IDEAS home Printed from https://ideas.repec.org/p/okl/wpaper/1409.html
   My bibliography  Save this paper

STEM Graduates, Human Capital Externalities, and Wages in the U.S

Author

Listed:
  • John V. Winters

    (Oklahoma State University)

Abstract

Previous research suggests that the local stock of human capital creates positive externalities within local labor markets and plays an important role in regional economic development. However, there is still considerable uncertainty over what types of human capital are most important. Both national and local policymakers in the U.S. have called for efforts to increase the stock of college graduates in science, technology, engineering, and mathematics (STEM) fields, but data availability has thus far prevented researchers from directly connecting STEM education to human capital externalities. This paper uses the 2009-2011 American Community Survey to examine the external effects of college graduates in STEM and non STEM fields on the wages of other workers in the same metropolitan area. I find that both types of college graduates create positive wage externalities, but STEM graduates create much larger externalities.

Suggested Citation

  • John V. Winters, 2014. "STEM Graduates, Human Capital Externalities, and Wages in the U.S," Economics Working Paper Series 1409, Oklahoma State University, Department of Economics and Legal Studies in Business.
  • Handle: RePEc:okl:wpaper:1409
    as

    Download full text from publisher

    File URL: https://business.okstate.edu/site-files/docs/ecls-working-papers/OKSWPS1409.pdf
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Edward L. Glaeser & William R. Kerr & Giacomo A. M. Ponzetto, 2010. "Clusters of Entrepreneurship," NBER Chapters, in: Cities and Entrepreneurship, National Bureau of Economic Research, Inc.
    2. Giovanni Peri & Kevin Y. Shih & Chad Sparber, 2014. "Foreign STEM Workers and Native Wages and Employment in U.S. Cities," NBER Working Papers 20093, National Bureau of Economic Research, Inc.
    3. Berry, Christopher R. & Glaeser, Edward L., 2005. "Divergence of Human Capital Levels across Cities," Working Paper Series rwp05-057, Harvard University, John F. Kennedy School of Government.
    4. Rachel Griffith & Stephen Redding & John Van Reenen, 2004. "Mapping the Two Faces of R&D: Productivity Growth in a Panel of OECD Industries," The Review of Economics and Statistics, MIT Press, vol. 86(4), pages 883-895, November.
    5. Price, Joshua, 2010. "The effect of instructor race and gender on student persistence in STEM fields," Economics of Education Review, Elsevier, vol. 29(6), pages 901-910, December.
    6. Abigail Wozniak, 2010. "Are College Graduates More Responsive to Distant Labor Market Opportunities?," Journal of Human Resources, University of Wisconsin Press, vol. 45(4), pages 944-970.
    7. Jesse M. Shapiro, 2006. "Smart Cities: Quality of Life, Productivity, and the Growth Effects of Human Capital," The Review of Economics and Statistics, MIT Press, vol. 88(2), pages 324-335, May.
    8. Abel, Jaison R. & Deitz, Richard, 2015. "Agglomeration and job matching among college graduates," Regional Science and Urban Economics, Elsevier, vol. 51(C), pages 14-24.
    9. Peter Arcidiacono & Esteban M. Aucejo & V. Joseph Hotz, 2016. "University Differences in the Graduation of Minorities in STEM Fields: Evidence from California," American Economic Review, American Economic Association, vol. 106(3), pages 525-562, March.
    10. Moretti, Enrico, 2004. "Estimating the social return to higher education: evidence from longitudinal and repeated cross-sectional data," Journal of Econometrics, Elsevier, vol. 121(1-2), pages 175-212.
    11. John V. Winters, 2013. "Human capital externalities and employment differences across metropolitan areas of the USA," Journal of Economic Geography, Oxford University Press, vol. 13(5), pages 799-822, September.
    12. Adam B. Jaffe & Manuel Trajtenberg & Rebecca Henderson, 1993. "Geographic Localization of Knowledge Spillovers as Evidenced by Patent Citations," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 108(3), pages 577-598.
    13. Julian R. Betts & Darlene Morell, 1999. "The Determinants of Undergraduate Grade Point Average: The Relative Importance of Family Background, High School Resources, and Peer Group Effects," Journal of Human Resources, University of Wisconsin Press, vol. 34(2), pages 268-293.
    14. Acs,Zoltan J. & Armington,Catherine, 2011. "Entrepreneurship, Geography, and American Economic Growth," Cambridge Books, Cambridge University Press, number 9781107402539, January.
    15. Partridge, Mark D. & Rickman, Dan S. & Ali, Kamar & Olfert, M. Rose, 2009. "Agglomeration spillovers and wage and housing cost gradients across the urban hierarchy," Journal of International Economics, Elsevier, vol. 78(1), pages 126-140, June.
    16. Ronald L. Whisler & Brigitte S. Waldorf & Gordon F. Mulligan & David A. Plane, 2008. "Quality of Life and the Migration of the College‐Educated: A Life‐Course Approach," Growth and Change, Wiley Blackwell, vol. 39(1), pages 58-94, March.
    17. N. Gregory Mankiw & David Romer & David N. Weil, 1992. "A Contribution to the Empirics of Economic Growth," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 107(2), pages 407-437.
    18. David Mcgranahan & Timothy Wojan, 2007. "Recasting the Creative Class to Examine Growth Processes in Rural and Urban Counties," Regional Studies, Taylor & Francis Journals, vol. 41(2), pages 197-216.
    19. repec:hoo:wpaper:e-95-4 is not listed on IDEAS
    20. Lange, Fabian & Topel, Robert, 2006. "The Social Value of Education and Human Capital," Handbook of the Economics of Education, in: Erik Hanushek & F. Welch (ed.), Handbook of the Economics of Education, edition 1, volume 1, chapter 8, pages 459-509, Elsevier.
    21. Winters, John V., 2011. "Human capital, higher education institutions, and quality of life," Regional Science and Urban Economics, Elsevier, vol. 41(5), pages 446-454, September.
    22. Audretsch, David B & Feldman, Maryann P, 1996. "R&D Spillovers and the Geography of Innovation and Production," American Economic Review, American Economic Association, vol. 86(3), pages 630-640, June.
    23. Mellander, Charlotta & Florida, Richard, 2007. "The Creative Class or Human Capital? - explaining regional development in Sweden," Working Paper Series in Economics and Institutions of Innovation 79, Royal Institute of Technology, CESIS - Centre of Excellence for Science and Innovation Studies.
    24. Erik Hanushek & F. Welch (ed.), 2006. "Handbook of the Economics of Education," Handbook of the Economics of Education, Elsevier, edition 1, volume 1, number 1, June.
    25. Simon, Curtis J., 2004. "Industrial reallocation across US cities, 1977-1997," Journal of Urban Economics, Elsevier, vol. 56(1), pages 119-143, July.
    26. Richard Florida & Charlotta Mellander & Kevin Stolarick, 2008. "Inside the black box of regional development: human capital, the creative class and tolerance," Journal of Economic Geography, Oxford University Press, vol. 8(5), pages 615-649, September.
    27. Belal Fallah & Mark D. Partridge & Dan S. Rickman, 2014. "Geography and High-Tech Employment Growth in US Counties," Journal of Economic Geography, Oxford University Press, vol. 14(4), pages 683-720.
    28. Enrico Moretti, 2004. "Workers' Education, Spillovers, and Productivity: Evidence from Plant-Level Production Functions," American Economic Review, American Economic Association, vol. 94(3), pages 656-690, June.
    29. Edward L. Glaeser & Sari Pekkala Kerr & William R. Kerr, 2015. "Entrepreneurship and Urban Growth: An Empirical Assessment with Historical Mines," The Review of Economics and Statistics, MIT Press, vol. 97(2), pages 498-520, May.
    30. Paul W. Bauer & Mark E. Schweitzer & Scott A. Shane, 2012. "Knowledge Matters: The Long‐Run Determinants Of State Income Growth," Journal of Regional Science, Wiley Blackwell, vol. 52(2), pages 240-255, May.
    31. Emanuela Marrocu & Raffaele Paci, 2012. "Education or Creativity: What Matters Most for Economic Performance?," Economic Geography, Taylor & Francis Journals, vol. 88(4), pages 369-401, October.
    32. Simon, Curtis J. & Nardinelli, Clark, 2002. "Human capital and the rise of American cities, 1900-1990," Regional Science and Urban Economics, Elsevier, vol. 32(1), pages 59-96, January.
    33. Jaison R. Abel & Richard Deitz, 2012. "Do colleges and universities increase their region's human capital?," Journal of Economic Geography, Oxford University Press, vol. 12(3), pages 667-691, May.
    34. Elsie Echeverri‐Carroll & Sofia G. Ayala, 2009. "Wage differentials and the spatial concentration of high‐technology industries," Papers in Regional Science, Wiley Blackwell, vol. 88(3), pages 623-641, August.
    35. Raffaele Paci & Emanuela Marrocu, 2013. "Knowledge Assets and Regional Performance," Growth and Change, Wiley Blackwell, vol. 44(2), pages 228-257, June.
    36. Partridge, Mark D. & Rickman, Dan S. & Ali, Kamar & Olfert, M. Rose, 2010. "Recent spatial growth dynamics in wages and housing costs: Proximity to urban production externalities and consumer amenities," Regional Science and Urban Economics, Elsevier, vol. 40(6), pages 440-452, November.
    37. Simon, Curtis J., 1998. "Human Capital and Metropolitan Employment Growth," Journal of Urban Economics, Elsevier, vol. 43(2), pages 223-243, March.
    38. Susana Iranzo & Giovanni Peri, 2009. "Schooling Externalities, Technology, and Productivity: Theory and Evidence from U.S. States," The Review of Economics and Statistics, MIT Press, vol. 91(2), pages 420-431, May.
    39. Laura Crispin & Subhra B. Saha & Bruce A. Weinberg, 2010. "Innovation spillovers in industrial cities," Working Papers (Old Series) 1025, Federal Reserve Bank of Cleveland.
    40. Kokkelenberg, Edward C. & Sinha, Esha, 2010. "Who succeeds in STEM studies? An analysis of Binghamton University undergraduate students," Economics of Education Review, Elsevier, vol. 29(6), pages 935-946, December.
    41. Glaeser, Edward L. & Scheinkman, JoseA. & Shleifer, Andrei, 1995. "Economic growth in a cross-section of cities," Journal of Monetary Economics, Elsevier, vol. 36(1), pages 117-143, August.
    42. Andres Rodriguez-Pose & Riccardo regstdcenzi, 2008. "Research and Development, Spillovers, Innovation Systems, and the Genesis of Regional Growth in Europe," Regional Studies, Taylor & Francis Journals, vol. 42(1), pages 51-67.
    43. Dumond, J Michael & Hirsch, Barry T & Macpherson, David A, 1999. "Wage Differentials across Labor Markets and Workers: Does Cost of Living Matter?," Economic Inquiry, Western Economic Association International, vol. 37(4), pages 577-598, October.
    44. Cunningham, Chris & Patton, Michaela C. & Reed, Robert R., 2016. "Heterogeneous returns to knowledge exchange: Evidence from the urban wage premium," Journal of Economic Behavior & Organization, Elsevier, vol. 126(PA), pages 120-139.
    45. Robst, John, 2007. "Education and job match: The relatedness of college major and work," Economics of Education Review, Elsevier, vol. 26(4), pages 397-407, August.
    46. Rask, Kevin, 2010. "Attrition in STEM fields at a liberal arts college: The importance of grades and pre-collegiate preferences," Economics of Education Review, Elsevier, vol. 29(6), pages 892-900, December.
    47. David L. Sjoquist & John V. Winters, 2015. "State Merit Aid Programs and College Major: A Focus on STEM," Journal of Labor Economics, University of Chicago Press, vol. 33(4), pages 973-1006.
    48. Jeffrey T. Denning & Patrick Turley, 2017. "Was That SMART?: Institutional Financial Incentives and Field of Study," Journal of Human Resources, University of Wisconsin Press, vol. 52(1), pages 152-186.
    49. W. Mark Brown & Darren M. Scott, 2012. "Human Capital Location Choice: Accounting For Amenities And Thick Labor Markets," Journal of Regional Science, Wiley Blackwell, vol. 52(5), pages 787-808, December.
    50. Federman Maya, 2007. "State Graduation Requirements, High School Course Taking, and Choosing a Technical College Major," The B.E. Journal of Economic Analysis & Policy, De Gruyter, vol. 7(1), pages 1-34, January.
    51. Rauch James E., 1993. "Productivity Gains from Geographic Concentration of Human Capital: Evidence from the Cities," Journal of Urban Economics, Elsevier, vol. 34(3), pages 380-400, November.
    52. Roberta Comunian & Alessandra Faggian & Qian Cher Li, 2010. "Unrewarded careers in the creative class: The strange case of bohemian graduates," Papers in Regional Science, Wiley Blackwell, vol. 89(2), pages 389-410, June.
    53. Griffith, Amanda L., 2010. "Persistence of women and minorities in STEM field majors: Is it the school that matters?," Economics of Education Review, Elsevier, vol. 29(6), pages 911-922, December.
    54. Maria Abreu & Alessandra Faggian & Roberta Comunian & Philip McCann, 2012. "“Life is short, art is long”: the persistent wage gap between Bohemian and non-Bohemian graduates," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 49(2), pages 305-321, October.
    55. Paul D. Gottlieb & George Joseph, 2006. "College‐To‐Work Migration Of Technology Graduates And Holders Of Doctorates Within The United States," Journal of Regional Science, Wiley Blackwell, vol. 46(4), pages 627-659, October.
    56. Ost, Ben, 2010. "The role of peers and grades in determining major persistence in the sciences," Economics of Education Review, Elsevier, vol. 29(6), pages 923-934, December.
    57. Ernest Miguélez & Rosina Moreno, 2014. "What Attracts Knowledge Workers? The Role Of Space And Social Networks," Journal of Regional Science, Wiley Blackwell, vol. 54(1), pages 33-60, January.
    58. Glaeser, E., 2005. "Edward L. Glaeser, Review of Richard Florida's The Rise of the Creative Class," Regional Science and Urban Economics, Elsevier, vol. 35(5), pages 593-596, September.
    59. Ofer Malamud & Abigail Wozniak, 2012. "The Impact of College on Migration: Evidence from the Vietnam Generation," Journal of Human Resources, University of Wisconsin Press, vol. 47(4), pages 913-950.
    60. John Robst, 2007. "Education, College Major, and Job Match: Gender Differences in Reasons for Mismatch," Education Economics, Taylor & Francis Journals, vol. 15(2), pages 159-175.
    61. Moretti, Enrico, 2004. "Human capital externalities in cities," Handbook of Regional and Urban Economics, in: J. V. Henderson & J. F. Thisse (ed.), Handbook of Regional and Urban Economics, edition 1, volume 4, chapter 51, pages 2243-2291, Elsevier.
    62. Christopher R. Berry & Edward L. Glaeser, 2005. "The divergence of human capital levels across cities," Papers in Regional Science, Wiley Blackwell, vol. 84(3), pages 407-444, August.
    63. Erik Hanushek & F. Welch (ed.), 2006. "Handbook of the Economics of Education," Handbook of the Economics of Education, Elsevier, edition 1, volume 2, number 2, June.
    64. Giovanni Peri & Kevin Shih & Chad Sparber, 2016. "STEM Workers, H-1B Visas, and Productivity in US Cities," World Scientific Book Chapters, in: The Economics of International Migration, chapter 9, pages 277-307, World Scientific Publishing Co. Pte. Ltd..
    65. Shawn Kantor & Alexander Whalley, 2014. "Knowledge Spillovers from Research Universities: Evidence from Endowment Value Shocks," The Review of Economics and Statistics, MIT Press, vol. 96(1), pages 171-188, March.
    66. Christopher R. Berry & Edward L. Glaeser, 2005. "The Divergence of Human Capital Levels across Cities," Harvard Institute of Economic Research Working Papers 2091, Harvard - Institute of Economic Research.
    67. Heather M. Stephens & Mark D. Partridge & Alessandra Faggian, 2013. "Innovation, Entrepreneurship And Economic Growth In Lagging Regions," Journal of Regional Science, Wiley Blackwell, vol. 53(5), pages 778-812, December.
    68. Heather M. Stephens & Mark D. Partridge, 2011. "Do Entrepreneurs Enhance Economic Growth in Lagging Regions?," Growth and Change, Wiley Blackwell, vol. 42(4), pages 431-465, December.
    69. Andrés Rodríguez-Pose & Montserrat Vilalta-Bufí, 2005. "Education, migration, and job satisfaction: the regional returns of human capital in the EU," Journal of Economic Geography, Oxford University Press, vol. 5(5), pages 545-566, October.
    70. John V. Winters, 2011. "Why Are Smart Cities Growing? Who Moves And Who Stays," Journal of Regional Science, Wiley Blackwell, vol. 51(2), pages 253-270, May.
    71. Christopher R. Berry & Edward L. Glaeser, 2005. "The Divergence of Human Capital Levels Across Cities," NBER Working Papers 11617, National Bureau of Economic Research, Inc.
    72. Vernon Henderson, J., 2007. "Understanding knowledge spillovers," Regional Science and Urban Economics, Elsevier, vol. 37(4), pages 497-508, July.
    73. Michael Storper & Allen J. Scott, 2009. "Rethinking human capital, creativity and urban growth," Journal of Economic Geography, Oxford University Press, vol. 9(2), pages 147-167, March.
    74. Peter Arcidiacono & Esteban Aucejo & Ken Spenner, 2012. "What happens after enrollment? An analysis of the time path of racial differences in GPA and major choice," IZA Journal of Labor Economics, Springer;Forschungsinstitut zur Zukunft der Arbeit GmbH (IZA), vol. 1(1), pages 1-24, December.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. John V. Winters, 2013. "Human capital externalities and employment differences across metropolitan areas of the USA," Journal of Economic Geography, Oxford University Press, vol. 13(5), pages 799-822, September.
    2. John V. Winters, 2011. "Human Capital and Population Growth in Nonmetropolitan U.S. Counties," Economic Development Quarterly, , vol. 25(4), pages 353-365, November.
    3. John V. Winters, 2017. "Do Native STEM Graduates Increase Innovation? Evidence from U.S. Metropolitan Areas," Economics Working Paper Series 1714, Oklahoma State University, Department of Economics and Legal Studies in Business.
    4. Winters, John V, 2010. "Human Capital and Population Growth in Non-Metropolitan U.S. Counties: The Importance of College Student Migration," MPRA Paper 25592, University Library of Munich, Germany.
    5. Winters, John V., 2011. "Human capital, higher education institutions, and quality of life," Regional Science and Urban Economics, Elsevier, vol. 41(5), pages 446-454, September.
    6. Winters, John V., 2014. "The Production and Stock of College Graduates for U.S. States," IZA Discussion Papers 8730, Institute of Labor Economics (IZA).
    7. Winters, John V., 2014. "Foreign and Native-Born STEM Graduates and Innovation Intensity in the United States," IZA Discussion Papers 8575, Institute of Labor Economics (IZA).
    8. David L. Sjoquist & John V. Winters, 2015. "State Merit-Based Financial Aid Programs And College Attainment," Journal of Regional Science, Wiley Blackwell, vol. 55(3), pages 364-390, June.
    9. Aurélie LALANNE & Guillaume POUYANNE, 2012. "Ten years of metropolization in economics: a bibliometric approach (In French)," Cahiers du GREThA (2007-2019) 2012-11, Groupe de Recherche en Economie Théorique et Appliquée (GREThA).
    10. Michael R. Betz & Mark D. Partridge & Belal Fallah, 2016. "Smart cities and attracting knowledge workers: Which cities attract highly-educated workers in the 21st century?," Papers in Regional Science, Wiley Blackwell, vol. 95(4), pages 819-841, November.
    11. John V. Winters, 2011. "Why Are Smart Cities Growing? Who Moves And Who Stays," Journal of Regional Science, Wiley Blackwell, vol. 51(2), pages 253-270, May.
    12. Brian Fabrègue & Léo J. Portal & Christopher Cockshaw, 2023. "Using smart people to build smarter: How smart cities attract and retain highly skilled workers to drive innovation (Belgium, Denmark, the Netherlands, Poland)," Smart Cities and Regional Development (SCRD) Journal, Smart-EDU Hub, vol. 7(1), pages 9-30, March.
    13. Carlino, Gerald & Kerr, William R., 2015. "Agglomeration and Innovation," Handbook of Regional and Urban Economics, in: Gilles Duranton & J. V. Henderson & William C. Strange (ed.), Handbook of Regional and Urban Economics, edition 1, volume 5, chapter 0, pages 349-404, Elsevier.
    14. Duranton, Gilles & Puga, Diego, 2014. "The Growth of Cities," Handbook of Economic Growth, in: Philippe Aghion & Steven Durlauf (ed.), Handbook of Economic Growth, edition 1, volume 2, chapter 5, pages 781-853, Elsevier.
    15. Emanuela Marrocu & Raffaele Paci, 2013. "Regional Development and Creativity," International Regional Science Review, , vol. 36(3), pages 354-391, July.
    16. John V. Winters, 2018. "Do higher college graduation rates increase local education levels?," Papers in Regional Science, Wiley Blackwell, vol. 97(3), pages 617-638, August.
    17. John Winters, 2012. "Differences in employment outcomes for college town stayers and leavers," IZA Journal of Migration and Development, Springer;Forschungsinstitut zur Zukunft der Arbeit GmbH (IZA), vol. 1(1), pages 1-17, December.
    18. Paula Prenzel & Simona Iammarino, 2018. "Ageing labour: How does demographic change affect regional human capital?," Papers in Evolutionary Economic Geography (PEEG) 1832, Utrecht University, Department of Human Geography and Spatial Planning, Group Economic Geography, revised Aug 2018.
    19. Belal Fallah & Mark D. Partridge & Dan S. Rickman, 2014. "Geography and High-Tech Employment Growth in US Counties," Journal of Economic Geography, Oxford University Press, vol. 14(4), pages 683-720.
    20. Andrea Bonaccorsi & Daniele Biancardi & Mabel Sanchez Barrioluengo & Federico Biagi, 2019. "Study on Higher Education Institutions and Local Development," JRC Research Reports JRC117272, Joint Research Centre.

    More about this item

    Keywords

    human capital externalities; STEM; wage growth; agglomeration; urban economics; economic geography;
    All these keywords.

    JEL classification:

    • J24 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Human Capital; Skills; Occupational Choice; Labor Productivity
    • R23 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - Household Analysis - - - Regional Migration; Regional Labor Markets; Population

    NEP fields

    This paper has been announced in the following NEP Reports:

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:okl:wpaper:1409. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Harounan Kazianga (email available below). General contact details of provider: https://edirc.repec.org/data/sboksus.html .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.