Bias-free refers to an approach, perspective, or methodology that strives to eliminate prejudice, favoritism, or discrimination in decision-making and communication. It emphasizes objectivity, fairness, and inclusivity, ensuring that all individuals and groups are treated equitably. In practice, bias-free language and practices aim to reduce stereotypes and promote understanding among diverse populations. Ultimately, the goal is to create an environment where everyone feels respected and valued.