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Best Practices in Statistical Process Monitoring ... - IBC Life Sciences

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6. How to Handle Unusual Data<br />

Situation<br />

“out of control”<br />

historical data<br />

“non-normal”<br />

historical data<br />

LoQ assays<br />

(e.g. LaL, purity)<br />

Strategies/Comments<br />

• Exclude special cause variability<br />

• Incorporate all common cause variability<br />

• Short horizon reference range often too narrow<br />

• Utilize mov<strong>in</strong>g range for control limit calculations.<br />

• 3 limits often apply 1<br />

• Avoid complex WE/Nelson rules<br />

• Transform data prior to apply<strong>in</strong>g rules<br />

• Visually <strong>in</strong>spect trends <strong>in</strong>stead<br />

• If sufficient data is available >LoQ, exclude

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