Description: Multicriteria Decision Making (MCDM) is an analytical approach that allows decision-makers to evaluate and select among multiple alternatives based on various criteria that are often in conflict. This process is fundamental in situations where decisions cannot be made considering a single criterion, but rather require a deeper analysis of different factors that may influence the outcome. MCDM is used in various fields, including environmental management, urban planning, project evaluation, and supplier selection, among others. The main characteristics of Multicriteria Decision Making include identifying relevant criteria, assigning weights to each criterion according to its importance, and evaluating alternatives based on these criteria. This approach allows decision-makers to have a more comprehensive and structured view of the available options, thus facilitating the choice of the most suitable alternative. MCDM relies on various techniques, including unsupervised learning methods, where patterns and groupings in the data can be identified to help inform the decision-making process. In summary, Multicriteria Decision Making is a powerful tool that enables decision-makers to navigate the complexity of multiple criteria and alternatives, promoting more informed and balanced decisions.