thus improving overall job creation is likely to reduce marginal employment among poor women it is consistently negative across education levels in rural regions but only begins to gain importance from primary education onwards in urban regions however the magnitude is higher with each additional educational level for urban regions while in rural areas the household head with a university degree decreases the probability of women s participation by pp compared to the illiterate household head the same factor decreases the probability by almost pp in urban areas