Based on the view of the unit ability, the study purposes to employ features of control chart and to integrate relevant statistical methods for assessment of the test quality in the joint examination. This article achieves the establishment of criteria for assessing test quality by exploring the index of test quality in the general test area, and using standard deviation for the control limit of control chart. The result of the research indicates that the criteria can demonstrate the levels of test quality in finer state and more accurately point out the situation of quality.