taking the logarithm of gdp per capita can often capture this relationship well the ratio of female to male members of parliament is the one exception and is characterised by a linear relationship with gdp per capita although we still live in a world where women are on average disadvantaged relative to men the situation seems to have improved in the second half of the th century especially from the s onwards