Finding the reduced row echelon form (RREF) of a matrix can be time-consuming, particularly when using elimination matrices. A suggested method involves juxtaposing the identity matrix next to the original matrix and performing row reduction, allowing for the extraction of the matrix product of the elementary matrices. Keeping a detailed record of the row operations can also help in determining the composite matrix E. While MATLAB offers a quicker solution, it is considered less authentic for learning purposes. Overall, the discussion emphasizes the balance between efficiency and understanding in matrix reduction techniques.