Differential item functioning (DIF) occurs when individuals from different groups with the same underlying ability have a different probability of answering an item correctly, indicating potential bias in test items. Identifying DIF is crucial for ensuring fairness and validity in assessments, as it helps to detect and mitigate bias that could disadvantage certain demographic groups.