Multi-scale Analysis is a Methodological Approach used to examine Complex Systems at Various scales or Levels of detail, providing insights that Single-scale analyses may miss. This approach is essential in fields like physics, biology, and Data Science where systems exhibit Different behaviors at different scales, necessitating a Comprehensive Understanding from the microscopic to the Macroscopic level.