More women in a STEM field leads people to label it as a ‘soft science,’ according to new research
Alysson Light, Assistant Professor of Psychology, University of the Sciences
Posted:
Updated:
How seriously people take particular scientific disciplines partly depends on how many women enter them.skynesher/E+ via Getty Images
The Research Brief is a short take about interesting academic work.
The big idea
One factor that influences the use of the labels “soft science” or “hard science” is gender bias, according to recent researchmycolleaguesand I conducted.
Women’s participation varies across STEM disciplines. While women have nearly reached gender parity in biomedical sciences, they still make up only about 18% of students receiving undergraduate degrees in computer science, for instance.
In a series of experiments, we varied the information study participants read about women’s representation in fields like chemistry, sociology and biomedical sciences. We then asked them to categorize these fields as either a “soft science” or a “hard science.”
Across studies, participants were consistently more likely to describe a discipline as a “soft science” when they’d been led to believe that proportionally more women worked in the field. Moreover, the “soft science” label led people to devalue these fields – describing them as less rigorous, less trustworthy and less deserving of federal research funding.
Our research suggests this may not be the case. Stereotypes about women and STEM persist, even in the face of evidence that women can and do productively participate in STEM fields. These stereotypes can lead people to simply devalue the fields in which women participate. In this way, even science and math can end up in the “pink collar” category of heavily female fields that are often devalued and underpaid.
Other research has found that explicit “science equals men” stereotypes were weaker among people who majored in science disciplines with high participation by women, like biological sciences, compared to those who majored in fields with few women, like engineering. This finding suggests that exposure to women in your own field can shift the gender stereotypes you hold.
But our studies more closely align with other research suggesting that, rather than reducing gender stereotyping, women’s increased participation results in the devaluation of more heavily female fields.
When women make up more than 25% of graduate students in a discipline, men – and to a lesser extent women – become less interested in pursuing that discipline, and salaries tend to go down. Other studies have found that the same job is seen as deserving a lower salary when positioned in a “female field” than when it is listed in a “male field.” Together, this suggests that the presence of women, and not characteristics of the job or field, is what leads to devaluation and lower pay.
What still isn’t known
Participants who worked or planned to work in science were just as likely as the rest of the population to use gender as a cue to categorize soft vs. hard sciences. But in scientists, we found no connection between that tendency and their beliefs about women’s ability in science and math. That is, scientists’ levels of sexism, as measured by self-report, were unrelated to their inclination to call fields with many women “soft sciences.”
We don’t know how scientists and non-scientists ended up making the same connection between gender and soft science labels. It’s possible that people who work in science are just more aware of norms against expressing such gender stereotypes – meaning their self-reports are less likely to reflect their true beliefs and actually more closely match those of non-scientists.
But it’s also possible that something else is driving their use of the “soft science” label. For example, to our surprise, women who worked in science were more likely compared to men in science to label fields with many women as “soft sciences.” This could reflect the tendency for some women who experience sexism in their fields to distance themselves from other women as a way to protect themselves from being targets of sexism.
What’s next
Science advocates must grapple with the fact that women’s work in scientific fields can result in fields being devalued. For society to benefit fully from the broad spectrum of scientific disciplines, advocates may need to address gender stereotypes more directly.
Gender stereotypes about STEM could also affect which fields talented students choose to pursue. The label of “soft science” might be a turnoff for high-achieving students who want to prove their strengths – or, conversely, students who are insecure about their abilities might avoid a major described as a “hard science.”
___
The Conversation’s science, health and technology editors pick their favorite stories.Weekly on Wednesdays.
Alysson Light does not work for, consult, own shares in or receive funding from any company or organization that would benefit from this article, and has disclosed no relevant affiliations beyond their academic appointment.
___
Canva
Gender disparities persist in college majors, then trickle down to careers, whether in computer science and electrical engineering, or nursing and teaching. Some progress has been made in encouraging more women to enter male-dominated fields and to close gaps in wages. Computer programming is one example where the wage gap has shrunk since 2016. But in other cases, inequities persist: 50% of women leave tech jobs by the time they are 35 years old.
As for the reverse, women continue to dominate in careers such as nursing or teaching, but often men in those fields earn more than women. Women in government public health jobs make $3,000 less than men in the same positions, or men in special education jobs out earn women by $2,400.
StudySoup compiled data from the National Center for Education Statistics to identify 15 college majors with the greatest gender disparities. The data is submitted by all U.S. colleges participating in the Title IV federal financial aid program, with 2017–18 being the most recent year available. StudySoup removed majors with less than 5,000 students, leaving just over 1,000 disciplines in the dataset.
StudySoup recognizes the data collected views gender through a binary lens, which does not accurately represent all gender identities. A recent study estimates about 1.2 million adults in the U.S. identify as nonbinary, a population not explored in the collected data set.
Canva
Gender disparities persist in college majors, then trickle down to careers, whether in computer science and electrical engineering, or nursing and teaching. Some progress has been made in encouraging more women to enter male-dominated fields and to close gaps in wages. Computer programming is one example where the wage gap has shrunk since 2016. But in other cases, inequities persist: 50% of women leave tech jobs by the time they are 35 years old.
As for the reverse, women continue to dominate in careers such as nursing or teaching, but often men in those fields earn more than women. Women in government public health jobs make $3,000 less than men in the same positions, or men in special education jobs out earn women by $2,400.
StudySoup compiled data from the National Center for Education Statistics to identify 15 college majors with the greatest gender disparities. The data is submitted by all U.S. colleges participating in the Title IV federal financial aid program, with 2017–18 being the most recent year available. StudySoup removed majors with less than 5,000 students, leaving just over 1,000 disciplines in the dataset.
StudySoup recognizes the data collected views gender through a binary lens, which does not accurately represent all gender identities. A recent study estimates about 1.2 million adults in the U.S. identify as nonbinary, a population not explored in the collected data set.
Students can go on to become a software developer, a web developer, a data visualizer, a programmer, or a security analyst. A study from Girls Who Code and Accenture found that women were dropping technology careers faster than men. Fifty percent of women leave their jobs by the time they are 35; only 21% said the technology industry would allow them to thrive. For women of color, that number drops to only 8%.
FrameStockFootages // Shutterstock
- Total students: 10,054
- Percent male students: 79.8%
- Percent female students: 20.2%
Students can go on to become a software developer, a web developer, a data visualizer, a programmer, or a security analyst. A study from Girls Who Code and Accenture found that women were dropping technology careers faster than men. Fifty percent of women leave their jobs by the time they are 35; only 21% said the technology industry would allow them to thrive. For women of color, that number drops to only 8%.
Though women make up the majority of veterinarians, a pay gap has persisted. A study found female veterinarians in private practices had a median income of $88,000 in 2011, compared to $112,000 for their male counterparts. By 2018, the pay gap had closed somewhat, with a mean starting salary of $82,000 for women compared to $85,000 for men—or from 9% in 2012 to 3% in 2018. But the pay gap widens over time, particularly among veterinarians with incomes of more than $100,000.
Odua Images // Shutterstock
- Total students: 5,890
- Percent male students: 20.1%
- Percent female students: 79.9%
Though women make up the majority of veterinarians, a pay gap has persisted. A study found female veterinarians in private practices had a median income of $88,000 in 2011, compared to $112,000 for their male counterparts. By 2018, the pay gap had closed somewhat, with a mean starting salary of $82,000 for women compared to $85,000 for men—or from 9% in 2012 to 3% in 2018. But the pay gap widens over time, particularly among veterinarians with incomes of more than $100,000.
Public health is another field in which women are in the majority but are paid less than men. Women in government public health jobs make $3,000 less each year than men in the same positions, according to 2017 data. Although women account for 79% of those in government jobs, they make up only 36% of the leadership.
Phovoir // Shutterstock
- Total students: 6,656
- Percent male students: 19.1%
- Percent female students: 80.9%
Public health is another field in which women are in the majority but are paid less than men. Women in government public health jobs make $3,000 less each year than men in the same positions, according to 2017 data. Although women account for 79% of those in government jobs, they make up only 36% of the leadership.
Men are not only over-represented in the computer science field, but they also can expect to have higher incomes. A 2021 study by the U.S. National Science Foundation found that among those with doctorates in mathematics and computer sciences, men anticipated a median salary of $125,000 compared to $101,500 for women. Researchers at Stanford Graduate School of Business found one reason women may make less than men in STEM—or science, technology, engineering, and mathematics—is self confidence. Employers in computer science and engineering appear to offer higher salaries to those who are self assured.
Canva
- Total students: 26,313
- Percent male students: 81.7%
- Percent female students: 18.3%
Men are not only over-represented in the computer science field, but they also can expect to have higher incomes. A 2021 study by the U.S. National Science Foundation found that among those with doctorates in mathematics and computer sciences, men anticipated a median salary of $125,000 compared to $101,500 for women. Researchers at Stanford Graduate School of Business found one reason women may make less than men in STEM—or science, technology, engineering, and mathematics—is self confidence. Employers in computer science and engineering appear to offer higher salaries to those who are self assured.
The wage gap between men and women who work as programmers is about 11.3%, according to an analysis by Glassdoor. About 79% of programmers are men, according to the U.S. Bureau of Labor Statistics. While the pay gap is still vast, it has gotten smaller since 2016, when it was 28.3%. In information technology, that gap is 5.4%.
SeventyFour // Shutterstock
- Total students: 20,707
- Percent male students: 82.2%
- Percent female students: 17.8%
The wage gap between men and women who work as programmers is about 11.3%, according to an analysis by Glassdoor. About 79% of programmers are men, according to the U.S. Bureau of Labor Statistics. While the pay gap is still vast, it has gotten smaller since 2016, when it was 28.3%. In information technology, that gap is 5.4%.
A 2016 article in the Harvard Business Review looked at why so many women left the engineering field and concluded that the male culture of engineering may be to blame. Female students reported being assigned menial tasks and being treated in stereotypical ways. Women account for 20% of all engineering graduates, but nearly 40% of them either do not work as engineers or they quit. Women also were more likely to say they were interested in “socially conscious” work.
Kampan // Shutterstock
- Total students: 16,694
- Percent male students: 85.6%
- Percent female students: 14.4%
A 2016 article in the Harvard Business Review looked at why so many women left the engineering field and concluded that the male culture of engineering may be to blame. Female students reported being assigned menial tasks and being treated in stereotypical ways. Women account for 20% of all engineering graduates, but nearly 40% of them either do not work as engineers or they quit. Women also were more likely to say they were interested in “socially conscious” work.
Only 13.2% of bachelor’s degrees in mechanical engineering went to women in 2015, according to the American Society of Engineering education. But some universities are making progress in getting more women into the field. At MIT’s undergraduate Department of Mechanical Engineering, 49.5% of the students were women in 2016. One way the university drew more female students was to employ more female professors.
BigPixel Photo // Shutterstock
- Total students: 35,182
- Percent male students: 85.7%
- Percent female students: 14.3%
Only 13.2% of bachelor’s degrees in mechanical engineering went to women in 2015, according to the American Society of Engineering education. But some universities are making progress in getting more women into the field. At MIT’s undergraduate Department of Mechanical Engineering, 49.5% of the students were women in 2016. One way the university drew more female students was to employ more female professors.
Students who specialize in human services can put their education to use in a variety of jobs, from case worker to community outreach worker, or substance abuse counselor to court support worker. But the wage gap persists: The average salary gap for male and female social workers was approximately $7,052, a 2011 study reported.
Photographee.eu // Shutterstock
- Total students: 6,938
- Percent male students: 13.7%
- Percent female students: 86.3%
Students who specialize in human services can put their education to use in a variety of jobs, from case worker to community outreach worker, or substance abuse counselor to court support worker. But the wage gap persists: The average salary gap for male and female social workers was approximately $7,052, a 2011 study reported.
According to the Pew Research Center, efforts to increase the number of women in STEM occupations is uneven. Women are still underrepresented in such jobs as computing, engineering, and physical sciences. Women earned 58% of all college degrees in 2018, but only about half of those degrees were in STEM fields. Women make up 25% of those employed in computer occupations, with their share in the field dropping from 2000 to 2016 before remaining stable.
puhhha // Shutterstock
- Total students: 8,266
- Percent male students: 87.4%
- Percent female students: 12.6%
According to the Pew Research Center, efforts to increase the number of women in STEM occupations is uneven. Women are still underrepresented in such jobs as computing, engineering, and physical sciences. Women earned 58% of all college degrees in 2018, but only about half of those degrees were in STEM fields. Women make up 25% of those employed in computer occupations, with their share in the field dropping from 2000 to 2016 before remaining stable.
Despite the overwhelming preponderance of women in the field, men earn more than women, according to a study from Nurse.com. Men make on average $79,688 a year compared to $73,090 for women—a more than $6,000 difference. Men are more likely to negotiate their salaries—43% of men compared to 34% of women—and to complete a degree program or participate in training. This also extends to specialties as men who are certified in a specialty earned $1,252 more than women who are also certified.
Canva
- Total students: 139,952
- Percent male students: 12.5%
- Percent female students: 87.5%
Despite the overwhelming preponderance of women in the field, men earn more than women, according to a study from Nurse.com. Men make on average $79,688 a year compared to $73,090 for women—a more than $6,000 difference. Men are more likely to negotiate their salaries—43% of men compared to 34% of women—and to complete a degree program or participate in training. This also extends to specialties as men who are certified in a specialty earned $1,252 more than women who are also certified.
In 2015, 83% of social workers were women, according to the U.S. Bureau of Labor Statistics. A study by the National Association of Social Workers found only 10% of these men considered a social work career path before college. One reason for the disparity may be a bias about who is able to best fill roles that involve caring for people. Men make up only 10% of the membership of the American Counseling Association, a drop from 30% in 1982.
Monkey Business Images // Shutterstock
- Total students: 21,698
- Percent male students: 11.3%
- Percent female students: 88.7%
In 2015, 83% of social workers were women, according to the U.S. Bureau of Labor Statistics. A study by the National Association of Social Workers found only 10% of these men considered a social work career path before college. One reason for the disparity may be a bias about who is able to best fill roles that involve caring for people. Men make up only 10% of the membership of the American Counseling Association, a drop from 30% in 1982.
Among special educator teachers, women make up 85.6% of the workforce. Despite this, men still earn more than women. Average salaries are $54,319 for men but only $51,915 for women, a difference of more than $2,000 a year.
Ormalternative // Shutterstock
- Total students: 6,197
- Percent male students: 10.6%
- Percent female students: 89.4%
Among special educator teachers, women make up 85.6% of the workforce. Despite this, men still earn more than women. Average salaries are $54,319 for men but only $51,915 for women, a difference of more than $2,000 a year.
Since the beginning of the 1980s, more men have taken up teaching careers, but the share of women in the classroom continues to grow, according to a study led by the University of Pennsylvania. About 67% of public school teachers were women during the 1980–81 school year, and in the 2015–16 school year, that number rose to 76%.
Canva
- Total students: 27,484
- Percent male students: 8.1%
- Percent female students: 91.9%
Since the beginning of the 1980s, more men have taken up teaching careers, but the share of women in the classroom continues to grow, according to a study led by the University of Pennsylvania. About 67% of public school teachers were women during the 1980–81 school year, and in the 2015–16 school year, that number rose to 76%.
A degree in human development and family studies can lead to jobs such as social worker, marriage or family therapist, or rehabilitation counselor. Men account for fewer than 10% of social workers under the age of 34. Compared to the early 1980s, the number stood at 36%. And in the 1970s, men received half of master’s degrees in psychology, compared to 20% in 2013.
Dragana Gordic // Shutterstock
- Total students: 8,499
- Percent male students: 8.0%
- Percent female students: 92.0%
A degree in human development and family studies can lead to jobs such as social worker, marriage or family therapist, or rehabilitation counselor. Men account for fewer than 10% of social workers under the age of 34. Compared to the early 1980s, the number stood at 36%. And in the 1970s, men received half of master’s degrees in psychology, compared to 20% in 2013.
Fewer than 3% of preschool and kindergarten teachers are men, according to 2019 figures from the U.S. Bureau of Labor Statistics. That number has remained unchanged over decades. A 2019 study from the Borough of Manhattan Community College in New York City found that male teachers encountered societal or cultural resistance. Other barriers to making the field more diverse: low pay, few mentors, and traditional recruiting approaches that fail to reach men.
This story was produced and distributed in partnership with Stacker Studio.
PixieMe // Shutterstock
- Total students: 12,179
- Percent male students: 3.8%
- Percent female students: 96.2%
Fewer than 3% of preschool and kindergarten teachers are men, according to 2019 figures from the U.S. Bureau of Labor Statistics. That number has remained unchanged over decades. A 2019 study from the Borough of Manhattan Community College in New York City found that male teachers encountered societal or cultural resistance. Other barriers to making the field more diverse: low pay, few mentors, and traditional recruiting approaches that fail to reach men.
This story was produced and distributed in partnership with Stacker Studio.