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Measurement Evidence

Repeatability and Bias: Tight Repeated Readings Can Still Be Shifted

Closely grouped readings do not establish agreement with a reference. Retain both repeatability data and the reference comparison.

Library dates organize the collection. Actual publication and revision dates are shown separately.

Closely grouped readings do not establish agreement with a reference. Retain both repeatability data and the reference comparison.

Identify which evidence is available

Repeatability concerns measurement precision under repeatability conditions. Bias concerns an estimate of systematic measurement error. A cluster of readings addresses consistency under the recorded conditions; comparison with a suitable reference addresses a different aspect of the measurement.

An invented check sequence

Imagine repeated indications 100.18, 100.20 and 100.19 g for an item whose applicable reference value is 100.00 g. The indications are closely grouped yet shifted relative to that reference. Reporting only their small spread would conceal the disagreement.

Reference uncertainty, method and use conditions still matter to interpretation. The simple numbers here are teaching data, not a complete bias estimate or an HM accuracy statement. More repetitions alone do not remove a shared systematic effect.

Keep the questions separate

Record the repeated values and conditions for the precision question. For the reference comparison, retain reference identity, value, uncertainty and the instrument relationship. Ask the technical reviewer whether correction or further investigation is appropriate; do not infer conformity from tight grouping alone.

Primary references: JCGM international vocabulary, JCGM international vocabulary.

Measurement review worksheet

This blank worksheet is for your own project. It contains no H M machine trial result.

Measurement review worksheet
QuestionEvidence to retain
How repeatable are the readings?Repeated data under defined conditions
What reference is applicable?Value, identity and uncertainty
Is a systematic effect indicated?Reviewed comparison and correction approach

Customer Questions

Can tight readings prove zero bias?

No. Consistency and reference agreement differ.

Do more repetitions remove a systematic effect?

No. Repetition alone does not remove it.

Does this example diagnose a real instrument?

No. It illustrates the two evidence questions.

Primary References

These references support the technical principles discussed in this guide. The worked examples and review questions are educational.

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