Polar Analytics has some encouraging signals around interview structure and candidate experience, plus a remote setup that can widen access. The main constraint for early-career candidates is simple: public job ads skew mid-senior and there is very little visible evidence of junior pathways, pay transparency, or tracked early-career progression.