Bias in assessment refers to the systematic favoritism or disadvantage that certain groups experience due to the design, administration, or interpretation of evaluative measures. This can lead to inaccurate representations of an individual's abilities and perpetuate inequality, making it critical to recognize and mitigate bias to ensure fairness and validity in assessments.