Improvements in gender$-$base pay gaps have been made over recent decades, as of a recent study in $2016$ it had improved by what percentage?

A$)12\mathrm{.}7\%$

B$)81\mathrm{.}9\%$

C$)62\mathrm{.}3\%$

D$)50\%$