1. National Science Foundation (2015) Doctorate recipients from U.S. universities: 2015. Available at https://www.nsf.gov/statistics/2017/nsf17306/. Accessed May 30, 2018.
2. National Science Foundation (2013) Employed doctoral scientists and engineers in 4-year educational institutions, by broad field of doctorate, sex, and faculty rank: 2013. Available at https://ncsesdata.nsf.gov/doctoratework/2013/html/SDR2013_DST17.html. Accessed May 30, 2018.
3. From the NIH: A Systems Approach to Increasing the Diversity of the Biomedical Research Workforce
4. National Science Foundation (2017) Table 15: doctorate recipients, by sex and major field of study: 2005–2015. Available at https://www.nsf.gov/statistics/2017/nsf17306/datatables/tab-15.htm. Accessed May 30, 2018.
5. National Science Foundation (2015) Survey of doctorate recipients, public 2015. Available at https://ncsesdata.nsf.gov/sestat/sestat.html. Accessed May 30, 2018.