Accuracy, Precision and Sensitivity for measurement instruments

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Discussion Overview

The discussion revolves around the definitions and distinctions between accuracy, precision, and sensitivity in measurement instruments. Participants explore these concepts in both technical and lay contexts, examining their implications in practical scenarios.

Discussion Character

  • Debate/contested
  • Conceptual clarification

Main Points Raised

  • One participant defines accuracy as the closeness of a measurement to the actual value, precision as the consistency of a set of values, and sensitivity as the smallest measurable reading of an instrument.
  • Another participant agrees that a ruler can be considered precise and accurate based on its agreement with a standard ruler.
  • A participant introduces an analogy involving darts and a dartboard to illustrate accuracy and precision, suggesting that hitting the center indicates accuracy while hitting the same ring indicates precision.
  • Some participants challenge the dart analogy, arguing that accuracy and precision have distinct meanings, particularly in scientific contexts, where consistently hitting an outer ring could still be considered accurate if the mean is correct.
  • There is a discussion about the use of the term "sensitivity," with some participants suggesting it is often conflated with precision in informal contexts.

Areas of Agreement / Disagreement

Participants express differing views on the definitions and implications of accuracy and precision, with no consensus reached on the appropriateness of the dart analogy or the use of terms in lay versus technical contexts.

Contextual Notes

Participants highlight the potential confusion arising from the use of terms like accuracy and precision in both lay and technical discussions, indicating that definitions may vary based on context.

Acid92
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My book defines accuracy as the closeness of a measurement to the real/actual value, precision as when a set of values are consistent with each other (i.e. close to each other) and sensitivity as the smallest possible reading of an instrument (i.e. to how many decimal places it can measure). I've searched the web and I am finding these definitions too.

However I've read "precision" in the context of an instrument (rather than actual measurement values) being applied to what my book defines as sensitivity and have even heard accuracy too. Are these just non technical words used in the lay world or am I missing something here?

Would it be,for example, incorrect to say my ruler is precise to the nearest mm or accurate to the nearest mm?
 
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As is, the ruler is precise. It is accurate to the extent that it agrees with some standard ruler.
 
This is what I was told in my maths lecture a few days ago:

Imagine you have some darts and a dartboard. If majority(I don't know if I should say maximum in this context) of darts hit the center circle then your aims are accurate.

If majority(or maximum) number of darts hit the same ring then your aim is precise.

Did it help?
 
Ive been looking around and it seems that sensitivity is generally not used at all. The term "precision" is used for it as well so here it seems to have two separate definitions, the precision of a set of measurement values is their relative closeness to each other but the precision of an instrument is how small of a unit it can measure to (e.g. to the nearest cm).
 
shpongle said:
This is what I was told in my maths lecture a few days ago:

Imagine you have some darts and a dartboard. If majority(I don't know if I should say maximum in this context) of darts hit the center circle then your aims are accurate.

If majority(or maximum) number of darts hit the same ring then your aim is precise.

Did it help?
I disagree with both of those assessments. Suppose two throwers consistently misses the center, one always hits the outermost ring with the darts nicely distributed about this outer ring, and the other thrower has a very tight cluster of darts several inches from the center circle. The first thrower is accurate but is not precise. The second is precise but not accurate.

Accuracy is a statement about the mean, while precision looks at the variance.
 
D H said:
I disagree with both of those assessments. Suppose two throwers consistently misses the center, one always hits the outermost ring with the darts nicely distributed about this outer ring, and the other thrower has a very tight cluster of darts several inches from the center circle. The first thrower is accurate but is not precise. The second is precise but not accurate.

Accuracy is a statement about the mean, while precision looks at the variance.

If the object of the game is to hit the center, then consistently hitting the outer ring is not accurate.
 
mathman said:
If the object of the game is to hit the center, then consistently hitting the outer ring is not accurate.
In the lay meaning of the term "accurate", you're right. This thread is not about the lay meaning. In a lay sense, accuracy and precision are more or less synonyms.

When one is talking about scientific instruments, for example, accuracy and precision have very distinct meanings. With the technical meaning of "accurate", consistently hitting the outer ring is accurate if the mean is right on target. This kind of throwing is not very precise (technical meaning).

Two statisticians went duck hunting ...
 
D H said:
In the lay meaning of the term "accurate", you're right. This thread is not about the lay meaning. In a lay sense, accuracy and precision are more or less synonyms.

When one is talking about scientific instruments, for example, accuracy and precision have very distinct meanings. With the technical meaning of "accurate", consistently hitting the outer ring is accurate if the mean is right on target. This kind of throwing is not very precise (technical meaning).

Two statisticians went duck hunting ...
I am well aware of the distinction between accuracy and precision. My point is that if all the darts hit the outer ring, the average turning out to be the center would be dumb luck.
 

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