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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.