Common QC rule violations
Six statistical rules and the limits of their interpretation
Quality control (QC) compares a control result with its established mean and standard deviation (SD), a measure of usual variation. Random error increases scatter; systematic error shifts results toward one side. The patterns below suggest which type to investigate.1
Vertical position = (result − mean) ÷ SD, using each level's own target. Lines: mean (0), ±1, ±2, ±3 SD. Squares meet the named rule; circles give context.
12s
One result beyond ±2 SD.
Classic warning. Inspect the selected rejection rules.
13s
One result beyond ±3 SD.
Rejection. May reflect random or systematic error.
22s
Two consecutive beyond the same 2 SD limit.
Rejection. Suggests systematic error.
R4s
One > +2 SD, one < −2 SD, in one run.
Rejection: possible random error. Spread = 4.8 SD.
41s
Four consecutive beyond the same 1 SD limit.
Rejection. Suggests systematic error.
10x
Ten consecutive on one side of the mean.
Rejection. Suggests systematic error.
Examples use one level across runs, except R4s (two levels, one run). The 22s rule also applies across levels within a run; 41s and 10x can span levels and runs as the QC plan specifies.2
Warning and rejection
In the classic Westgard scheme, 12s is a warning to check the rejection rules. Plans that evaluate every rule directly can detect the 41s and 10x examples here even though no result exceeds 2 SD. The adopted plan defines rules, levels, runs, and look-back periods.1,2
Respond to a rejection
Hold affected patient results. Use the adopted QC plan to investigate controls, reagents, calibration, and instrument performance. After correction and acceptable QC, assess which patient results need review or repeat testing. A passing repeat alone does not explain the original failure.2