Beyond the Pitch Room: A Pipeline Framework of Gender, Diversity, and Access to Capital in Venture Financing

Women and other underrepresented founders receive a disproportionately small share of external capital, particularly venture and angel equity, a pattern that has persisted despite decades of research and policy attention. Explanations such as investor bias, founder self-selection, network homophily, and sorting into low-capital sectors are usually studied in isolation, and recent evidence is mixed: some field experiments find no initial-contact bias against women, while other studies document unequal treatment later in the process. This conceptual paper develops a pipeline framework that differs from existing “leaky pipeline” and funnel models in three ways. It specifies stage-specific mechanisms rather than treating attrition as a residual, it models feedback loops through which later outcomes reshape earlier aspirations and investor beliefs, and it treats institutional context as a cross-cutting moderating layer rather than as a fifth sequential stage. Drawing on an integrative review of entrepreneurship, finance, and organizational sociology, we advance nine propositions, each paired with observable proxies, falsification conditions, and identification strategies. The propositions address when bias operates, how selection and discouragement obscure it, why investor diversity succeeds or fails as a remedy, why intersectional disadvantage is not additive, and how algorithmic screening may entrench or reduce gaps. The paper explains why seemingly contradictory findings can coexist, states the scope of the framework across financing channels and national contexts, and offers a research agenda and implications for investors, founders, and policymakers.

gender and entrepreneurship; diversity; venture capital; investor bias; access to finance; intersectionality; algorithmic screening

1. Ahl, H. (2006). Why research on women entrepreneurs needs new directions. Entrepreneurship Theory and Practice, 30(5), 595–621. [Google Scholar] [Crossref]

2. Alesina, A. F., Lotti, F., & Mistrulli, P. E. (2013). Do women pay more for credit? Evidence from Italy. Journal of the European Economic Association, 11(S1), 45–66. [Google Scholar] [Crossref]

3. Alsos, G. A., & Ljunggren, E. (2017). The role of gender in entrepreneur–investor relationships: A signaling theory approach. Entrepreneurship Theory and Practice, 41(4), 567–590. [Google Scholar] [Crossref]

4. Asiedu, E., Kalonda-Kanyama, I., Ndikumana, L., & Nti-Addae, A. (2013). Access to credit by firms in Sub-Saharan Africa: How relevant is gender? American Economic Review, 103(3), 293–297. [Google Scholar] [Crossref]

5. Balachandra, L., Briggs, T., Eddleston, K., & Brush, C. (2019). Don’t pitch like a girl!: How gender stereotypes influence investor decisions. Entrepreneurship Theory and Practice, 43(1), 116–137. [Google Scholar] [Crossref]

6. Bartlett, R., Morse, A., Stanton, R., & Wallace, N. (2022). Consumer-lending discrimination in the FinTech era. Journal of Financial Economics, 143(1), 30–56. [Google Scholar] [Crossref]

7. Becker, G. S. (1957). The economics of discrimination. University of Chicago Press. [Google Scholar] [Crossref]

8. Blickenstaff, J. C. (2005). Women and science careers: Leaky pipeline or gender filter? Gender and Education, 17(4), 369–386. [Google Scholar] [Crossref]

9. Bohnet, I., van Geen, A., & Bazerman, M. (2016). When performance trumps gender bias: Joint vs. separate evaluation. Management Science, 62(5), 1225–1234. [Google Scholar] [Crossref]

10. Brooks, A. W., Huang, L., Kearney, S. W., & Murray, F. E. (2014). Investors prefer entrepreneurial ventures pitched by attractive men. Proceedings of the National Academy of Sciences, 111(12), 4427–4431. [Google Scholar] [Crossref]

11. Brush, C. G., Greene, P. G., Balachandra, L., & Davis, A. E. (2018). The gender gap in venture capital: Progress, problems, and perspectives. Venture Capital, 20(2), 115–136. [Google Scholar] [Crossref]

12. Castilla, E. J., & Benard, S. (2010). The paradox of meritocracy in organizations. Administrative Science Quarterly, 55(4), 543–676. [Google Scholar] [Crossref]

13. Cole, R. A., & Sokolyk, T. (2016). Who needs credit and who gets credit? Evidence from the surveys of small business finances. Journal of Financial Stability, 24, 40–60. [Google Scholar] [Crossref]

14. Crenshaw, K. (1989). Demarginalizing the intersection of race and sex: A Black feminist critique of antidiscrimination doctrine, feminist theory and antiracist politics. University of Chicago Legal Forum, 1989(1), 139–167. [Google Scholar] [Crossref]

15. Eagly, A. H., & Karau, S. J. (2002). Role congruity theory of prejudice toward female leaders. Psychological Review, 109(3), 573–598. [Google Scholar] [Crossref]

16. Ewens, M., & Townsend, R. R. (2020). Are early stage investors biased against women? Journal of Financial Economics, 140(1), 183–202. [Google Scholar] [Crossref]

17. Fairlie, R., Robb, A., & Robinson, D. T. (2022). Black and white: Access to capital among minority-owned start-ups. Management Science, 68(4), 2377–2400. [Google Scholar] [Crossref]

18. Fiss, P. C. (2011). Building better causal theories: A fuzzy set approach to typologies in organization research. Academy of Management Journal, 54(2), 393–420. [Google Scholar] [Crossref]

19. Fuster, A., Goldsmith-Pinkham, P., Ramadorai, T., & Walther, A. (2022). Predictably unequal? The effects of machine learning on credit markets. Journal of Finance, 77(1), 5–47. [Google Scholar] [Crossref]

20. Gafni, H., Marom, D., Robb, A., & Sade, O. (2021). Gender dynamics in crowdfunding (Kickstarter): Evidence on entrepreneurs, investors, deals and taste-based discrimination. Review of Finance, 25(2), 235–274. [Google Scholar] [Crossref]

21. Gompers, P. A., Mukharlyamov, V., & Xuan, Y. (2016). The cost of friendship. Journal of Financial Economics, 119(3), 626–644. [Google Scholar] [Crossref]

22. Gompers, P. A., & Wang, S. Q. (2017). Diversity in innovation (NBER Working Paper No. 23082). National Bureau of Economic Research. [Google Scholar] [Crossref]

23. Gornall, W., & Strebulaev, I. A. (2025). Gender, race, and entrepreneurship: A randomized field experiment on venture capitalists and angels. Management Science, 71(6), 5308–5327. [Google Scholar] [Crossref]

24. Greenberg, J., & Mollick, E. (2017). Activist choice homophily and the crowdfunding of female founders. Administrative Science Quarterly, 62(2), 341–374. [Google Scholar] [Crossref]

25. Guzman, J., & Kacperczyk, A. O. (2019). Gender gap in entrepreneurship. Research Policy, 48(7), 1666–1680. [Google Scholar] [Crossref]

26. Hansen, H., & Rand, J. (2014). Estimates of gender differences in firms’ access to credit in Sub-Saharan Africa. Economics Letters, 123(3), 374–377. [Google Scholar] [Crossref]

27. Hebert, C., Yimfor, E., & Tookes, H. (2025). Financing the next VC-backed startup: The role of gender (NBER Working Paper No. 33943). National Bureau of Economic Research. [Google Scholar] [Crossref]

28. Heckman, J. J. (1998). Detecting discrimination. Journal of Economic Perspectives, 12(2), 101–116. [Google Scholar] [Crossref]

29. Hegde, D., & Tumlinson, J. (2014). Does social proximity enhance business partnerships? Theory and evidence from ethnicity’s role in U.S. venture capital. Management Science, 60(9), 2355–2380. [Google Scholar] [Crossref]

30. Heilman, M. E. (2001). Description and prescription: How gender stereotypes prevent women’s ascent up the organizational ladder. Journal of Social Issues, 57(4), 657–674. [Google Scholar] [Crossref]

31. Hellmann, T., Mostipan, I., & Vulkan, N. (2025). Entrepreneurial fundraising strategies and the gender gap: Theory and evidence from equity crowdfunding. Management Science. Advance online publication. https://doi.org/10.1287/mnsc.2024.06658 [Google Scholar] [Crossref]

32. Howell, S. T., & Nanda, R. (2019). Networking frictions in venture capital, and the gender gap in entrepreneurship (NBER Working Paper No. 26579). National Bureau of Economic Research. [Google Scholar] [Crossref]

33. Jaakkola, E. (2020). Designing conceptual articles: Four approaches. AMS Review, 10(1–2), 18–26. [Google Scholar] [Crossref]

34. Jennings, J. E., & Brush, C. G. (2013). Research on women entrepreneurs: Challenges to (and from) the broader entrepreneurship literature? Academy of Management Annals, 7(1), 663–715. [Google Scholar] [Crossref]

35. Kanze, D., Conley, M. A., Okimoto, T. G., Phillips, D. J., & Merluzzi, J. (2020). Evidence that investors penalize female founders for lack of industry fit. Science Advances, 6(48), eabd7664. [Google Scholar] [Crossref]

36. Kanze, D., Huang, L., Conley, M. A., & Higgins, E. T. (2018). We ask men to win and women not to lose: Closing the gender gap in startup funding. Academy of Management Journal, 61(2), 586–614. [Google Scholar] [Crossref]

37. Knowles, J., Persico, N., & Todd, P. (2001). Racial bias in motor vehicle searches: Theory and evidence. Journal of Political Economy, 109(1), 203–229. [Google Scholar] [Crossref]

38. Kon, Y., & Storey, D. J. (2003). A theory of discouraged borrowers. Small Business Economics, 21(1), 37–49. [Google Scholar] [Crossref]

39. Lee, M., & Huang, L. (2018). Gender bias, social impact framing, and evaluation of entrepreneurial ventures. Organization Science, 29(1), 1–16. [Google Scholar] [Crossref]

40. Malmström, M., Johansson, J., & Wincent, J. (2017). Gender stereotypes and venture support decisions: How governmental venture capitalists socially construct entrepreneurs’ potential. Entrepreneurship Theory and Practice, 41(5), 833–860. [Google Scholar] [Crossref]

41. Marlow, S., & McAdam, M. (2013). Gender and entrepreneurship: Advancing debate and challenging myths; exploring the mystery of the under-performing female entrepreneur. International Journal of Entrepreneurial Behavior & Research, 19(1), 114–124. [Google Scholar] [Crossref]

42. McPherson, M., Smith-Lovin, L., & Cook, J. M. (2001). Birds of a feather: Homophily in social networks. Annual Review of Sociology, 27, 415–444. [Google Scholar] [Crossref]

43. Obermeyer, Z., Powers, B., Vogeli, C., & Mullainathan, S. (2019). Dissecting racial bias in an algorithm used to manage the health of populations. Science, 366(6464), 447–453. [Google Scholar] [Crossref]

44. Pell, A. N. (1996). Fixing the leaky pipeline: Women scientists in academia. Journal of Animal Science, 74(11), 2843–2848. [Google Scholar] [Crossref]

45. Phelps, E. S. (1972). The statistical theory of racism and sexism. American Economic Review, 62(4), 659–661. [Google Scholar] [Crossref]

46. Rivera, L. A. (2012). Hiring as cultural matching: The case of elite professional service firms. American Sociological Review, 77(6), 999–1022. [Google Scholar] [Crossref]

47. Rosette, A. S., Koval, C. Z., Ma, A., & Livingston, R. (2016). Race matters for women leaders: Intersectional effects on agentic deficiencies and penalties. The Leadership Quarterly, 27(3), 429–445. [Google Scholar] [Crossref]

48. Snyder, H. (2019). Literature review as a research methodology: An overview and guidelines. Journal of Business Research, 104, 333–339. [Google Scholar] [Crossref]

49. Stiglitz, J. E., & Weiss, A. (1981). Credit rationing in markets with imperfect information. American Economic Review, 71(3), 393–410. [Google Scholar] [Crossref]

50. Thébaud, S. (2015). Business as plan B: Institutional foundations of gender inequality in entrepreneurship across 24 industrialized countries. Administrative Science Quarterly, 60(4), 671–711. [Google Scholar] [Crossref]

51. Tranfield, D., Denyer, D., & Smart, P. (2003). Towards a methodology for developing evidence-informed management knowledge by means of systematic review. British Journal of Management, 14(3), 207–222. [Google Scholar] [Crossref]

52. Younkin, P., & Kuppuswamy, V. (2018). The colorblind crowd? Founder race and performance in crowdfunding. Management Science, 64(7), 3269–3287. [Google Scholar] [Crossref]

• Entrepreneurship and Start-Up Ecosystem Vis-À-Vis Government Start-Up Scheme in Manipur: A Critical Review and a Way Forward
• Building Resilience: How Malaysian Women Entrepreneurs Use Strengths and Resources to Navigate Challenges
• Branding in Digital Entrepreneurship: Evaluating Branding Criteria in IT Entrepreneurship
• Bridging the Intention–Action Gap through Entrepreneurial Optimism: A Conceptual Exploration
• Entrepreneurial Orientation of Undergraduate Students in University Malaysia Perlis: A Conceptual Paper