πŸ“– Articles

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

Concise, actionable knowledge for solving real problems at work

πŸ“„ 92 articles in total πŸ“… Continuously updated πŸ”₯ Pinned first, then sorted by rating, views and publish date
Six Sigma & Statistical Quality Β· Measurement & Inspection Β· MSA & Traceability

Calibrating Measuring Instruments Once a Year? The Entire Factory Halts on the Due Date? β€”β€” Five Steps for Grading Calibration Intervals and Periodic Verification

In a certain automotive parts company, the quality department has a fixed routine: every September, over 900 measuring i…

Six Sigma & Statistical Quality Β· Experimentation & Robustness Β· DOE Basics & Advanced

QE Capability Enhancement (17) | Partial Factorial Experiments: Finding the Main Causes with the Fewest Trials

1. Why the Same Data Leads to Different Conclusions in Confirmation Experiments A manufacturing company was working on i…

Six Sigma & Statistical Quality Β· Experimentation & Robustness Β· DOE Basics & Advanced

QE Skill Advancement (16) | Introduction to DOE: Transitioning from Single-Factor Experiments to Full-Factorial Experiments

1. Adjusting Parameters for Three Months, but the Conclusion Fails on the Production Line A manufacturing company was wo…

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

Insufficient Data for 25 Subgroups, No Process Control? β€” 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 Β· Statistical Process Control Β· 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 Β· Statistical Process Control Β· 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 Β· Statistical Process Control Β· 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…

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

Advancing QE Skills (12) | Cmk and Equipment Capability Acceptance: Quantitative Thresholds Before New Equipment Goes Online

1. Introduction: A "Qualified" Machine Fails After Three Months of Mass Production A manufacturing company recently purc…

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

Is a Calibration Certificate Stating "合格" Enough to Ensure a Measuring Tool is Usable? β€”β€” The Five-Step Metrology Confirmation Method

An internal auditor randomly checks the metrology room, carrying out a stack of calibration certificates: each one has a…

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

Advancing QE Skills (11) | Capability Analysis for Non-Normal Data: Transformation, Box-Cox, and Non-Parametric Methods

A mechanical processing company submitted an initial process capability report to a client, focusing on the roundness of…

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

QE Skill Enhancement (10) | What's the Difference Between Cp/Cpk and Pp/Ppk: Correct Interpretation of Short-term and Long-term Capability

A precision machining company supplies drive shafts to a new energy client. During the client's audit, a process capabil…

Six Sigma & Statistical Quality Β· Experimentation & Robustness Β· DOE Basics & Advanced

Random Trial Sequencing Can Lead to False Significant Factors? β€”β€” Five Steps for Randomization, Blocking, and Center Points in DOE

1. An Experiment That Reached the Opposite Conclusion A die casting company conducted a two level, three factor experime…