So Does it means that computer will process faster when we are doing matrices calculations than the vectors ,such as dot products?

What would symbolic manipulation look like? Does software like Wolfram Alpha and MATLAB use matrix to carry out symbolic calculations?

I think it would be faster to process matrices since there are functions and packages that optimize matrix algebra on a low-level.