My general opinion has settled on:
Doing linear algebra -> Matlab/octave
Twiddling data tables around and making plots -> R
Doing linear algebra -> Matlab/octave
Twiddling data tables around and making plots -> R
twiddling data tables making plots -> python/numpy/matplotlib
abstract math/calculus -> python/sympy
statistics/quick data analysis -> R