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The Taktly blog

Practitioner guides for real improvement work.

DMAIC, Lean, Process Improvement, Standard Work, root cause, control plans, CAPAs, MSA, Kaizen. Written for the people who have to explain the fix — not sell the consulting.

AllFundamentalsDMAICLeanProcess ImprovementStandard WorkQuality
Quality|6 min read

Why 'continue to monitor' fails every FDA audit (and what to write instead)

If your CAPA's effectiveness check says 'continue to monitor going forward,' you're already on the FDA's audit risk register. Here's why — and exactly what a defensible effectiveness check looks like.

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Quality|7 min read

Why every CAPA needs an FMEA on the corrective action itself (not just on the original failure mode)

Most teams FMEA the failure that caused the deviation. Almost none FMEA the corrective action they're about to ship. Here's why that's how new failures get introduced — and how to score the risk of your own fix.

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Quality|5 min read

Why 'operator error' is not a root cause (and exactly how to push one level deeper)

FDA inspectors reject 'operator error' as a terminal root cause in every CAPA they review. Here's why — and the question you ask yourself when the 5-Why chain wants to stop on a person.

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DMAIC|8 min read

Process capability explained: Cp, Cpk, Pp, Ppk in plain English

Capability indices tell you whether a process can hit spec — but only if you compute them on a stable process. Here's what each index means, when to use which, and the rule that keeps capability numbers honest.

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Quality|9 min read

How to respond to an FDA 483: what works, what fails

FDA cites the same patterns in 483 observations every quarter. Here's how to write a response that satisfies the inspector — and the four patterns that draw a Warning Letter when you get them wrong.

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Lean|6 min read

Value Stream Mapping: current state, future state, and the gap

VSM is the backbone of Lean. Here's what goes on a current-state map, how to spot the 8 wastes, and how to build a credible future state.

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DMAIC|5 min read

Building a Control Plan that survives the audit

A control plan isn't a checkbox — it's the document that decides whether your gain holds. Here's the structure that works.

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Lean|6 min read

How to run a 5-day Kaizen event (without it falling apart on day 2)

A Kaizen event compresses weeks of improvement into one week. Here's the day-by-day structure that works — and the four failure modes that kill most events.

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Quality|5 min read

CAPA effectiveness: why most corrective actions fail

Most CAPAs close on paper and recur within a year. Here's why, and the 5 tests a strong CAPA passes before it's declared effective.

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DMAIC|6 min read

Gage R&R and MSA: why your data might be lying to you

If your measurement system is bad, every DMAIC decision after it is wrong. Here's MSA in plain English, Gage R&R when you need it, and Kappa for attribute data.

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DMAIC|6 min read

How to run a DMAIC tollgate review (and not get sent back)

Tollgate reviews kill more projects than they save. Here's how to prep so your sponsor signs, not sends you back.

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DMAIC|4 min read

SIPOC diagram: when to use it and how to build one

SIPOC is the fastest way to scope a process at a high level before you map it in detail. Here's the right way to use it.

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DMAIC|5 min read

Fishbone (Ishikawa) diagram: the 6M method, with a real example

The fishbone organizes possible causes across 6 categories. Here's how to use it without turning it into a wall of sticky notes you never revisit.

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DMAIC|4 min read

5-Why analysis: when it works and when it doesn't

5-Why looks simple and usually fails. Here's the method that works, the common mistakes, and when to use fishbone instead.

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DMAIC|7 min read

What is DMAIC? The 5-phase Six Sigma framework explained

DMAIC is the 5-phase problem-solving framework at the heart of Six Sigma. Here's what each phase does, what tollgate gates exist between them, and when DMAIC is (and isn't) the right tool.

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DMAIC|5 min read

The 5W2H problem statement: a practitioner's guide (with template)

A good problem statement answers 7 questions: what, why, when, where, who, how, how much. Here's how to write one that survives a sponsor review.

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Lean|6 min read

How to write an A3 report: the 7 zones, step by step

An A3 tells the whole story of a problem and its fix on one page. Here are the 7 zones, what goes in each, and the mistakes that kill most A3s.

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Lean|4 min read

Takt time vs cycle time vs lead time — the 3-minute guide

The three time metrics at the core of Lean. What each one measures, how they relate, and the common mistake that makes teams chase the wrong one.

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Standard Work|5 min read

Standard Work vs SOPs: what's actually different

SOPs tell you what to do. Standard Work tells you how to do it, why, and in what sequence — with takt, key points, and quality checks per step. Here's the practitioner distinction.

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