The evidence supporting the importance of procedural fairness (PF) in maintaining judicial legitimacy and improving defendant outcomes is significant. PF refers to the idea that courts and other criminal justice institution can create a process that is universally perceived as fair and impartial using four key components: voice, respectful treatment, neutrality, and trust. Substantial evidence establishes