Evaluation bias occurs when flawed procedures, implicit stereotypes, or subjective judgments skew assessments, leading to unfair evaluations, particularly in realms like hiring, academic grading, and performance reviews. It perpetuates inequality by disproportionately affecting marginalized groups and compromising the validity of decisions by failing to accurately reflect individual merit or performance.