Float64 vs Float16

Apparently, float16 is much easier to save and requires less space, but when I try to analyse the float16 traces, it freezes my whole PC and the analysis takes like 20min. While, for the same data, float64 traces require only 5min to analyse. Whats the reason for that? Should I also save my traces as BYTE or WORD?