Data errors can arise from multiple sources, including measurement errors, data entry mistakes, and misclassification. Measurement errors occur when the tools or methods used to gather data are flawed. Data entry mistakes happen when information is incorrectly recorded into databases. Misclassification errors occur when subjects are incorrectly categorized, which can significantly skew results.