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WOMEN’S ENTREPRENEURSHIP IN STEM                        719



             and commercialization may further explain existing  precursors as well as critical outputs of commercial-
             gender gaps, as the disparity is quite marked, par-  ization behaviors. The findings are additionally robust
             ticularly among women-owned firms in STEM. The  to changes in the definition of primary business own-
             majority of all respondent businesses rely on less than  ership. A comparison of the findings to results under
             $5,000 in start-up capital, the lowest funding cate-  traditional definitions of majority ownership applied
             gory included in the survey questionnaire; however,  to 2007 and 2012 SBO data (in analyses not shown)
             women-owned single-owner businesses in STEM are  demonstrates that, across the plurality and majority
             most likely to rely on this funding category (Figure  owner definitions and survey rounds, characteris-
             1). Men-owned firms are more likely to use higher  tics of business owners and businesses are broadly
             levels of start-up funding slightly more often than  similar. While variation in owner definition by sur-
             women-owned firms in both STEM and non-STEM  vey year introduces some minor changes in the size
             firms. At start-up funding levels above $5,000, the  of gender and sector disparities along certain indi-
             disparity in funding by gender becomes apparent.  cators, trends remain very similar.
             Among STEM and non-STEM men-owned firms,
             non-STEM firms are more likely to receive start-up  COMMERCIALIZATION AMONG WOMEN-
             funding at all higher levels of funding than STEM  OWNED STEM BUSINESSES
             firms. Among female owners, STEM firms see the    Using data from the 2012 Survey of Business
             gap in likelihood to receive start-up funding most  Owners, the report also examines a firm’s intellec-
             markedly from all other firm owners beginning at  tual property ownership as an important indicator
             the $100,000 to $249,999 level, while the gap emerges  of commercialization behavior. The analysis takes
             prominently for women-owned non-STEM busi-  into account the behavior of filing and receiving
             nesses at the $250,000 to $999,999 funding level.  intellectual property as the first critical step in the
               Start-up funding sources, to some degree, also   commercialization process, which is followed by the
             highlight disparities between men- and wom-  licensing of proprietary innovations. Thus, the anal-
             en-owned businesses. Men-owned businesses, in  ysis results presented below characterize the role of
             STEM and non-STEM fields, are consistently more  gender in a key initial phase of commercialization.
             likely to rely on or gain access to a bank loan to fund    The commercialization-focused analysis draws
             start-ups than women-owned businesses (Table 12).  on 2012 SBO data and the same approach to identi-
             This is notable, as bank loans typically give advan-  fying STEM fields by two-digit NAICS codes as the
             tages over other personal funding sources, such as  one used in analyzing 2007 SBO data. However, to
             credit cards or personal loans, in that they are asso-  define the gender of firm owner, a Census Bureau
             ciated with lower interest rates and lower personal  classification that identifies the owner as an indi-
             financial risk. Expansion capital sources further high-  vidual holding at least 51% of the firm is adopted. In
             light the gender disparity in access to bank loans, as  firms where no individual majority owner is identi-
             men-owned firms, in STEM and non-STEM fields,  fiable, firms are classified as equal-ownership. SBO
             use bank loans to finance expansion at more than  data further identifies firms that hold at least one
             twice the rate of women-owned firms. Men-owned  piece of a type of intellectual property (e.g., trade-
             firms in both STEM and non-STEM fields are addi-  mark, patent) but does not provide information on
             tionally more likely to use business profits to fund  the intensity of intellectual property production (e.g.,
             expansion than women-owned firms; however, STEM  number of patents held by a single firm.) Table 13
             firms, broadly, are more likely to use business prof-  summarizes the trends in intellectual property out-
             its to expand than non-STEM firms.         puts of STEM and non-STEM firms.
               The analyses presented here, while descriptive,    In all measures of commercial licensing (e.g.,
             yield insights that support findings from the litera-  patenting, trademarking, copyrighting) a distinct
             ture, which identify a significant gender gap among  gender gap exists among STEM firms. Accordingly,
             factors influencing participation in STEM educa-  men-owned firms are significantly more likely to
             tion and entrepreneurship and experience-based  hold at least one piece of intellectual property than
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