Transparency, explainability, interpretability and accountability are four interrelated but non-interchangeable concepts: transparency refers to the degree to which a system and information about its operation are disclosed, explainability refers to whether understandable reasons can be provided, interpretability refers to how people understand model outputs, and accountability refers to who must answer for decisions and provide redress.