bchoate
I cannot give you quantitative data for the series I elements (lithium, sodium, potassium, rubidium, and cesium).
I can tell you the activation energy for Series I elements decreases with molecular weight as does the 1st ionization energy. Both trends indicate an increase in reactivity as
Li < Na < K < Rb < Cs. Lithium in water releases hydrogen smoothly and sometimes gets hot enough to ignite the hydrogen. Sodium is much more reactive and skips about the water surface and often ignites the hydrogen. While lithium's melting point is 181 C, potassium melts at 63 C.
Potassium dropped into water melts with the heat. The reaction is violent with ignition and detonation. If one wanted to roughly approximate a comparison between lithium and potassium, pieces (weight such that equal number of moles are present) can be dropped in water and timed for complete disapperance.