process, Cpk 1.35 and Ppk 0.93, What Does the 0.42 Difference Indicate?

1. Reviewing the Scene: Two Conflicting Numbers A process capability review at a precision stamping factory. On the proc…

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

Comprehensive Guide to SPC: From Control Chart Selection to Process Capability

1. A Workshop Where "Control Charts Have Been Drawn for Three Years" In the spring of 2026, I witnessed a scene at a pre…

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

Can a Control Chart Be Drawn with Only One Data Point per Shift? —— Five Steps to Implement the Individual-Moving Range (I-MR) Chart

A quality engineer in a heat treatment workshop has been staring at a "control chart that doesn't look like a control ch…

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

Why Does One Batch Trigger an Alarm While the Other Doesn’t, Despite Both Having 3 Nonconforming Pieces? — A Five-Step Method for Selecting Counting Control Charts (p/np/c/u)

When it comes to SPC control charts, most workshops immediately think of the X̄ R chart: measuring dimensions, torque, a…

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

Insufficient Data for 25 Subgroups, No Process Control? — Five Steps to Implement Pre-Control Charts

In a hydraulic valve body workshop, the bore diameter is a customer specified special characteristic with a tolerance of…

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

Advancing QE Capabilities (15) | When Capability is Insufficient, Should You Change the Process or the Specification: A Dialogue Between Capability and Specification

1. A Meeting Held Three Times Without a Conclusion A car parts company's bracket hole size, after six months of mass pro…

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

QE Skill Enhancement (14) | CUSUM and EWMA: Sensitive Detection of Minor and Gradual Offsets

1. Why Did No One Look at the Chart After Seven Days A machining workshop in an automotive parts company once implemente…

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

Advancing QE Skills (13) | Control Chart Selection Decision Tree: Continuous, Discrete, and Small Batch Applications

1. A One Size Fits All Approach Leads to a Year of False Alarms A certain electronic component company's SPC implementat…