Description: Informed Analysis refers to a thorough examination of data that considers the implications of privacy and ethics in its use. This approach seeks to ensure that data collection and analysis are conducted responsibly, prioritizing transparency and understanding of the processes involved. In the context of explainable artificial intelligence (AI), Informed Analysis allows users to understand how decisions based on data are made, which is crucial for fostering trust in automated systems. Additionally, in data anonymization, this analysis becomes an essential tool for protecting individuals’ identities while extracting valuable insights from large volumes of information. In summary, Informed Analysis focuses not only on the effectiveness of data analysis but also on the ethical and privacy considerations that should guide its implementation, ensuring that individuals’ rights are respected and that information is used fairly and responsibly.