The  2017 Annual Survey of the Mathematical Sciences in the U.S. paints a picture of women’s representation in mathematics.

As of 2017, women are…

38% of undergraduate math degrees awarded
29% of new PhDs in the US
21% of current postdocs in math
17% of tenured/tenure-eligible math faculty
12% of math full professors at PhD-granting institutions
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First Jobs for New PhDs

Gender Differences in First Jobs for New US PhDs in the Mathematical Sciences by Marie A. Vitulli analyses data from the 1991-2015 Annual Surveys with an eye towards gender and citizenship differences.  One conclusion was that there were striking differences in types of employment accepted by men and women. For more differences and details read the article.

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It's not just about women.

The CBMS demographic survey, most recently completed in 2015, details the percentage of gender and of racial/ethnic groups among all tenured, tenure-eligible, postdoctoral, and other full-time faculty in mathematics departments of four-year colleges and universities. The data, shown below, underscore the lack of representation of many groups in the mathematical sciences.  We report percentages among full-time faculty in math departments at colleges or universities in 2015.

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0%
White, male
0%
White, female
0%
Asian, male
0%
Asian, female
0%
Black, male
0%
Black, female
0%
Hispanic, male
0%
Hispanic, female
Panel-Kristin Lauter
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What about other measures of representation?

A recent study tried to investigate the relative influence of women in mathematical research by surveying the editorial boards of math journals. Among 435 research journals in mathematics, women hold only 8.9% of journal editorships, compared to 15% of tenured or tenure-eligible positions in doctoral-granting mathematics departments. Fifty-one of the journals in this sample have no women editors.
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“Common stereotypes associate high-level intellectual ability with men more than women and influence the interests of children as young as 6.”

Gender stereotypes about Intellectual Ability, Psychology Report