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716                                DEMIRALP ET AL.



      fields. However, the racial break-up within minority  business owners of non-STEM firms more often iden-
      entrepreneurs differs between the two groups. In par-  tify as racial or ethnic minorities than owners in
      ticular, self-employed women in STEM are almost  STEM fields, a trend that is particularly pronounced
      twice as likely to be Asian compared to self-employed  among Black women. Further, trends in owner age
      women in non-STEM fields (11.9% vs. 6.3%). On the  reveal a slight gender gap; at later ages (age 55 and
      other hand, women who are self-employed in non-  above), men-owned businesses are more prevalent
      STEM fields are almost twice as likely to be of other  than women-owned businesses in both STEM and
      race compared to self-employed women in STEM  non-STEM fields. However, at younger ages (age 25
      (7.3% vs. 3.8%). Furthermore, self-employed women  to 44), STEM and non-STEM business owners are
      in STEM are less likely to be Hispanic compared to  somewhat more likely to be women than men.
      self-employed women in non-STEM fields (6.5% vs.
      15.5%).                                     BUSINESS CHARACTERISTICS AND
                                                  PERFORMANCE OF WOMEN-OWNED STEM
      Survey of Business Owners Analysis Results  BUSINESSES
        Tables 9 through 12 summarize the characteristics     Business characteristics drawn from the 2007 SBO
      of firm owners and firms based on SBO data of sin-  data suggest that on key firm performance indicators,
      gle-owner firms using the adapted plurality business   such as number of employees, payroll, and receipts,
      owner definition described above. Table 13 uses the   men-owned businesses show significantly higher fig-
      standard majority owner definition, based on 51%   ures than do women-owned businesses (Table 11). In
      ownership, to explore commercialization outputs.   both STEM and non-STEM fields, men-owned busi-
        The analysis of SBO data reveals significant dif-  nesses, on average, employ nearly three times as many
      ferences in educational attainment and previous   employees than women-owned businesses. Using
      entrepreneurial experience between men and women   number of employees as a proxy for firm size, other
      in STEM fields, echoing themes found in the educa-  firm-level performance indicators, such as payroll
      tion and training literature (Table 9). Male owners of  and receipts, follow a similar trend. While men- and
      single-owner businesses more often hold advanced  women-owned STEM businesses have a higher aver-
      degrees than women in all industries, a disparity that  age payroll than non-STEM businesses, men-owned
      increases when considering graduate degrees (i.e.,  businesses, regardless of STEM status, have higher
      Master’s, Doctorate) among STEM fields in partic-  payroll and receipts than women-owned businesses
      ular. Across genders, entrepreneurs in STEM fields  in similar fields.
      attain higher educational degrees than owners in    Women-owned businesses are more likely to have
      non-STEM fields, highlighting the importance of  been established for a shorter period of time than
      education and training in STEM entrepreneurship.  men-owned businesses in both STEM and non-
      Further, men owners are also more likely, across  STEM fields. In particular, this variation is greatest
      STEM and non-STEM businesses, to have previously  among businesses operating for 18 years or more. The
      been self-employed or owned their own businesses  sharp disparity in years of firm ownership by gender
      than women owners. In STEM and non-STEM fields,  suggests that several dynamics may be at play. First,
      previous entrepreneurial experience is less common  women business owners may face fewer barriers to
      among female business owners than male business  firm start-up and entry in recent years compared to
      owners.                                     15 or 20 years ago. Second, women starting businesses
        Examining racial and ethnic background among  15 or 20 years ago may have faced greater barriers to
      owners of single-owner businesses identifies more  survival than those starting more recently and did
      white business owners, in STEM and non-STEM  not continue to operate into 2007.
      fields, than minority business owners (Table 10).    A widely cited barrier to business entry and sur-
      Interestingly, Black, Asian, and Hispanic women own  vival is access to start-up and expansion financing.
      a greater proportion of STEM firms than men STEM  The analysis of 2007 SBO data suggests that the role of
      business owners of the same race. Men and women  financing in motivating successful entrepreneurship
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