Fast
The Julia language writes in a consistent and familiar Python-like syntax, but has speed comparable to C.
Sane
Sensible function names, arguments, and default settings. Get more done without scratching your head.
Transparent
PopGen.jl is written entirely in Julia, meaning anyone using it can also understand what it's actually doing.