This ELA handbook aims to enhance the understanding of bias and related legal, ethical and practical issues that may arise in the development and utilization of algorithms and Artificial Intelligence (AI) for risk assessment. It provides insights into relevant regulations and methods to mitigate bias and prevent discrimination.