There are two types of errors that one should look for when examining quality control charts.
Random errors are statistical fluctuations (in either direction) in the measured data due to the precision limitations of the measurement device.
Systematic errors, by contrast, are reproducible inaccuracies that are consistently in the same direction. Systematic error is more subtle and harder to detect.