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Investigating the Human Capital Development–growth Nexus

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  • Cristian Barra
  • Roberto Zotti

Abstract

In this article, we test whether economic growth depends on human capital development mainly operating through an upgrading of human capital stock in the area where the universities are located. We specify a growth model where a qualitative measure of human capital development, university efficiency, is considered in conjunction with a customary quantitative measure of human capital development, number of graduates. The model is estimated on panel data over the period 2003 to 2011. The evidence suggests that both indicators of human capital development have a positive and significant impact on gross domestic product per capita. Results also show that knowledge spillovers occur between areas through the geographical proximity to the efficient universities, suggesting that the geography of production is affected. Results hold when robustness checks are performed.

Suggested Citation

  • Cristian Barra & Roberto Zotti, 2017. "Investigating the Human Capital Development–growth Nexus," International Regional Science Review, , vol. 40(6), pages 638-678, November.
  • Handle: RePEc:sae:inrsre:v:40:y:2017:i:6:p:638-678
    DOI: 10.1177/0160017615626215
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    as
    1. Etzkowitz, Henry & Leydesdorff, Loet, 2000. "The dynamics of innovation: from National Systems and "Mode 2" to a Triple Helix of university-industry-government relations," Research Policy, Elsevier, vol. 29(2), pages 109-123, February.
    2. Sveinbjörn Blöndal & Simon Field & Nathalie Girouard, 2002. "Investment in Human Capital Through Post-Compulsory Education and Training: Selected Efficiency and Equity Aspects," OECD Economics Department Working Papers 333, OECD Publishing.
    3. Philip Andrew Stevens, 2005. "A Stochastic Frontier Analysis of English and Welsh Universities," Education Economics, Taylor & Francis Journals, vol. 13(4), pages 355-374.
    4. Arellano, Manuel & Bover, Olympia, 1995. "Another look at the instrumental variable estimation of error-components models," Journal of Econometrics, Elsevier, vol. 68(1), pages 29-51, July.
    5. Wiji Arulampalam & Robin A. Naylor & Jeremy P. Smith, 2004. "A hazard model of the probability of medical school drop‐out in the UK," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 167(1), pages 157-178, February.
    6. Joshua Drucker & Harvey Goldstein, 2007. "Assessing the Regional Economic Development Impacts of Universities: A Review of Current Approaches," International Regional Science Review, , vol. 30(1), pages 20-46, January.
    7. Malcolm Abbott & Chris Doucouliagos, 2009. "Competition and efficiency: overseas students and technical efficiency in Australian and New Zealand universities," Education Economics, Taylor & Francis Journals, vol. 17(1), pages 31-57.
    8. Veugelers, Reinhilde & Cassiman, Bruno, 2005. "R&D cooperation between firms and universities. Some empirical evidence from Belgian manufacturing," International Journal of Industrial Organization, Elsevier, vol. 23(5-6), pages 355-379, June.
    9. Scott Shane, 2002. "Selling University Technology: Patterns from MIT," Management Science, INFORMS, vol. 48(1), pages 122-137, January.
    10. Gerhard Kempkes & Carsten Pohl, 2010. "The efficiency of German universities-some evidence from nonparametric and parametric methods," Applied Economics, Taylor & Francis Journals, vol. 42(16), pages 2063-2079.
    11. G. Boero & A. Mcknight & R. Naylor & J. Smith, 2001. "Graduates and graduate labour markets in the UK and Italy," Working Paper CRENoS 200111, Centre for North South Economic Research, University of Cagliari and Sassari, Sardinia.
    12. Roland Andersson & John M. Quigley & Mats Wilhelmson, 2004. "University decentralization as regional policy: the Swedish experiment," Journal of Economic Geography, Oxford University Press, vol. 4(4), pages 371-388, August.
    13. Jill Johnes, 2006. "Measuring Efficiency: A Comparison of Multilevel Modelling and Data Envelopment Analysis in the Context of Higher Education," Bulletin of Economic Research, Wiley Blackwell, vol. 58(2), pages 75-104, April.
    14. repec:zbw:bofrdp:2009_013 is not listed on IDEAS
    15. Rebecca Henderson & Adam B. Jaffe & Manuel Trajtenberg, 1998. "Universities As A Source Of Commercial Technology: A Detailed Analysis Of University Patenting, 1965-1988," The Review of Economics and Statistics, MIT Press, vol. 80(1), pages 119-127, February.
    16. Francesco Sacchetti & Silvia Sacchetti & Roger Sugden, 2009. "Creativity and socio-economic development: space for the interests of publics," International Review of Applied Economics, Taylor & Francis Journals, vol. 23(6), pages 653-672.
    17. Blundell, Richard & Bond, Stephen, 1998. "Initial conditions and moment restrictions in dynamic panel data models," Journal of Econometrics, Elsevier, vol. 87(1), pages 115-143, August.
    18. repec:lan:wpaper:4487 is not listed on IDEAS
    19. 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.
    20. S. Destefanis & C. Barra & G. Lubrano Lavadera, 2014. "Financial development and local growth: evidence from highly disaggregated Italian data," Applied Financial Economics, Taylor & Francis Journals, vol. 24(24), pages 1605-1615, December.
    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. repec:lan:wpaper:4792 is not listed on IDEAS
    24. Luc Anselin & Attila Varga & Zoltan Acs, 2008. "Local Geographic Spillovers Between University Research and High Technology Innovations," Chapters, in: Entrepreneurship, Growth and Public Policy, chapter 9, pages 95-121, Edward Elgar Publishing.
    25. Zoltan J. Acs & Luc Anselin & Attila Varga, 2008. "Patents and Innovation Counts as Measures of Regional Production of New Knowledge," Chapters, in: Entrepreneurship, Growth and Public Policy, chapter 11, pages 135-151, Edward Elgar Publishing.
    26. Tommaso Agasisti & Carlo Salerno, 2007. "Assessing the Cost Efficiency of Italian Universities," Education Economics, Taylor & Francis Journals, vol. 15(4), pages 455-471.
    27. Alessandra Faggian & Philip Mccann, 2009. "Universities, Agglomerations And Graduate Human Capital Mobility," Tijdschrift voor Economische en Sociale Geografie, Royal Dutch Geographical Society KNAG, vol. 100(2), pages 210-223, April.
    28. Hung-jen Wang & Peter Schmidt, 2002. "One-Step and Two-Step Estimation of the Effects of Exogenous Variables on Technical Efficiency Levels," Journal of Productivity Analysis, Springer, vol. 18(2), pages 129-144, September.
    29. Buesa, Mikel & Heijs, Joost & Baumert, Thomas, 2010. "The determinants of regional innovation in Europe: A combined factorial and regression knowledge production function approach," Research Policy, Elsevier, vol. 39(6), pages 722-735, July.
    30. 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.
    31. Chapple, Wendy & Lockett, Andy & Siegel, Donald & Wright, Mike, 2005. "Assessing the relative performance of U.K. university technology transfer offices: parametric and non-parametric evidence," Research Policy, Elsevier, vol. 34(3), pages 369-384, April.
    32. Charnes, A. & Cooper, W. W. & Rhodes, E., 1978. "Measuring the efficiency of decision making units," European Journal of Operational Research, Elsevier, vol. 2(6), pages 429-444, November.
    33. repec:kap:iaecre:v:14:y:2008:i:1:p:76-89 is not listed on IDEAS
    34. 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.
    35. Wang, Hung-Jen & Ho, Chia-Wen, 2010. "Estimating fixed-effect panel stochastic frontier models by model transformation," Journal of Econometrics, Elsevier, vol. 157(2), pages 286-296, August.
    36. 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.
    37. Thursby, Jerry G. & Kemp, Sukanya, 2002. "Growth and productive efficiency of university intellectual property licensing," Research Policy, Elsevier, vol. 31(1), pages 109-124, January.
    38. Gregory D. Wozniak, 1987. "Human Capital, Information, and the Early Adoption of New Technology," Journal of Human Resources, University of Wisconsin Press, vol. 22(1), pages 101-112.
    39. Laura Abramovsky & Helen Simpson, 2011. "Geographic proximity and firm--university innovation linkages: evidence from Great Britain," Journal of Economic Geography, Oxford University Press, vol. 11(6), pages 949-977, November.
    40. Silvia Bacci & Bruno Chiandotto & Angelo Di Francia & silvia.ghiselli@almalaurea.it, 2008. "Graduates Job Mobility: A Longitudinal Analysis," Statistica, Department of Statistics, University of Bologna, vol. 68(3), pages 255-279.
    41. Meeusen, Wim & van den Broeck, Julien, 1977. "Efficiency Estimation from Cobb-Douglas Production Functions with Composed Error," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 18(2), pages 435-444, June.
    42. Wesley M. Cohen & Richard R. Nelson & John P. Walsh, 2003. "Links and Impacts: The Influence of Public Research on Industrial R&D," Chapters, in: Aldo Geuna & Ammon J. Salter & W. Edward Steinmueller (ed.), Science and Innovation, chapter 4, Edward Elgar Publishing.
    43. Cohn, Elchanan & Rhine, Sherrie L W & Santos, Maria C, 1989. "Institutions of Higher Education as Multi-product Firms: Economies of Scale and Scope," The Review of Economics and Statistics, MIT Press, vol. 71(2), pages 284-290, May.
    44. George E. Halkos & Nickolaos G. Tzeremes & Stavros A. Kourtzidis, 2012. "Measuring Public Owned University Departments' Efficiency: A Bootstrapped DEA Approach," Journal of Economics and Econometrics, Economics and Econometrics Society, vol. 55(2), pages 1-24.
    45. Fabio Manca, 2012. "Human Capital Composition and Economic Growth at the Regional Level," Regional Studies, Taylor & Francis Journals, vol. 46(10), pages 1367-1388, November.
    46. Michael Fritsch & Viktor Slavtchev, 2011. "Determinants of the Efficiency of Regional Innovation Systems," Regional Studies, Taylor & Francis Journals, vol. 45(7), pages 905-918.
    47. Harvey Goldstein & Catherine Renault, 2004. "Contributions of Universities to Regional Economic Development: A Quasi-experimental Approach," Regional Studies, Taylor & Francis Journals, vol. 38(7), pages 733-746.
    48. Jaison R. Abel & Richard Deitz, 2011. "The role of colleges and universities in building local human capital," Current Issues in Economics and Finance, Federal Reserve Bank of New York, vol. 17(Oct).
    49. 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.
    50. Millo, Giovanni & Piras, Gianfranco, 2012. "splm: Spatial Panel Data Models in R," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 47(i01).
    51. Stephen L. DesJardins & Dennis A. Ahlburg & Brian P. McCall, 2002. "A Temporal Investigation of Factors Related to Timely Degree Completion," The Journal of Higher Education, Taylor & Francis Journals, vol. 73(5), pages 555-581, September.
    52. Gary Madden & Scott Savage & Steven Kemp, 1997. "Measuring Public Sector Efficiency: A Study of Economics Departments at Australian Universities," Education Economics, Taylor & Francis Journals, vol. 5(2), pages 153-168.
    53. Mansfield, Edwin, 1995. "Academic Research Underlying Industrial Innovations:," The Review of Economics and Statistics, MIT Press, vol. 77(1), pages 55-65, February.
    54. T Agasisti & G Johnes, 2009. "Cost Structure, Efficiency and Heterogeneity in US Higher Education: An Empirical Analysis," Working Papers 599308, Lancaster University Management School, Economics Department.
    55. David Huffman & John M. Quigley, 2002. "The role of the university in attracting high tech entrepreneurship: A Silicon Valley tale," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 36(3), pages 403-419.
    56. Tomas Del Barrio-Castro & Jose Garcia-Quevedo, 2005. "Effects of university research on the geography of innovation," Regional Studies, Taylor & Francis Journals, vol. 39(9), pages 1217-1229.
    57. Johnes, Jill & Johnes, Geraint, 1995. "Research funding and performance in U.K. University Departments of Economics: A frontier analysis," Economics of Education Review, Elsevier, vol. 14(3), pages 301-314, September.
    58. George E. Battese & Greg S. Corra, 1977. "Estimation Of A Production Frontier Model: With Application To The Pastoral Zone Of Eastern Australia," Australian Journal of Agricultural and Resource Economics, Australian Agricultural and Resource Economics Society, vol. 21(3), pages 169-179, December.
    59. Maietta, Ornella Wanda, 2015. "Determinants of university–firm R&D collaboration and its impact on innovation: A perspective from a low-tech industry," Research Policy, Elsevier, vol. 44(7), pages 1341-1359.
    60. Antonio Alvarez & Christine Amsler & Luis Orea & Peter Schmidt, 2006. "Interpreting and Testing the Scaling Property in Models where Inefficiency Depends on Firm Characteristics," Journal of Productivity Analysis, Springer, vol. 25(3), pages 201-212, June.
    61. Donald Siegel & Mike Wright & Wendy Chapple & Andy Lockett, 2008. "Assessing The Relative Performance Of University Technology Transfer In The Us And Uk: A Stochastic Distance Function Approach," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 17(7-8), pages 717-729.
    62. Bartel, Ann P & Lichtenberg, Frank R, 1987. "The Comparative Advantage of Educated Workers in Implementing New Technology," The Review of Economics and Statistics, MIT Press, vol. 69(1), pages 1-11, February.
    63. Battese, George E. & Corra, Greg S., 1977. "Estimation Of A Production Frontier Model: With Application To The Pastoral Zone Of Eastern Australia," Australian Journal of Agricultural Economics, Australian Agricultural and Resource Economics Society, vol. 21(3), pages 1-11, December.
    64. Ron Martin & Peter Sunley, 1998. "Slow Convergence? The New Endogenous Growth Theory and Regional Development," Economic Geography, Taylor & Francis Journals, vol. 74(3), pages 201-227, July.
    65. Hasan, Iftekhar & Koetter, Michael & Wedow, Michael, 2009. "Regional growth and finance in Europe: Is there a quality effect of bank efficiency?," Journal of Banking & Finance, Elsevier, vol. 33(8), pages 1446-1453, August.
    66. Jeremy Smith & Robin Naylor, 2001. "Determinants of Degree Performance in UK Universities: A Statistical Analysis of the 1993 Student Cohort," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 63(1), pages 29-60, February.
    67. Geraint Johnes & Jill Johnes (ed.), 2004. "International Handbook on the Economics of Education," Books, Edward Elgar Publishing, number 2847.
    68. Tiziana Laureti, 2008. "Modelling Exogenous Variables in Human Capital Formation through a Heteroscedastic Stochastic Frontier," International Advances in Economic Research, Springer;International Atlantic Economic Society, vol. 14(1), pages 76-89, February.
    69. 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.
    70. Cazals, Catherine & Florens, Jean-Pierre & Simar, Leopold, 2002. "Nonparametric frontier estimation: a robust approach," Journal of Econometrics, Elsevier, vol. 106(1), pages 1-25, January.
    71. Manuel Arellano & Stephen Bond, 1991. "Some Tests of Specification for Panel Data: Monte Carlo Evidence and an Application to Employment Equations," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 58(2), pages 277-297.
    72. Tommaso Agasisti, 2011. "Performances and spending efficiency in higher education: a European comparison through non-parametric approaches," Education Economics, Taylor & Francis Journals, vol. 19(2), pages 199-224.
    73. Roger Carrington & Tim Coelli & D. S. Prasada Rao, 2005. "The Performance Of Australian Universities: Conceptual Issues And Preliminary Results," Economic Papers, The Economic Society of Australia, vol. 24(2), pages 145-163, June.
    74. Battese, G E & Coelli, T J, 1995. "A Model for Technical Inefficiency Effects in a Stochastic Frontier Production Function for Panel Data," Empirical Economics, Springer, vol. 20(2), pages 325-332.
    75. Aigner, Dennis & Lovell, C. A. Knox & Schmidt, Peter, 1977. "Formulation and estimation of stochastic frontier production function models," Journal of Econometrics, Elsevier, vol. 6(1), pages 21-37, July.
    76. Vernon Henderson, J., 2007. "Understanding knowledge spillovers," Regional Science and Urban Economics, Elsevier, vol. 37(4), pages 497-508, July.
    77. repec:rre:publsh:v:33:y:2003:i:1:p:73-84 is not listed on IDEAS
    78. Greene, William, 2005. "Reconsidering heterogeneity in panel data estimators of the stochastic frontier model," Journal of Econometrics, Elsevier, vol. 126(2), pages 269-303, June.
    79. Windmeijer, Frank, 2005. "A finite sample correction for the variance of linear efficient two-step GMM estimators," Journal of Econometrics, Elsevier, vol. 126(1), pages 25-51, May.
    80. 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.
    81. Paul M. Romer, 1994. "The Origins of Endogenous Growth," Journal of Economic Perspectives, American Economic Association, vol. 8(1), pages 3-22, Winter.
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