Cool looking machine!
Looks pretty similar to the 1st generation CASE IH Quadtrac's, minus the articulation, but only six years beforehand.
I'm sure the tracks could be an advantage in some situations, but every environment is different obviously.
Definitely wouldn't be fast, most tracked tractors (at least agricultural ones) can only do about 20 MPH.