| Gradual upward trend over 10+ days |
4-1s, 10x |
Calibration drift or reagent deterioration |
Recalibrate instrument. If drift persists, replace reagent lot. Implement more frequent calibration. |
| Sudden jump up after reagent lot change |
2-2s or 1-3s |
Lot-to-lot reagent variability |
Run quality verification curve with new lot. Adjust calibration if needed. Document lot transition in QC record. |
| Random scatter, R-4s violation, single level |
R-4s |
Random pipetting error or control instability |
Review operator technique. Verify control reconstitution. Re-run QC with fresh control. Train operator if needed. |
| Both high and low controls high after calibration |
2-2s (both levels) |
Calibration overcompensation or reagent issue |
Review calibration procedure. Verify calibrator integrity. Recalibrate with fresh calibrator if available. |
| High control high, low control normal |
1-2s on high control |
Specific to high analyte concentration; possible non-linearity issue |
Check instrument linearity. Run backup analyzer if available. Verify no instrument saturation at high levels. |
| Results within control limits but consistently biased |
None (false pass) |
Systematic bias masked by wide control limits or insufficient controls |
Add third control level (middle concentration). Perform accuracy verification. Review control ranges. |
| Increased CV% (scatter) over past 2 weeks |
R-4s, larger ranges on repeat runs |
Operator fatigue, technique drift, or environmental instability |
Audit operator technique. Check environmental conditions. Rotate operators. Perform preventive maintenance. |
| QC fails but re-run passes immediately |
1-2s or 1-3s (isolated) |
Random error or transient instrument issue |
Document as transient. No corrective action needed if QC confirms acceptable. Monitor for pattern recurrence. |
| QC fails after instrument maintenance |
2-2s (all levels), shift pattern |
Maintenance effect on calibration or optical alignment |
Perform recalibration. Run full verification (low, mid, high controls). Compare pre/post-maintenance control values. |
| Gradual downward trend over 5 days |
4-1s trending down |
Reagent lot deterioration or control material decay |
Replace control lot first. If trend continues, replace reagent. Check storage conditions. Verify expiration dates. |
| QC fails in morning only |
1-2s, 1-3s (time-dependent) |
Instrument not warmed up adequately or environmental temperature variation |
Extend warm-up time in morning. Verify lab temperature overnight (check HVAC schedule). Allow instrument thermal stabilization. |
| One level fails, other level passes |
1-3s or 1-2s on single level |
Random error or concentration-specific issue |
Re-run both levels. If single level persists, run fresh control. Check for instrument non-linearity at that concentration. |
| All analytes fail on same sample |
Multiple 2-2s or 1-3s (systematic) |
Instrument-wide issue or reagent contamination |
Run fresh control. Check reagent lot. Inspect instrument for contamination. Run instrument self-test. |
| QC passes but patient result seems wrong |
No QC violation (control bias issue) |
Control material not representative of patient sample; matrix effects |
Perform external quality assessment. Compare with reference lab. Review patient sample type for interferences. |
| Shift coincides with new operator starting |
2-2s, persistent bias |
Operator technique error or change in procedure |
Observe operator technique. Provide hands-on training. Perform side-by-side comparison with experienced operator. |
| Spike after reagent cartridge changed |
2-2s, 1-3s (all levels) |
New cartridge calibration or reagent batch variability |
Run quality verification if available. Check cartridge lot number. Recalibrate if required by instrument procedure. |
| Cluster of failures on Monday |
Multiple 1-2s or 1-3s on first runs |
Control material stability after weekend or instrument cool-down |
Extend warm-up Monday morning. Run control at start of day before patient samples. Verify storage conditions over weekend. |
| Erratic high/low pattern alternating |
R-4s, large range values |
Pipette accuracy issue or control mixing inconsistency |
Verify pipette calibration. Check probe/tip condition. Ensure adequate control mixing before aspiration. |
| QC high after power interruption |
2-2s, sustained high shift |
Instrument temperature instability or calibration loss |
Allow extended warm-up after power restoration. Perform recalibration. Run verification before patient testing. |
| Negative result where impossible (e.g., potassium) |
1-3s, direction-dependent |
Calibration error or electrode malfunction (chemistry analyzers) |
Check electrode status. Recalibrate with known calibrator. If persistent, schedule service call. |
| QC acceptable but poor between-run precision |
No QC violation (control range issue) |
Control acceptance range too wide; masking true imprecision |
Tighten control limits (narrow range). Implement tighter CV% limits. Add additional control levels. |
| Failure at specific control range level only |
1-2s on mid or high control primarily |
Instrument non-linearity or concentration-dependent accuracy issue |
Run multiple controls across range. Plot accuracy vs concentration. Adjust calibration curve if available. |
| Gradual upward creep with new control lot |
4-1s (subtle upward trend) |
Control lot baseline difference or deterioration from manufacturing |
Compare assigned values between lots. Run both old and new lot in parallel over 3-5 days. Contact manufacturer if concern. |
| QC fails intermittently (2-3 times per week) |
Random 1-2s or 1-3s without pattern |
Environmental fluctuation (temperature, humidity) or operator technique variation |
Log time of failures and correlate with room conditions. Monitor HVAC schedules. Provide retraining on consistent technique. |
| Complete failure of one QC rule (e.g., always 1-2s violations) |
Persistent 1-2s or 1-3s |
Control acceptance range too tight relative to true instrument precision |
Revalidate control acceptance ranges. Consider widening limits if instrument precision known. Document if limits are appropriate. |
| QC fine but patient results inconsistent with external lab |
No QC violation (systematic bias) |
Control material not representative of patient matrix; instrument calibration bias |
Perform external quality assessment. Run split samples with reference lab. Review calibrator traceability. |
| Sudden failure right after reagent delivered |
2-2s, 1-3s (all levels, same direction) |
New reagent lot quality issue or improper shipment/storage |
Contact vendor; check reagent condition on arrival. Run quality verification. Request alternative lot if available. |
| QC low on cold mornings |
1-2s, low control low in winter |
Lab temperature not adequate during overnight cool-down |
Adjust thermostat overnight. Extend warm-up time. Verify HVAC maintains minimum 18°C overnight. |
| Failure pattern matches sample run duration |
Increasing 1-2s violations through run |
Reagent or control degradation over time; temperature increase during run |
Check reagent stability in instrument at running temperature. Verify cooling/heating blocks function. Limit run time if needed. |