If you look at the periodic table, you realize that the elements are arranged in increasing atomic number from left to right, and from top to bottom. Note that elements in the same period are of the same valence shell number and elements in the same group has the same no. of valence electrons (with few exceptions).
Obviously, it would be atomic number. Perhaps atomic mass has a limiting rate fator in virtue being a bulkier reactant.