The Gemara says it is because of two things. It is about the Chiyuv Mitzvos, which comes from the Torah, not Chazal who were simply thankful about the Chiyuv Mitzvos. It is also because women have more trouble and are more often Nirdafos. The latter shows us that they saw women as an oppressed minority, much like the feminist groups do today.
Menu