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Quality Control Charts
Rob De Hayr
Section 5.9.2
quality control data analysed and when found
to be outside of predefined criteria, planned
action shall be taken to correct the problem
and prevent incorrect results from being
reported
ISO/IEC 17025 Requirements
Quality Control Charts
Mean and Range (x̅ and R chart)
• Monitor results for Internal Quality Control
Sample
• Criteria used to check that a method is “in
control”
• Target value (mean), upper and lower limits
• In run variation with limits
• The control chart can also show trends in results
caused by biases not large enough to put the
result out of range.
Quality Control Charts
Mean Chart
Date/Batch
Date/Batch
RangeofDuplicates
Quality Control Charts
Range Chart
Quality Control Charts
Mean and Range (x̅ and R chart)
• Initial limits are calculated using a minimum of 10
points.
• Recalculated using 20 points
• Final calculation using over ≥ 40 data points.
Systemic statistical control is required for reliable
estimates of chart limits
• indicated by the scatter of points on the control chart,
• analysis of secondary and/or certified reference materials to
confirm accuracy
Criteria for rejecting data
• Outside upper or lower warning limit: Data require
careful inspection but may be acceptable – see lab
manager
• Outside upper or lower control limit: Data are rejected
and run repeated
• Two successive results beyond the same warning limit:
Data are rejected and reason for bias is investigated
• 6 -10 successive results on the same side of the mean:
Data are rejected and reason for bias is investigated.
• Five or more points moving in the same direction
Criteria for rejecting data
If any of the rejection rules are violated the following
actions should be taken:
• Repeat the analysis, if the next point is satisfactory, continue the
analysis. If not, then
• Investigate the cause of the exceeding.
• Do not use the results of the batch, run, day or period
concerned until the cause is trailed. Only use the results if
rectification is justified (e.g. when a calculation error was made).
• If no rectification is possible, after elimination of the source of
the error, repeat the analysis of the batch(es) concerned. If this
next point is satisfactory, the analysis can be continued.
Examples of charts
Criteria for rejecting data
Trend
A trend indicates a gradual loss of reliability in the test system.
Trends are usually subtle.
Causes of trending may include:
• Gradual deterioration of calibration standards or reagents
• Deterioration of the instrument light source or light filter
• Gradual accumulation of debris in sample/reagent tubing or
electrodes
• Gradual deterioration of control materials
Criteria for rejecting data
Shift
Abrupt changes in the control mean are defined as shifts.
Shifts may be caused by:
• Inaccurate calibration/recalibration
• Sudden failure or change in the light source
• Error in standard preparation
• Change in reagent formulation or reagent lot (quality)
• Major instrument maintenance
• Change in room temperature or humidity
• Failure in the sampling system
• Failure in reagent dispense system
• Change of control materials
QC Scoring
at Chemistry Centre Laboratories, Qld, Australia
• If QC score for batch (run) is 3 or more, then
analyst/instrument operator consults with
authorised signatory re:
• Authorise batch ?
• Take remedial action ?
QC Failure Demerit Points Notes if total score exceeds 2
Single Blank > 2 X PQL 1 -
Two Blanks > 2 X PQL 3 Results may be used if blank
subtraction is a possibility.
Senior Officer to advise. QC
investigation is mandatory.
Duplicate > 1.0 X Uncertainty 1 May be accepted if only one
out of multiple duplicates fail
within a batch
Matrix Spike Recovery > ±
20% for ultra trace analytes
1 May be accepted if only one
out of multiple duplicates fail
within a batch
Matrix Spike Recovery > ±
10% for non ultra trace
analytes
1 May be accepted if only one
out of multiple duplicates fail
within a batch
Any individual QC sample >
action limit
2 Senior officer to advise
Two QC samples within the
same batch > Action limit
4 Senior officer to advise
3 consecutive QC samples
outside warning limits
3 Senior officer to advise
Thanks for your attention
https://asq.org/quality-resources/control-chart
Further Reading and resources
http://www.fao.org/3/w7295e/w7295e0a.htm#8.3.2%20co
ntrol%20chart%20of%20the%20mean%20(mean%20chart)

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1st NENALAB Meeting_Item 32: How to interpret the results of an internal QC: QC charts and development of estimates by Rob De Hayr, GLOSOLAN Vice-Chair

  • 2. Section 5.9.2 quality control data analysed and when found to be outside of predefined criteria, planned action shall be taken to correct the problem and prevent incorrect results from being reported ISO/IEC 17025 Requirements
  • 3. Quality Control Charts Mean and Range (x̅ and R chart) • Monitor results for Internal Quality Control Sample • Criteria used to check that a method is “in control” • Target value (mean), upper and lower limits • In run variation with limits • The control chart can also show trends in results caused by biases not large enough to put the result out of range.
  • 4. Quality Control Charts Mean Chart Date/Batch
  • 6. Quality Control Charts Mean and Range (x̅ and R chart) • Initial limits are calculated using a minimum of 10 points. • Recalculated using 20 points • Final calculation using over ≥ 40 data points. Systemic statistical control is required for reliable estimates of chart limits • indicated by the scatter of points on the control chart, • analysis of secondary and/or certified reference materials to confirm accuracy
  • 7. Criteria for rejecting data • Outside upper or lower warning limit: Data require careful inspection but may be acceptable – see lab manager • Outside upper or lower control limit: Data are rejected and run repeated • Two successive results beyond the same warning limit: Data are rejected and reason for bias is investigated • 6 -10 successive results on the same side of the mean: Data are rejected and reason for bias is investigated. • Five or more points moving in the same direction
  • 8. Criteria for rejecting data If any of the rejection rules are violated the following actions should be taken: • Repeat the analysis, if the next point is satisfactory, continue the analysis. If not, then • Investigate the cause of the exceeding. • Do not use the results of the batch, run, day or period concerned until the cause is trailed. Only use the results if rectification is justified (e.g. when a calculation error was made). • If no rectification is possible, after elimination of the source of the error, repeat the analysis of the batch(es) concerned. If this next point is satisfactory, the analysis can be continued.
  • 10. Criteria for rejecting data Trend A trend indicates a gradual loss of reliability in the test system. Trends are usually subtle. Causes of trending may include: • Gradual deterioration of calibration standards or reagents • Deterioration of the instrument light source or light filter • Gradual accumulation of debris in sample/reagent tubing or electrodes • Gradual deterioration of control materials
  • 11. Criteria for rejecting data Shift Abrupt changes in the control mean are defined as shifts. Shifts may be caused by: • Inaccurate calibration/recalibration • Sudden failure or change in the light source • Error in standard preparation • Change in reagent formulation or reagent lot (quality) • Major instrument maintenance • Change in room temperature or humidity • Failure in the sampling system • Failure in reagent dispense system • Change of control materials
  • 12.
  • 13. QC Scoring at Chemistry Centre Laboratories, Qld, Australia • If QC score for batch (run) is 3 or more, then analyst/instrument operator consults with authorised signatory re: • Authorise batch ? • Take remedial action ?
  • 14. QC Failure Demerit Points Notes if total score exceeds 2 Single Blank > 2 X PQL 1 - Two Blanks > 2 X PQL 3 Results may be used if blank subtraction is a possibility. Senior Officer to advise. QC investigation is mandatory. Duplicate > 1.0 X Uncertainty 1 May be accepted if only one out of multiple duplicates fail within a batch Matrix Spike Recovery > ± 20% for ultra trace analytes 1 May be accepted if only one out of multiple duplicates fail within a batch Matrix Spike Recovery > ± 10% for non ultra trace analytes 1 May be accepted if only one out of multiple duplicates fail within a batch Any individual QC sample > action limit 2 Senior officer to advise Two QC samples within the same batch > Action limit 4 Senior officer to advise 3 consecutive QC samples outside warning limits 3 Senior officer to advise
  • 15. Thanks for your attention https://asq.org/quality-resources/control-chart Further Reading and resources http://www.fao.org/3/w7295e/w7295e0a.htm#8.3.2%20co ntrol%20chart%20of%20the%20mean%20(mean%20chart)

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