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WOMEN’S ENTREPRENEURSHIP IN STEM                        713



             the distribution across fields. Self-employed men in  in terms of their undergraduate fields is more pro-
             STEM are almost twice as likely to be in computer/  nounced among the self-employed in STEM.
             mathematical occupations and almost three times as    The lower prevalence of undergraduate STEM
             likely to be in architecture/engineering occupations  education among self-employed women in STEM
             relative to self-employed women in STEM. On the  relative to men may reflect different pathways that
             other hand, they have a smaller representation in  women may take into STEM entrepreneurship. For
             health occupations (52.6%) relative to women who  example, self-employed women in STEM who study
             are self-employed in STEM fields (77.8%).   a non-STEM-related field in college may be more
                                                        likely than men to receive graduate degrees in STEM
             THE ROLE OF STEM EDUCATION AND             fields. Among examples of moving from a non-STEM
             TRAINING                                   undergraduate field to a STEM graduate field are indi-
               Central to understanding the gender dynamics of  viduals who earn undergraduate degrees in literature
             entrepreneurship and commercialization in STEM  or history who go on to medical school or earn other
             fields are factors motivating participation, including  graduate degrees in health care. Alternatively, women
             STEM education and training. To better understand  who do not receive a formal education in STEM
             the relationship between STEM education and STEM  may be more likely than men to build their STEM
             entrepreneurship, this report presents an examination  expertise through informal or on-the-job training
             of fields that people employed in STEM occupa-  prior to starting their businesses. Our finding of
             tions studied during undergraduate education. The  lower prevalence of undergraduate STEM educa-
             undergraduate degree fields are classified into the  tion among self-employed women in STEM relative
             following seven groups based on Siebens and Ryan  to men suggests that these alternative paths may be
             (2012): science and engineering, science- and engi-  more prevalent for female entrepreneurs relative to
             neering-related, social sciences, business, education,  male entrepreneurs. Further empirical research is
             arts/humanities, and other. Science and engineer-  needed to determine the extent to which these alter-
             ing fields include computer science; computer and  native explanations hold.
             information systems; mathematics and statistics; bio-    Second, self-employed women in STEM are less
             logical, agricultural, and environmental sciences;  likely to have a science, engineering, or related degree
             physical and related sciences; social sciences; and  compared to women STEM wage/salary workers
             engineering (14). Science- and engineering-related  (63% vs. 69.2%). This finding underscores the relative
             fields include, for example, nursing, architecture, and  importance of graduate degrees or informal STEM
             mathematics teacher education.             training among self-employed women compared to
               The analysis findings reveal several key features of  women in wage/salary employment. Furthermore,
             the relationship between STEM education and STEM  compared to self-employed women in STEM, women
             entrepreneurship. First, the majority of self-employed  working in STEM wage/salary employment have
             men and women in STEM with at least a bachelor’s  a lower frequency of receiving a science and engi-
             degree have received a bachelor’s degree in science,  neering degree and a higher frequency of receiving
             engineering, or related fields (Table 4). However, rel-  a science- and engineering-related degree.
             ative to men, self-employed women in STEM are less    A review of the literature reveals that, in general,
             likely to have received a bachelor’s degree in science,  women are underrepresented among students pur-
             engineering, or related fields in their undergraduate  suing STEM educations. This gender-based gap has
             education (31.5% + 31.5% = 63% vs. 58.7% + 14.3%  been identified consistently in primary and second-
             = 73%). Therefore, a larger share of self-employed  ary education and documented by programs targeting
             women in STEM, relative to similar men, consists of  girls’ K-12 involvement (2). However, this gap is most
             individuals with undergraduate degrees that are not  often identified at the undergraduate level, where
             related to science or engineering. A similar pattern  data on majors and course selection is collected more
             is also evident among wage/salary workers in STEM;  systematically and students pursue distinct degrees
             however, the difference between men and women  by subject (15). Furthermore, women who pursue
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