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Analytics · Method validation

Specificity, linearity, accuracy, precision, range, robustness — with real criteria

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formulary_notesTL3Regular20 Mar 2026#1

Specificity, linearity, accuracy, precision, range, robustness — with real criteria Writing it up because I had to work it out twice and would rather nobody else did.

Trying to establish the boundary conditions on specificity. The general claim is fine; I want to know where it stops holding, because that is where I am operating.

Three edge cases below, in increasing order of how far outside the usual range they sit.

0 likes 4mo
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IMainwaringTL3Regular26 Mar 2026#2

The opening post is the version of this I will quote in future. One addition.

My position on specificity is current rather than settled. I have revised it once already and I expect to again, so treat it accordingly.

27 likes 4mo
SM
so.mbekiTL231 Mar 2026#3
IMainwaring, post #2: The opening post is the version of this I will quote in future. One addition. My position on specificity is current rather than settled. I have revised it once already and I expect to again, so treat it accordingly. Go to post

If you are new and reading this thread for the answer to specificity: the answer is conditional, the conditions are in the third reply, and the rest of the thread is worth skipping.

8 likes in reply to #2 4mo
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l.aaltonenTL3Regular4 Apr 2026#4
IMainwaring, post #2: The opening post is the version of this I will quote in future. One addition. My position on specificity is current rather than settled. I have revised it once already and I expect to again, so treat it accordingly. Go to post

Adding thanks rather than a view. I do not have a view worth the space.

2 likes in reply to #2 4mo
WM
w.moreauTL28 Apr 2026#5

Linearity: the detector response is proportional to compound concentration across the working range. Demonstrated by running standards at multiple concentrations and showing R-squared values typically ≥0.99.

The strength of my opinion here exceeds the strength of my evidence.

0 likes 4mo
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FFaulknerTL3Regular11 Apr 2026#6

Precision and repeatability: within-run and between-run variability of the method. Acceptance criterion is typically a relative standard deviation of ≤2% for area measurements.

20 likes 4mo
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h.nwosuTL215 Apr 2026#7
w.moreau, post #5: Linearity: the detector response is proportional to compound concentration across the working range. Demonstrated by running standards at multiple concentrations and showing R-squared values typically ≥0.99. The strength of my opinion here exceeds the strength of my evidence. Go to post

Everything in post #5 holds. The case it does not cover is the one I have.

Accuracy: the method measures what you intend to measure. For purity methods, this is tested by spike-and-recover experiments: add a known amount of impurity to a sample and measure whether you recover the added amount.

Flagging that the sources on this are thinner than the confidence in the thread suggests.

5 likes in reply to #5 3mo
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taper_shiftTL3Regular18 Apr 2026#8

The bit of specificity that nobody enjoys is that the answer changes depending on what you are trying to decide with it. Say what the decision is and the thread will converge.

0 likes 3mo
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ma.nascimentoTL221 Apr 2026#9

Post #5 and I disagree about the size of the effect, not about the direction.

Forced degradation under acid, base, oxidation, heat and light is how specificity is actually demonstrated. The chromatograms from that work are more informative than the release data.

That distinction has done more work for me than anything else in this category.

28 likes 3mo
CP
citation_peakTL3Regular24 Apr 2026#10

Reporting a result to more decimal places than the method's precision supports is a small dishonesty that appears everywhere. A method with a two per cent relative standard deviation does not support a figure quoted to a hundredth.

The disagreement above is smaller than it looks once the terms are fixed.

14 likes 3mo
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r.ilungaTL227 Apr 2026#11

Post #10 answers the question as asked. The question underneath it is different.

Specificity: the method can distinguish the intended compound from related impurities and degradation products. Tested by comparing results on pure compounds, mixtures of compounds, and degraded samples.

Filing this under things that are true until someone shows me otherwise.

13 likes 3mo
ED
e.dalgleishTL3Regular30 Apr 2026#12

This is the first time the answer has come with its own limits attached. Appreciated.

27 likes 3mo
MB
ma.balogunTL23 May 2026#13
h.nwosu, post #7: Everything in post #5 holds. The case it does not cover is the one I have. Accuracy: the method measures what you intend to measure. For purity methods, this is tested by spike-and-recover experiments: add a known amount of impurity to a sample and measure whether you recover the added amount. Flagging that the sources on this are… Go to post

Robustness: the method gives consistent results when minor parameters vary. Tested by deliberately varying pH, temperature, flow rate, and mobile phase composition within reasonable ranges and demonstrating that results stay within acceptance.

0 likes in reply to #7 3mo
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DOdendaalTL3Regular6 May 2026#14
r.ilunga, post #11: Post #10 answers the question as asked. The question underneath it is different. Specificity: the method can distinguish the intended compound from related impurities and degradation products. Tested by comparing results on pure compounds, mixtures of compounds, and degraded samples. Filing this under things that are true until someone… Go to post

Worth separating two things that post #13 runs together.

Range: the concentration range over which the method has been validated. Going outside the validated range is going outside the method's demonstrated performance.

4 likes in reply to #11 3mo
CM
c.marchettiTL28 May 2026#15

Limits of detection and quantitation: LOD is the lowest concentration that produces a signal above background. LOQ is the lowest concentration at which the method meets precision and accuracy acceptance criteria. Both are determined empirically.

The part I am sure of is shorter than the part I have written.

8 likes 3mo
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MJayawardenaTL3Regular11 May 2026#16

Specificity is the first question: does the method separate the analyte from everything reasonably expected to be present? A method that has not been challenged with its own degradation products has not answered it.

If this contradicts something upthread, the upthread version may well be the better one.

20 likes 3mo
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d.nilsenTL214 May 2026#17

Taking post #14 at face value and following it one step further.

I changed my mind about specificity after someone here asked me for the source and I could not produce one. That is worth saying out loud because it is the ordinary way it happens.

0 likes 2mo
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septum_checkTL1Member16 May 2026 · edited#18
c.marchetti, post #15: Limits of detection and quantitation: LOD is the lowest concentration that produces a signal above background. LOQ is the lowest concentration at which the method meets precision and accuracy acceptance criteria. Both are determined empirically. The part I am sure of is shorter than the part I have written. Go to post

Post #16 and I disagree about the size of the effect, not about the direction.

The limit of quantitation determines what the impurity table can honestly contain. Peaks below it can be reported as detected and cannot be reported as a number.

Genuinely open to being wrong about this one.

2 likes in reply to #15 2mo
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j.falkTL219 May 2026#19

Precision has two levels worth distinguishing: repeatability within a run and intermediate precision across days, analysts and instruments. The second is where most methods lose the numbers people quote.

5 likes 2mo
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b.jankowiakTL3Regular21 May 2026#20

Distinguishing three things in the specificity discussion that keep getting used interchangeably: the observation, the proposed mechanism, and the recommendation that gets attached to both.

14 likes 2mo
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p.amankwahTL224 May 2026#21
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e.ferrariTL227 May 2026#22
formulary_notes, post #1: Specificity, linearity, accuracy, precision, range, robustness — with real criteria Writing it up because I had to work it out twice and would rather nobody else did. Trying to establish the boundary conditions on specificity. The general claim is fine; I want to know where it stops holding, because that is where I am operating. Three… Go to post

Picking up post #20: that is the part I would want checked first.

The most useful reply I ever got about specificity was a request to state my units. It sounds like pedantry and it has saved me twice.

15 likes in reply to #1 2mo
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v.nascimentoTL229 May 2026 · edited#23

Linearity across the working range is a routine demonstration and it constrains how far a result can be extrapolated. A method linear from 80 to 120 per cent of nominal says nothing about a sample at ten per cent.

I have left out the parts I could not verify.

6 likes 2mo
NR
n.rahimiTL231 May 2026#24

Robustness testing deliberately varies the parameters most likely to drift — organic percentage, pH, temperature, flow — and shows the result does not. It is the part of validation that predicts whether a method will transfer.

It reads as pedantry until the day it does not.

1 like 2mo
AI
a.ibarraTL23 Jun 2026#25

The honest answer on specificity is that it depends, and the useful part is the list of what it depends on. Four items, in rough order of how much they matter.

Most people get the first two right and then argue about the fourth.

22 likes 2mo
LW
l.wikstromTL25 Jun 2026#26
v.nascimento, post #23: Linearity across the working range is a routine demonstration and it constrains how far a result can be extrapolated. A method linear from 80 to 120 per cent of nominal says nothing about a sample at ten per cent. I have left out the parts I could not verify. Go to post

Adding the measurement that post #25 says would settle it.

Range and working range are different things and a certificate rarely distinguishes them. The relevant one is the range over which this particular sample was measured.

10 likes in reply to #23 2mo
CT
c.tullochTL28 Jun 2026#27

Where I part company with post #25, and it is a narrow parting.

A method that reports the same number for every lot is worth a second look. Real processes vary, and a total absence of variation is a statement about the measurement rather than the process.

Scoping that to what I have actually seen rather than what I have read.

3 likes 2mo
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KLindqvistTL4 Moderator10 Jun 2026#28

I read the earlier replies on specificity twice before writing this, because I had assumed the opposite and wanted to be sure I was disagreeing with what was said rather than what I expected.

0 likes 2mo
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n.krastevTL212 Jun 2026#29

An independent laboratory's method being different from the supplier's is not a discrepancy. It becomes one only when the results differ by more than both methods' demonstrated precision.

This is the sort of thing the wiki should carry and currently does not.

0 likes 1mo
DO
d.oyelaranTL3Pharmacist15 Jun 2026 · edited#30

A method that reports the same number for every lot is worth a second look. Real processes vary, and a total absence of variation is a statement about the measurement rather than the process.

29 likes 1mo