Even though men make $1 to a woman's 77 cents, women were the bigger savers over the past 12 months.

For men and women with similar salaries, up to the $150,000 mark, the women have more money in their 401(k) on average, according to new data from Fidelity Investments.

Women earning between $20,000 and $40,000, for example, have saved an average of $17,300 in their 401(k), as of the year ended Sept. 30, 2014. Men in that income range have an average of $15,200 in their account. Fidelity's data are based on 13 million accounts.

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