The document outlines a mathematical analysis of a non-recursive algorithm by determining input size and identifying basic operations. It focuses on the operation of comparisons made to find the largest value in an array and analyzes the execution count of these comparisons under different scenarios (best, worst, average). The analysis includes simplification of sums related to the number of comparisons based on input size n.