References

Literature

Abramitzky R, Boustan L. 2017. Immigration in American Economic History. Journal of Economic Literature 55(4):1311–45.

Achieving the Promise of a Diverse STEM Workforce. Hearing Before the Committee on Science, Space, and Technology House of Representatives. 116th Cong. First Session. May 9, 2019. Serial No. 116–17. Washington, DC: U.S. Government Publishing Office.

Agarwal P. 2020. Gender Bias in STEM: Women in Tech Still Facing Discrimination. Forbes March 4. Available at https://www.forbes.com/sites/pragyaagarwaleurope/2020/03/04/gender-bias-in-stem-women-in-tech-report-facing-discrimination/?sh=1642a9370fb8. Accessed 21 June 2023.

Alkubaidi M, Alzhrani N. 2020. “We Are Back”: Reverse Culture Shock among Saudi Scholars after Doctoral Study Abroad. SAGE Open 10(4). Available at https://journals.sagepub.com/doi/10.1177/2158244020970555. Accessed 10 October 2023.

Bell AM, Chetty R, Jaravel X, Neviana P, Van Reenen J. 2019. Who Becomes an Inventor in America? The Importance of Exposure to Innovation. Working Paper 24062. Cambridge, MA: National Bureau of Economic Research. Available at https://www.nber.org/papers/w24062. Accessed 13 March 2023.

Bureau of Labor Statistics (BLS). n.d. Occupational Requirements Survey: Credentials. Available at https://www.bls.gov/ors/factsheet/credentials.htm. Accessed 3 January 2023.

Bureau of Labor Statistics (BLS). 2019. Labor Force Statistics from the Current Population Survey (CPS): Data on Certifications and Licenses. Available at https://www.bls.gov/cps/certifications-and-licenses.htm. Accessed 3 March 2021.

Bureau of Labor Statistics (BLS). 2023. College Enrollment and Work Activity of Recent High School and College Graduates Summary. Economic News Release April 26. Available at https://www.bls.gov/news.release/hsgec.nr0.htm. Accessed 10 October 2023.

Census Bureau. 2021. Understanding and Using the American Community Survey Public Use Microdata Sample Files: What Data Users Need to Know. Washington, DC: Government Printing Office. Available at https://www.census.gov/content/dam/Census/library/publications/2021/acs/acs_pums_handbook_2021.pdf. Accessed 1 April 2024.

Chow T. 2022. The Geography of Jobs: How Proximity to a Prestige Labor Market Shapes Opportunity for Computer Science Degree Holders. Social Sciences 11(3):116. Available at https://www.mdpi.com/2076-0760/11/3/116/htm. Accessed 10 October 2023.

Finamore J, Foley D; National Center for Science and Engineering Statistics (NCSES). 2017. Prevalence of Certifications and Licenses among the College-Educated Population in the United States. InfoBrief NSF 17-312. Arlington, VA: National Science Foundation. Available at https://www.nsf.gov/statistics/2017/nsf17312/. Accessed 13 March 2023.

Fry R, Kennedy B, Funk C. 2021. STEM Jobs See Uneven Progress in Increasing Gender, Racial and Ethnic Diversity. Washington, DC: Pew Research Center. Available at https://www.pewresearch.org/science/2021/04/01/stem-jobs-see-uneven-progress-in-increasing-gender-racial-and-ethnic-diversity/. Accessed 21 June 2023.

Funk C, Parker K. 2018a. Blacks in STEM Jobs Are Especially Concerned about Diversity and Discrimination in the Workplace. Washington, DC: Pew Research Center. Available at https://www.pewresearch.org/social-trends/2018/01/09/blacks-in-stem-jobs-are-especially-concerned-about-diversity-and-discrimination-in-the-workplace/. Accessed 21 June 2023.

Funk C, Parker K. 2018b. Women and Men in STEM Often at Odds over Workplace Equity. Washington, DC: Pew Research Center. Available at https://www.pewresearch.org/social-trends/2018/01/09/women-and-men-in-stem-often-at-odds-over-workplace-equity/. Accessed 21 June 2023.

Henderson M, Drummond M, Thomsen E, Yates S, Cooney J. 2022. Baccalaureate and Beyond (B&B:16/20): A First Look at the 2020 Employment and Education Experiences of 2015–16 College Graduates. NCES 2022-241. Washington, DC: Department of Education, National Center for Education Statistics. Available at https://nces.ed.gov/pubsearch/pubsinfo.asp?pubid=2022241. Accessed 10 October 2023.

Hsieh CT, Hurst E, Jones CI, Klenow PJ. 2019. The Allocation of Talent and U.S. Economic Growth. Econometrica 87(5):1439–74. Available at https://web.stanford.edu/~chadj/HHJK.pdf. Accessed 13 March 2023.

IPUMS. 2020. Methodology for Crosswalk between MSAs and 2010 PUMAs. IPUMS User Forum January. Available at https://forum.ipums.org/t/methodology-for-crosswalk-between-msas-and-2010-pumas/3319. Accessed 10 October 2023.

Jelks SMR, Crain AM. 2020. Sticking with STEM: Understanding STEM Career Persistence among STEM Bachelor’s Degree Holders. Journal of Higher Education 91(5):805–31. Available at https://www.tandfonline.com/doi/abs/10.1080/00221546.2019.1700477. Accessed 10 October 2023.

Joseph J. 2016. What Are the Top Factors That Prevent Women and Racial/Ethnic Minority Employees from Leaving Engineering Professions or the Tech Industry? Available at https://ecommons.cornell.edu/handle/1813/74527. Accessed 27 December 2022.

Kahn S, Ginther D. 2017. Women and STEM. Working Paper 23525. Cambridge, MA: National Bureau of Economic Research. Available at http://www.nber.org/papers/w23525. Accessed 27 December 2022.

Kerr SP, Kerr WR. 2017. Immigrant Entrepreneurship. In Haltiwanger J, Hurst E, Miranda J, Schoar A, editors, Measuring Entrepreneurial Businesses: Current Knowledge and Challenges, pp. 187–249. Chicago: University of Chicago Press.

Keyes A. 2019. Identifying Factors That Enhance or Diminish Retention of Black Female Engineers in the Oil and Gas Industry. Pepperdine University. Theses and Dissertations. 1107. Available at https://digitalcommons.pepperdine.edu/etd/1107. Accessed 27 December 2022.

Khanna G, Lee M. 2020. High-Skill Immigration, Innovation, and Creative Destruction. In Ganguli I, Kahn S, MacGarvie M, editors, The Roles of Immigrants and Foreign Students in U.S. Science, Innovation, and Entrepreneurship, pp. 73–98. Chicago: University of Chicago Press.

Kominski R, Ewert S. 2014. Measuring Alternative Educational Credentials. Available at https://www.census.gov/newsroom/blogs/random-samplings/2014/01/measuring-alternative-educational-credentials.html. Accessed 3 January 2023.

Malcom SM. 2022. The Limiting Factor of “The Endless Frontier” Is Still a Human One. Issues in Science and Technology August 10. Available at https://issues.org/united-states-scientific-institutions-diversity-malcom/. Accessed 27 December 2022.

Miriti MN. 2020. The Elephant in the Room: Race and STEM Diversity. BioScience 70(3):237–42. Available at: https://academic.oup.com/bioscience/article/70/3/237/5714639. Accessed 18 November 2022.

Moretti E. 2013. The New Geography of Jobs. New York: Houghton Mifflin Harcourt Publishing Company.

National Academies of Sciences, Engineering, and Medicine (NASEM). 2017. Building America’s Skilled Technical Workforce. Washington, DC: National Academies Press. Available at https://nap.nationalacademies.org/read/23472/chapter/1. Accessed 29 December 2022.

National Center for Science and Engineering Statistics (NCSES). 2023. Diversity and STEM: Women, Minorities, and Persons with Disabilities 2023. Special Report NSF 23-315. Alexandria, VA: National Science Foundation. Available at https://ncses.nsf.gov/pubs/nsf23315/.

National Science and Technology Council (NSTC). 2018. Charting a Course for Success: America’s Strategy for STEM Education. Washington, DC. Available at https://www.energy.gov/sites/default/files/2019/05/f62/STEM-Education-Strategic-Plan-2018.pdf. Accessed 27 December 2022.

National Science and Technology Council (NSTC). 2021. Best Practices for Diversity and Inclusion in Stem Education and Research: A Guide by and for Federal Agencies. Washington, DC. Available at https://www.whitehouse.gov/wp-content/uploads/2021/09/091621-Best-Practices-for-Diversity-inclusion-in-STEM.pdf. Accessed 27 December 2022.

National Science Board (NSB), National Science Foundation. 2014. Science and Engineering Indicators 2014 (Indicators 2014). NSB-2014-01. Alexandria, VA. Available at https://www.nsf.gov/statistics/seind14/index.cfm/overview.

National Science Board (NSB). 2019. The Skilled Technical Workforce: Crafting America’s Science and Engineering Enterprise. NSB-2019-23. Alexandria, VA. Available at https://www.nsf.gov/nsb/publications/2019/nsb201923.pdf. Accessed 27 December 2022.

National Science Board (NSB). 2020. Vision 2030. NSB-2020-15. Alexandria, VA. Available at https://www.nsf.gov/nsb/publications/2020/nsb202015.pdf. Accessed 27 December 2022.

National Science Board (NSB), National Science Foundation. 2021. The STEM Labor Force of Today: Scientists, Engineers and Skilled Technical Workers. Science and Engineering Indicators 2022 (Indicators 2022). NSB-2021-2. Alexandria, VA. Available at https://ncses.nsf.gov/pubs/nsb20212. Accessed 10 October 2023.

National Science Foundation (NSF). 2020. STEM Education for the Future: A Visioning Report. Alexandria, VA. Available at https://www.nsf.gov/edu/Materials/STEM%20Education%20for%20the%20Future%20-%202020%20Visioning%20Report.pdf. Accessed 10 October 2023.

Ngo S. 2016. Race and Gender Bias: Forces Driving Women of Colour Out of STEM. Westcoast Women in Engineering, Science, and Technology. Available at https://www.sfu.ca/wwest/WWEST_blog/race-and-gender-bias--forces-driving-women-of-colour-out-of-stem.html. Accessed 21 June 2023.

Rovito SM, Kaushik D, Aggarwal SD. 2021. The Impact of International Scientists, Engineers, and Students on U.S. Research Outputs and Global Competitiveness. MIT Science Policy Review 2:15–25. Available at https://sciencepolicyreview.org/wp-content/uploads/securepdfs/2021/08/The_Impact_of_International_Scientists__Engineers__and_Students_on_US_Research_Outputs_and_Global_Competitiveness-1.pdf. Accessed 10 October 2023.

Speer JD. 2023. Bye Bye Ms. American Sci: Women and the Leaky STEM Pipeline. Economics of Education Review 91:102371. Available at https://doi.org/10.1016/j.econedurev.2023.102371. Accessed 10 October 2023.

Wolf M, Terrell D. 2016. The High-Tech Industry, What Is It and Why It Matters to Our Economic Future. Beyond the Numbers: Employment and Unemployment 5(8):1–7. Available at https://www.bls.gov/opub/btn/volume-5/the-high-tech-industry-what-is-it-and-why-it-matters-to-our-economic-future.htm. Accessed 10 October 2023.

Wright R, Ellis M, Townley M. 2016. The Matching of STEM Degree Holders with STEM Occupations in Large Metropolitan Labor Markets in the United States. Economic Geography, 93(2):185–201. Available at https://www.tandfonline.com/doi/full/10.1080/00130095.2016.1220803. Accessed 10 October 2023.

Data Sets

Bureau of Labor Statistics (BLS). 2022a. Occupational Employment Projections Data, Special Tabulations of 2022–32 Employment Projections. Available at https://www.bls.gov/emp/data/occupational-data.htm. Accessed 21 December 2023.  

Bureau of Labor Statistics (BLS). 2022b. Occupational Requirements Survey. Release date: 17 November 2022. Available at https://www.bls.gov/ors/factsheet/credentials.htm. Accessed 3 January 2023.  

Census Bureau. 2012. American Community Survey 2011, 1-Year PUMS. Public Use Microdata Sample. Available at https://www.census.gov/programs-surveys/acs/microdata/access.html. Accessed 27 December 2022.

Census Bureau. 2013. American Community Survey 2012, 1-Year PUMS. Public Use Microdata Sample. Available at https://www.census.gov/programs-surveys/acs/microdata/access.html. Accessed 27 December 2022.

Census Bureau. 2014. American Community Survey 2013, 1-Year PUMS. Public Use Microdata Sample. Available at https://www.census.gov/programs-surveys/acs/microdata/access.html. Accessed 27 December 2022.

Census Bureau. 2015. American Community Survey 2014, 1-Year PUMS. Public Use Microdata Sample. Available at https://www.census.gov/programs-surveys/acs/microdata/access.html. Accessed 27 December 2022.

Census Bureau. 2016. American Community Survey 2015, 1-Year PUMS. Public Use Microdata Sample. Available at https://www.census.gov/programs-surveys/acs/microdata/access.html. Accessed 27 December 2022.

Census Bureau. 2017. American Community Survey 2016, 1-Year PUMS. Public Use Microdata Sample. Available at https://www.census.gov/programs-surveys/acs/microdata/access.html. Accessed 27 December 2022.

Census Bureau. 2018. American Community Survey 2017, 1-Year PUMS. Public Use Microdata Sample. Available at https://www.census.gov/programs-surveys/acs/microdata/access.html. Accessed 27 December 2022.

Census Bureau. 2019. American Community Survey 2018, 1-Year PUMS. Public Use Microdata Sample. Available at https://www.census.gov/programs-surveys/acs/microdata/access.html. Accessed 27 December 2022.

Census Bureau. 2020. American Community Survey 2019, 1-Year PUMS. Public Use Microdata Sample. Available at https://www.census.gov/programs-surveys/acs/microdata/access.html. Accessed 27 December 2022.

Census Bureau. 2022a. American Community Survey 2021, 1-Year PUMS. Public Use Microdata Sample. Available at https://www.census.gov/programs-surveys/acs/microdata/access.html. Accessed 27 December 2022.

Census Bureau. 2022b. Survey of Income and Program Participation 2021. Public Use Microdata Sample. Available at https://www.census.gov/programs-surveys/sipp/data/datasets.html. Accessed 27 December 2022.

Flood S, King M, Rodgers R, Ruggles S, Warren JR, Westberry M. 2022. Integrated Public Use Microdata Series, Current Population Survey: Version 10.0. Minneapolis, MN: IPUMS. Available at https://cps.ipums.org/cps/. Accessed 23 December 2022.

National Center for Science and Engineering Statistics (NCSES). 2019. National Survey of College Graduates 2017 (NSCG WMPD 2017). Alexandria, VA: National Science Foundation. Available at https://www.nsf.gov/statistics/2020/nsf20300/pdf/nsf20300.pdf.

National Center for Science and Engineering Statistics (NCSES). 2021. Survey of Doctorate Recipients, 2019 (SDR 2019). NSF 21-320. Alexandria, VA: National Science Foundation. Available at https://ncses.nsf.gov/pubs/nsf21320/.

National Center for Science and Engineering Statistics (NCSES). 2022a. National Survey of College Graduates 2021. Alexandria, VA: National Science Foundation. Available at https://ncsesdata.nsf.gov/sestat/sestat.html.

National Center for Science and Engineering Statistics (NCSES). 2022b. Survey of Doctorate Recipients 2021 (SDR 2021). Alexandria, VA: National Science Foundation.

National Center for Science and Engineering Statistics (NCSES). 2022c. Survey of Earned Doctorates 2021 (SED 2021). Alexandria, VA: National Science Foundation.

National Center for Science and Engineering Statistics (NCSES). 2022d. Survey of Earned Doctorates 2021 (SED 2021), Special Tabulations of the 2021 SED. Alexandria, VA: National Science Foundation.

Ruggles S, Flood S, Goeken R, Schouweiler M, Sobek M. 2022. IPUMS USA: Version 12.0, 2021 American Community Survey (ACS). Minneapolis, MN: Integrated Public Use Microdata Series. Available at https://doi.org/10.18128/D010.V12.0. Accessed 23 December 2022.