The Need for Transparency in AI Decision-Making As machine learning models become increasingly ubiquitous in high-stakes decision-making applications, concerns about their lack of transparency have grown. The opacity of AI-driven predictions and recommendations can lead to mistrust among users, making it difficult to identify biases, errors, or adverse consequences. For instance, a study by ProPublica…