The Dominant Eigenvalue of a matrix is the Eigenvalue with the greatest absolute magnitude, which often determines the Long-term behavior of dynamical systems. In many applications, such as Population Modeling and Stability Analysis, the Dominant Eigenvalue provides critical insights into the System's growth rate or Stability properties.