IDEAS home Printed from https://ideas.repec.org/p/upj/weupjo/15-246.html
   My bibliography  Save this paper

The Production and Stock of College Graduates for U.S. States

Author

Listed:
  • John V. Winters

    (Oklahoma State University)

Abstract

The stock of human capital in an area is important for regional economic growth and development. However, highly educated workers are often quite mobile, and there is a concern that public investments in college graduates may not benefit the state if the college graduates leave the state after finishing their education. This paper examines the relationship between the production of college graduates from a state and the stock of college graduates residing in the state using microdata from the decennial census and American Community Survey. The relationship is examined across states and across cohorts within states. The descriptive analysis suggests that the relationship between the production and stock of college graduates has increased over time and is nearly proportional in recent years. Instrumental variables methods are used to estimate causal effects. The preferred instrumental variables results yield an average point estimate for the production-stock relationship of 0.52, but the effect likely decreases with age.

Suggested Citation

  • John V. Winters, 2015. "The Production and Stock of College Graduates for U.S. States," Upjohn Working Papers 15-246, W.E. Upjohn Institute for Employment Research.
  • Handle: RePEc:upj:weupjo:15-246
    as

    Download full text from publisher

    File URL: http://research.upjohn.org/cgi/viewcontent.cgi?article=1264&context=up_workingpapers
    Download Restriction: This material is copyrighted. Permission is required to reproduce any or all parts.
    ---><---

    As the access to this document is restricted, you may want to look for a different version below or search for a different version of it.

    Other versions of this item:

    References listed on IDEAS

    as
    1. Arnaud Chevalier & Colm Harmon & Vincent O’ Sullivan & Ian Walker, 2013. "The impact of parental income and education on the schooling of their children," IZA Journal of Labor Economics, Springer;Forschungsinstitut zur Zukunft der Arbeit GmbH (IZA), vol. 2(1), pages 1-22, December.
    2. Erik Hanushek & Stephen Machin & Ludger Woessmann (ed.), 2011. "Handbook of the Economics of Education," Handbook of the Economics of Education, Elsevier, edition 1, volume 4, number 4, June.
    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. Petri Böckerman & Mika Haapanen, 2013. "The effect of polytechnic reform on migration," Journal of Population Economics, Springer;European Society for Population Economics, vol. 26(2), pages 593-617, April.
    5. Alm, James & Winters, John V., 2009. "Distance and intrastate college student migration," Economics of Education Review, Elsevier, vol. 28(6), pages 728-738, December.
    6. Alessandra Faggian & Philip McCann & Stephen Sheppard, 2007. "Some Evidence That Women Are More Mobile Than Men: Gender Differences In U.K. Graduate Migration Behavior," Journal of Regional Science, Wiley Blackwell, vol. 47(3), pages 517-539, August.
    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. 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.
    9. Jere R. Behrman & Mark R. Rosenzweig, 2002. "Does Increasing Women's Schooling Raise the Schooling of the Next Generation?," American Economic Review, American Economic Association, vol. 92(1), pages 323-334, March.
    10. Jaison R. Abel & Ishita Dey & Todd M. Gabe, 2012. "Productivity And The Density Of Human Capital," Journal of Regional Science, Wiley Blackwell, vol. 52(4), pages 562-586, October.
    11. Martin A. Carree & Kristin Kronenberg, 2014. "Locational Choices and the Costs of Distance: Empirical Evidence for Dutch Graduates," Spatial Economic Analysis, Taylor & Francis Journals, vol. 9(4), pages 420-435, October.
    12. Daria Ciriaci, 2014. "Does University Quality Influence the Interregional Mobility of Students and Graduates? The Case of Italy," Regional Studies, Taylor & Francis Journals, vol. 48(10), pages 1592-1608, October.
    13. 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.
    14. Joshua D. Angrist & Jörn-Steffen Pischke, 2009. "Mostly Harmless Econometrics: An Empiricist's Companion," Economics Books, Princeton University Press, edition 1, number 8769.
    15. Stock, James H & Wright, Jonathan H & Yogo, Motohiro, 2002. "A Survey of Weak Instruments and Weak Identification in Generalized Method of Moments," Journal of Business & Economic Statistics, American Statistical Association, vol. 20(4), pages 518-529, October.
    16. Viktor A. Venhorst, 2013. "Graduate Migration and Regional Familiarity," Tijdschrift voor Economische en Sociale Geografie, Royal Dutch Geographical Society KNAG, vol. 104(1), pages 109-119, February.
    17. 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.
    18. Brigitte Waldorf, 2009. "Is human capital accumulation a self-propelling process? Comparing educational attainment levels of movers and stayers," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 43(2), pages 323-344, June.
    19. 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.
    20. 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.
    21. Maria Abreu & Alessandra Faggian & Philip McCann, 2015. "Migration and inter-industry mobility of UK graduates," Journal of Economic Geography, Oxford University Press, vol. 15(2), pages 353-385.
    22. Petri Böckerman & Mika Haapanen, 2013. "Does higher education enhance migration?," Working Papers 287, Työn ja talouden tutkimus LABORE, The Labour Institute for Economic Research LABORE.
    23. Partridge, Mark D. & Rickman, Dan S. & Olfert, M. Rose & Ali, Kamar, 2012. "Dwindling U.S. internal migration: Evidence of spatial equilibrium or structural shifts in local labor markets?," Regional Science and Urban Economics, Elsevier, vol. 42(1-2), pages 375-388.
    24. Card, David, 1999. "The causal effect of education on earnings," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 3, chapter 30, pages 1801-1863, Elsevier.
    25. Jonathan Corcoran & Alessandra Faggian & Philip Mccann, 2010. "Human Capital in Remote and Rural Australia: The Role of Graduate Migration," Growth and Change, Wiley Blackwell, vol. 41(2), pages 192-220, June.
    26. J. Sebastian Leguizamon & George W. Hammond, 2015. "Merit-based college tuition assistance and the conditional probability of in-state work," Papers in Regional Science, Wiley Blackwell, vol. 94(1), pages 197-218, March.
    27. Sandra E. Black & Paul J. Devereux & Kjell G. Salvanes, 2005. "Why the Apple Doesn't Fall Far: Understanding Intergenerational Transmission of Human Capital," American Economic Review, American Economic Association, vol. 95(1), pages 437-449, March.
    28. Raven Molloy & Christopher L. Smith & Abigail Wozniak, 2011. "Internal Migration in the United States," Journal of Economic Perspectives, American Economic Association, vol. 25(3), pages 173-196, Summer.
    29. Lindley, Joanne & Machin, Stephen, 2014. "Spatial changes in labour market inequality," Journal of Urban Economics, Elsevier, vol. 79(C), pages 121-138.
    30. Hawley, Zackary B. & Rork, Jonathan C., 2013. "The case of state funded higher education scholarship plans and interstate brain drain," Regional Science and Urban Economics, Elsevier, vol. 43(2), pages 242-249.
    31. 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.
    32. Mark D. Partridge, 2010. "The duelling models: NEG vs amenity migration in explaining US engines of growth," Papers in Regional Science, Wiley Blackwell, vol. 89(3), pages 513-536, August.
    33. Edward L. Glaeser & Matthew G. Resseger, 2010. "The Complementarity Between Cities And Skills," Journal of Regional Science, Wiley Blackwell, vol. 50(1), pages 221-244, February.
    34. 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.
    35. Charlie Karlsson & Martin Andersson & Therese Norman (ed.), 2015. "Handbook of Research Methods and Applications in Economic Geography," Books, Edward Elgar Publishing, number 14395.
    36. Winters, John V., 2015. "Estimating the returns to schooling using cohort-level maternal education as an instrument," Economics Letters, Elsevier, vol. 126(C), pages 25-27.
    37. Björklund, Anders & Salvanes, Kjell G., 2011. "Education and Family Background: Mechanisms and Policies," Handbook of the Economics of Education, in: Erik Hanushek & Stephen Machin & Ludger Woessmann (ed.), Handbook of the Economics of Education, edition 1, volume 3, chapter 3, pages 201-247, Elsevier.
    38. Bound, John & Turner, Sarah, 2007. "Cohort crowding: How resources affect collegiate attainment," Journal of Public Economics, Elsevier, vol. 91(5-6), pages 877-899, June.
    39. Høgni Kalsø Hansen & Thomas Niedomysl, 2009. "Migration of the creative class: evidence from Sweden," Journal of Economic Geography, Oxford University Press, vol. 9(2), pages 191-206, March.
    40. Hoogerheide, Lennart & Block, Joern H. & Thurik, Roy, 2012. "Family background variables as instruments for education in income regressions: A Bayesian analysis," Economics of Education Review, Elsevier, vol. 31(5), pages 515-523.
    41. Sjoquist, David L. & Winters, John V., 2014. "Merit aid and post-college retention in the state," Journal of Urban Economics, Elsevier, vol. 80(C), pages 39-50.
    42. 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.
    43. Alessandra Faggian & Philip McCann & Stephen Sheppard, 2007. "Human Capital, Higher Education and Graduate Migration: An Analysis of Scottish and Welsh Students," Urban Studies, Urban Studies Journal Limited, vol. 44(13), pages 2511-2528, December.
    44. Chevalier, Arnaud & Harmon, Colm & O'Sullivan, Vincent & Walker, Ian, 2013. "The Impact of Parental Income and Education on the Schooling of Children," Papers WP468, Economic and Social Research Institute (ESRI).
    45. Chen, Yong & Rosenthal, Stuart S., 2008. "Local amenities and life-cycle migration: Do people move for jobs or fun?," Journal of Urban Economics, Elsevier, vol. 64(3), pages 519-537, November.
    46. 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.
    47. David Orr, 1999. "Book," Journal of Industrial Ecology, Yale University, vol. 3(4), pages 155-156, October.
    48. Jeffrey M Wooldridge, 2010. "Econometric Analysis of Cross Section and Panel Data," MIT Press Books, The MIT Press, edition 2, volume 1, number 0262232588, December.
    49. McHenry, Peter, 2013. "The relationship between schooling and migration: Evidence from compulsory schooling laws," Economics of Education Review, Elsevier, vol. 35(C), pages 24-40.
    50. Stephen Machin & Kjell G. Salvanes & Panu Pelkonen, 2012. "Education And Mobility," Journal of the European Economic Association, European Economic Association, vol. 10(2), pages 417-450, April.
    51. 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.
    52. Alessandra Faggian & Rachel S. Franklin, 2014. "Human Capital Redistribution in the USA: The Migration of the College-bound," Spatial Economic Analysis, Taylor & Francis Journals, vol. 9(4), pages 376-395, October.
    53. John Bound & Michael F. Lovenheim & Sarah Turner, 2010. "Why Have College Completion Rates Declined? An Analysis of Changing Student Preparation and Collegiate Resources," American Economic Journal: Applied Economics, American Economic Association, vol. 2(3), pages 129-157, July.
    54. Alessandra Faggian & Jonathan Corcoran & Philip McCann, 2013. "Modelling geographical graduate job search using circular statistics," Papers in Regional Science, Wiley Blackwell, vol. 92(2), pages 329-343, June.
    55. Marco Di Cintio & Emanuele Grassi, 2013. "Internal migration and wages of Italian university graduates," Papers in Regional Science, Wiley Blackwell, vol. 92(1), pages 119-140, March.
    56. 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.
    57. 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.
    58. O. Ashenfelter & D. Card (ed.), 1999. "Handbook of Labor Economics," Handbook of Labor Economics, Elsevier, edition 1, volume 3, number 3.
    59. Mark Ferguson & Kamar Ali & M. Rose Olfert & Mark Partridge, 2007. "Voting with Their Feet: Jobs versus Amenities," Growth and Change, Wiley Blackwell, vol. 38(1), pages 77-110, March.
    60. 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.
    61. Simon, Curtis J., 1998. "Human Capital and Metropolitan Employment Growth," Journal of Urban Economics, Elsevier, vol. 43(2), pages 223-243, March.
    62. Peter McHenry, 2014. "The Geographic Distribution Of Human Capital: Measurement Of Contributing Mechanisms," Journal of Regional Science, Wiley Blackwell, vol. 54(2), pages 215-248, March.
    63. repec:elg:eechap:14395_22 is not listed on IDEAS
    64. Maria D. Fitzpatrick & Damon Jones, 2012. "Higher Education, Merit-Based Scholarships and Post-Baccalaureate Migration," NBER Working Papers 18530, National Bureau of Economic Research, Inc.
    65. Allen J. Scott, 2010. "Jobs or amenities? Destination choices of migrant engineers in the USA," Papers in Regional Science, Wiley Blackwell, vol. 89(1), pages 43-63, March.
    66. Liang Zheng, 2016. "What city amenities matter in attracting smart people?," Papers in Regional Science, Wiley Blackwell, vol. 95(2), pages 309-327, June.
    67. Elisabetta Marinelli, 2013. "Sub-national Graduate Mobility and Knowledge Flows: An Exploratory Analysis of Onward- and Return-Migrants in Italy," Regional Studies, Taylor & Francis Journals, vol. 47(10), pages 1618-1633, November.
    68. 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.
    69. 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.
    70. Ugo Fratesi & Marco Percoco, 2014. "Selective Migration, Regional Growth and Convergence: Evidence from Italy," Regional Studies, Taylor & Francis Journals, vol. 48(10), pages 1650-1668, October.
    71. 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.
    72. Bound, John & Groen, Jeffrey & Kezdi, G.Gabor & Turner, Sarah, 2004. "Trade in university training: cross-state variation in the production and stock of college-educated labor," Journal of Econometrics, Elsevier, vol. 121(1-2), pages 143-173.
    73. 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.
    74. Mika Haapanen & Hannu Tervo, 2012. "Migration Of The Highly Educated: Evidence From Residence Spells Of University Graduates," Journal of Regional Science, Wiley Blackwell, vol. 52(4), pages 587-605, October.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Mikola, Derek & Webb, Matthew D., 2023. "Finish it and it is free: An evaluation of college graduation subsidies," Economics of Education Review, Elsevier, vol. 93(C).
    2. John V. Winters, 2017. "Do earnings by college major affect graduate migration?," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 59(3), pages 629-649, November.
    3. Winters, John V., 2015. "Estimating the returns to schooling using cohort-level maternal education as an instrument," Economics Letters, Elsevier, vol. 126(C), pages 25-27.
    4. Nikos Benos & Nikolaos Mylonidis & Stefania Zotou, 2017. "Estimating production functions for the US states: the role of public and human capital," Empirical Economics, Springer, vol. 52(2), pages 691-721, March.
    5. 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).

    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, 2018. "Do higher college graduation rates increase local education levels?," Papers in Regional Science, Wiley Blackwell, vol. 97(3), pages 617-638, August.
    2. 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.
    3. John V. Winters, 2020. "In-State College Enrollment and Later Life Location Decisions," Journal of Human Resources, University of Wisconsin Press, vol. 55(4), pages 1400-1426.
    4. John V. Winters, 2017. "Do earnings by college major affect graduate migration?," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 59(3), pages 629-649, November.
    5. Winters, John V., 2014. "STEM graduates, human capital externalities, and wages in the U.S," Regional Science and Urban Economics, Elsevier, vol. 48(C), pages 190-198.
    6. Arthur Grimes & Shaan Badenhorst & David C. Maré & Jacques Poot, 2020. "Hometown wh?nau or big city millennials? The economic geography of graduate destination choices in New Zealand," Working Papers 20_04, Motu Economic and Public Policy Research.
    7. John V. Winters, 2011. "Human Capital and Population Growth in Nonmetropolitan U.S. Counties," Economic Development Quarterly, , vol. 25(4), pages 353-365, November.
    8. 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.
    9. Peter McHenry, 2014. "The Geographic Distribution Of Human Capital: Measurement Of Contributing Mechanisms," Journal of Regional Science, Wiley Blackwell, vol. 54(2), pages 215-248, March.
    10. Heather M. Stephens, 2019. "Understanding US college graduate migration," Journal of Geographical Systems, Springer, vol. 21(4), pages 509-531, December.
    11. 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.
    12. 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.
    13. 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.
    14. 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.
    15. 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.
    16. Sjoquist, David L. & Winters, John V., 2013. "The effects of HOPE on post-college retention in the Georgia workforce," Regional Science and Urban Economics, Elsevier, vol. 43(3), pages 479-490.
    17. Su, Yaqin & Hua, Yue & Deng, Lanfang, 2021. "Agglomeration of human capital: Evidence from city choice of online job seekers in China," Regional Science and Urban Economics, Elsevier, vol. 91(C).
    18. 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.
    19. Sjoquist, David L. & Winters, John V., 2014. "Merit aid and post-college retention in the state," Journal of Urban Economics, Elsevier, vol. 80(C), pages 39-50.
    20. Eliasson, Kent & Haapanen, Mika & Westerlund, Olle, 2019. "Regional concentration of university graduates: The role of high school grades and parental background," Umeå Economic Studies 966, Umeå University, Department of Economics.

    More about this item

    Keywords

    college graduates; human capital; migration; higher education policy;
    All these keywords.

    JEL classification:

    • I25 - Health, Education, and Welfare - - Education - - - Education and Economic Development
    • 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:upj:weupjo:15-246. 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: the person in charge (email available below). General contact details of provider: https://edirc.repec.org/data/upjohus.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.