Column Permutation involves Rearranging the columns of a matrix, which can affect the Matrix's properties and analyses, such as Simplifying computations or Revealing certain structural insights. It is often used in operations like Matrix Factorization and transformations to Optimize algorithm performance or Highlight patterns in data sets.