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Practical guidance on quality, risk & data

Working notes from the field — what the standards actually require, where programs get stuck, and how to build evidence that holds up under audit. Written for quality, regulatory, and R&D teams in medtech and combination products.

QMSR & ISO 13485 ISO 14971 Statistics 21 CFR Part 4 Design Controls
Latest · Quality Systems

CAPA Effectiveness Checks That Actually Close the Loop

"Retrained the operator. Training records on file. CAPA closed." Nothing in that record is false — it just never establishes whether the problem stopped. What separates a completion check from a real effectiveness check, and how long you actually have to watch.

5 Sep 202610 min read

In this article

  • Completion versus effectiveness
  • Sizing a window that can detect recurrence
  • The adverse-effect half everyone skips
  • What to do when the check fails
Statistics

Sample Size Justification for Design Verification

"We used n=30 because we always use 30" is not a justification. A practical framework for choosing and defending sample sizes using confidence/reliability, the success-run theorem, and tolerance intervals.

20 May 202610 min read
Risk Management

What Auditors Look For in an ISO 14971 Risk Management File

Most risk files fail on the same four things: broken traceability, control options applied out of order, a thin overall residual risk conclusion, and no production feedback loop. Here is how each gets found.

17 Mar 20268 min read

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