The subtraction principle is a counting technique used to find the number of ways to select items by removing certain possibilities from the total set. This principle is particularly useful when dealing with restricted selections where some options are not available, allowing for a clearer understanding of the remaining choices. By applying this principle, one can simplify complex counting problems by breaking them down into smaller, more manageable components.