This book provides a survey of recent methodology, both theoretical and applied, regarding the statistical analysis and detection of defective (non-conforming) items in various types of inspection for attributes, when the inspection itself is subject to error. This error can be of two kinds: false positive (classifying non-defective as defective) and false negative (classifying defective as non-defective).