Interpreting serological data involves understanding the specificity and sensitivity of the tests used. Sensitivity refers to a test's ability to correctly identify those with antibodies (true positives), while specificity refers to correctly identifying those without antibodies (true negatives). False positives and false negatives can occur, and these must be considered when analyzing serological data.