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The Impact of Educational Mismatch on Firm Productivity: Evidence from Linked Panel Data

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  • Kampelmann, Stephan

    (Free University of Brussels)

  • Rycx, François

    (Free University of Brussels)

Abstract

We provide first evidence regarding the direct impact of educational mismatch on firm productivity. To do so, we rely on representative linked employer-employee panel data for Belgium covering the period 1999-2006. Controlling for simultaneity issues, time-invariant unobserved workplace characteristics, cohort effects and dynamics in the adjustment process of productivity, we find that: i) a higher level of required education exerts a significantly positive influence on firm productivity, ii) additional years of over-education (both among young and older workers) are beneficial for firm productivity, and iii) additional years of under-education (among young workers) are detrimental for firm productivity.

Suggested Citation

  • Kampelmann, Stephan & Rycx, François, 2012. "The Impact of Educational Mismatch on Firm Productivity: Evidence from Linked Panel Data," IZA Discussion Papers 7093, Institute of Labor Economics (IZA).
  • Handle: RePEc:iza:izadps:dp7093
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    1. A. Gautier, Pieter & J. van den Berg, Gerard & C. van Ours, Jan & Ridder, Geert, 2002. "Worker turnover at the firm level and crowding out of lower educated workers," European Economic Review, Elsevier, vol. 46(3), pages 523-538, March.
    2. Lazear, Edward P & Rosen, Sherwin, 1981. "Rank-Order Tournaments as Optimum Labor Contracts," Journal of Political Economy, University of Chicago Press, vol. 89(5), pages 841-864, October.
    3. Christian Grund & Niels Westergaard-Nielsen, 2008. "The Dispersion of Employees' Wage Increases and Firm Performance," ILR Review, Cornell University, ILR School, vol. 61(4), pages 485-501, July.
    4. Hansen, Lars Peter, 1982. "Large Sample Properties of Generalized Method of Moments Estimators," Econometrica, Econometric Society, vol. 50(4), pages 1029-1054, July.
    5. Benoit Dostie, 2011. "Wages, Productivity and Aging," De Economist, Springer, vol. 159(2), pages 139-158, June.
    6. Hartog, Joop, 2000. "Over-education and earnings: where are we, where should we go?," Economics of Education Review, Elsevier, vol. 19(2), pages 131-147, April.
    7. Teulings, Coen & Koopmanschap, Marc, 1989. "An econometric model of crowding out of lower education levels," European Economic Review, Elsevier, vol. 33(8), pages 1653-1664, October.
    8. Allen, Jim & van der Velden, Rolf, 2001. "Educational Mismatches versus Skill Mismatches: Effects on Wages, Job Satisfaction, and On-the-Job Search," Oxford Economic Papers, Oxford University Press, vol. 53(3), pages 434-452, July.
    9. Bauer, Thomas K., 2002. "Educational mismatch and wages: a panel analysis," Economics of Education Review, Elsevier, vol. 21(3), pages 221-229, June.
    10. Séamus McGuinness, 2006. "Overeducation in the Labour Market," Journal of Economic Surveys, Wiley Blackwell, vol. 20(3), pages 387-418, July.
    11. Battu, H. & Belfield, C.R. & Sloane, P.J., 2000. "How Well Can We Measure Graduate Over- Education and Its Effects?," National Institute Economic Review, National Institute of Economic and Social Research, vol. 171, pages 82-93, January.
    12. Rudolf Winter‐Ebmer & Josef Zweimüller, 1999. "Intra‐firm Wage Dispersion and Firm Performance," Kyklos, Wiley Blackwell, vol. 52(4), pages 555-572, November.
    13. John Robst, 1995. "Career Mobility, Job Match, and Overeducation," Eastern Economic Journal, Eastern Economic Association, vol. 21(4), pages 539-550, Fall.
    14. Michael Rusinek & François Rycx, 2013. "Rent-Sharing under Different Bargaining Regimes: Evidence from Linked Employer–Employee Data," British Journal of Industrial Relations, London School of Economics, vol. 51(1), pages 28-58, March.
    15. Philip Du Caju & François Rycx & Ilan Tojerow, 2011. "Inter‐Industry Wage Differentials: How Much Does Rent Sharing Matter?," Manchester School, University of Manchester, vol. 79(4), pages 691-717, July.
    16. Richard R. Verdugo & Naomi Turner Verdugo, 1989. "The Impact of Surplus Schooling on Earnings: Some Additional Findings," Journal of Human Resources, University of Wisconsin Press, vol. 24(4), pages 629-643.
    17. Benoît Mahy & François Rycx & Mélanie Volral, 2011. "Wage Dispersion and Firm Productivity in Different Working Environments," British Journal of Industrial Relations, London School of Economics, vol. 49(3), pages 460-485, September.
    18. Dolton, Peter & Vignoles, Anna, 2000. "The incidence and effects of overeducation in the U.K. graduate labour market," Economics of Education Review, Elsevier, vol. 19(2), pages 179-198, April.
    19. Laroche, P., 2000. "What do Unions do to Productivity? A Meta-Analysis," Papers 2000-5, Groupe de recherche en économie financière et en gestion des entreprises, Universite Nancy 2.
    20. Patrick Aubert & Bruno Crépon, 2003. "La productivité des salariés âgés : une tentative d'estimation," Économie et Statistique, Programme National Persée, vol. 368(1), pages 95-119.
    21. P. J. Sloane & H. Battu & P. T. Seaman, 1999. "Overeducation, undereducation and the British labour market," Applied Economics, Taylor & Francis Journals, vol. 31(11), pages 1437-1453.
    22. Dolton, Peter J. & Silles, Mary A., 2008. "The effects of over-education on earnings in the graduate labour market," Economics of Education Review, Elsevier, vol. 27(2), pages 125-139, April.
    23. McGuinness, Seamus & Sloane, Peter J., 2011. "Labour market mismatch among UK graduates: An analysis using REFLEX data," Economics of Education Review, Elsevier, vol. 30(1), pages 130-145, February.
    24. Sicherman, Nachum & Galor, Oded, 1990. "A Theory of Career Mobility," Journal of Political Economy, University of Chicago Press, vol. 98(1), pages 169-192, February.
    25. Akerlof, George A & Yellen, Janet L, 1988. "Fairness and Unemployment," American Economic Review, American Economic Association, vol. 78(2), pages 44-49, May.
    26. Lamo, Ana & Messina, Julián, 2010. "Formal education, mismatch and wages after transition: Assessing the impact of unobserved heterogeneity using matching estimators," Economics of Education Review, Elsevier, vol. 29(6), pages 1086-1099, December.
    27. David G. Blanchflower & Alex Bryson, 2010. "The Wage Impact of Trade Unions in the UK Public and Private Sectors," Economica, London School of Economics and Political Science, vol. 77(305), pages 92-109, January.
    28. van Smoorenburg, M. S. M. & van der Velden, R. K. W., 2000. "The training of school-leavers: Complementarity or substitution?," Economics of Education Review, Elsevier, vol. 19(2), pages 207-217, April.
    29. Stephen Bond, 2002. "Dynamic panel data models: a guide to microdata methods and practice," CeMMAP working papers CWP09/02, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
    30. David Roodman, 2009. "How to do xtabond2: An introduction to difference and system GMM in Stata," Stata Journal, StataCorp LP, vol. 9(1), pages 86-136, March.
    31. Kimberly Bayard & Judith Hellerstein & David Neumark & Kenneth Troske, 2003. "New Evidence on Sex Segregation and Sex Differences in Wages from Matched Employee-Employer Data," Journal of Labor Economics, University of Chicago Press, vol. 21(4), pages 887-922, October.
    32. Pedro Martins, 2009. "Rent sharing before and after the wage bill," Applied Economics, Taylor & Francis Journals, vol. 41(17), pages 2133-2151.
    33. Hibbs, Douglas A, Jr & Locking, Hakan, 2000. "Wage Dispersion and Productive Efficiency: Evidence for Sweden," Journal of Labor Economics, University of Chicago Press, vol. 18(4), pages 755-782, October.
    34. Sicherman, Nachum, 1991. ""Overeducation" in the Labor Market," Journal of Labor Economics, University of Chicago Press, vol. 9(2), pages 101-122, April.
    35. Levine, David I., 1991. "Cohesiveness, productivity, and wage dispersion," Journal of Economic Behavior & Organization, Elsevier, vol. 15(2), pages 237-255, March.
    36. Milgrom, Paul & Roberts, John, 1990. "The Efficiency of Equity in Organizational Decision Processes," American Economic Review, American Economic Association, vol. 80(2), pages 154-159, May.
    37. E. Verhofstadt & E. Omey, 2003. "The impact of education on job satisfaction in the first job," Working Papers of Faculty of Economics and Business Administration, Ghent University, Belgium 03/169, Ghent University, Faculty of Economics and Business Administration.
    38. Fredrik Heyman, 2005. "Pay inequality and firm performance: evidence from matched employer-employee data," Applied Economics, Taylor & Francis Journals, vol. 37(11), pages 1313-1327.
    39. repec:bla:econom:v:70:y:2003:i:279:p:509-531 is not listed on IDEAS
    40. Martins, Pedro S., 2008. "Dispersion in wage premiums and firm performance," Economics Letters, Elsevier, vol. 101(1), pages 63-65, October.
    41. S. Mcguinness, 2003. "Graduate overeducation as a sheepskin effect: evidence from Northern Ireland," Applied Economics, Taylor & Francis Journals, vol. 35(5), pages 597-608.
    42. Cockx, Bart & Dejemeppe, Muriel, 2002. "Do the Higher Educated Unemployed Crowd Out the Lower Educated Ones in a Competition for Jobs?," IZA Discussion Papers 541, Institute of Labor Economics (IZA).
    43. Felix Buchel & Antje Mertens, 2004. "Overeducation, undereducation, and the theory of career mobility," Applied Economics, Taylor & Francis Journals, vol. 36(8), pages 803-816.
    44. Korpi, Tomas & Tåhlin, Michael, 2009. "Educational mismatch, wages, and wage growth: Overeducation in Sweden, 1974-2000," Labour Economics, Elsevier, vol. 16(2), pages 183-193, April.
    45. 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.
    46. Russell W. Rumberger, 1987. "The Impact of Surplus Schooling on Productivity and Earnings," Journal of Human Resources, University of Wisconsin Press, vol. 22(1), pages 24-50.
    47. Groot, Wim & Oosterbeek, Hessel, 1994. "Earnings Effects of Different Components of Schooling: Human Capital versus Screening," The Review of Economics and Statistics, MIT Press, vol. 76(2), pages 317-321, May.
    48. Dieter Verhaest & Eddy Omey, 2006. "The Impact of Overeducation and its Measurement," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 77(3), pages 419-448, July.
    49. Benoît Mahy & François Rycx & Mélanie Volral, 2011. "Does Wage Dispersion Make All Firms Productive?," Scottish Journal of Political Economy, Scottish Economic Society, vol. 58(4), pages 455-489, September.
    50. Verhaest, Dieter & Omey, Eddy, 2009. "Objective over-education and worker well-being: A shadow price approach," Journal of Economic Psychology, Elsevier, vol. 30(3), pages 469-481, June.
    51. Duncan, Greg J. & Hoffman, Saul D., 1981. "The incidence and wage effects of overeducation," Economics of Education Review, Elsevier, vol. 1(1), pages 75-86, February.
    52. Arnaud Chevalier & Colm Harmon & Ian Walker & Yu Zhu, 2004. "Does Education Raise Productivity, or Just Reflect it?," Economic Journal, Royal Economic Society, vol. 114(499), pages 499-517, November.
    53. Sattinger, Michael, 1993. "Assignment Models of the Distribution of Earnings," Journal of Economic Literature, American Economic Association, vol. 31(2), pages 831-880, June.
    54. Christian Göbel & Thomas Zwick, 2012. "Age and Productivity: Sector Differences," De Economist, Springer, vol. 160(1), pages 35-57, March.
    55. Stephen R. Bond, 2002. "Dynamic panel data models: a guide to micro data methods and practice," Portuguese Economic Journal, Springer;Instituto Superior de Economia e Gestao, vol. 1(2), pages 141-162, August.
    56. 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.
    57. Jan Ours & Lenny Stoeldraijer, 2011. "Age, Wage and Productivity in Dutch Manufacturing," De Economist, Springer, vol. 159(2), pages 113-137, June.
    58. Khan, Linda J. & Morrow, Paula C., 1991. "Objective and subjective underemployment relationships to job satisfaction," Journal of Business Research, Elsevier, vol. 22(3), pages 211-218, May.
    59. Pierre Cahuc & André Zylberberg, 2004. "Labor Economics," MIT Press Books, The MIT Press, edition 1, volume 1, number 026203316x, April.
    60. Leuven, Edwin & Oosterbeek, Hessel, 2011. "Overeducation and Mismatch in the Labor Market," Handbook of the Economics of Education, in: Erik Hanushek & Stephen Machin & Ludger Woessmann (ed.), Handbook of the Economics of Education, edition 1, volume 4, chapter 0, pages 283-326, Elsevier.
    61. John G. Riley, 2001. "Silver Signals: Twenty-Five Years of Screening and Signaling," Journal of Economic Literature, American Economic Association, vol. 39(2), pages 432-478, June.
    62. Vieira, José A. Cabral, 2005. "Skill mismatches and job satisfaction," Economics Letters, Elsevier, vol. 89(1), pages 39-47, October.
    63. Alessandra Cataldi & Stephan Kampelmann & François Rycx, 2011. "Productivity-Wage Gaps Among Age Groups: Does the ICT Environment Matter?," De Economist, Springer, vol. 159(2), pages 193-221, June.
    64. Frenette, Marc, 2004. "The overqualified Canadian graduate: the role of the academic program in the incidence, persistence, and economic returns to overqualification," Economics of Education Review, Elsevier, vol. 23(1), pages 29-45, February.
    65. Dolado, Juan J. & Felgueroso, Florentino & Jimeno, Juan F., 2000. "Youth labour markets in Spain: Education, training, and crowding-out," European Economic Review, Elsevier, vol. 44(4-6), pages 943-956, May.
    66. Thomas Hempell, 2005. "What’s spurious, what’s real? Measuring the productivity impacts of ICT at the firm-level," Empirical Economics, Springer, vol. 30(2), pages 427-464, September.
    67. Groot, Wim & Maassen van den Brink, Henriette, 2000. "Overeducation in the labor market: a meta-analysis," Economics of Education Review, Elsevier, vol. 19(2), pages 149-158, April.
    68. van der Meer, Peter H., 2006. "The validity of two education requirement measures," Economics of Education Review, Elsevier, vol. 25(2), pages 211-219, April.
    69. Tsang, Mun Chiu, 1987. "The impact of underutilization of education on productivity: A case study of the U.S. Bell companies," Economics of Education Review, Elsevier, vol. 6(3), pages 239-254, June.
    70. repec:bla:kyklos:v:52:y:1999:i:4:p:555-72 is not listed on IDEAS
    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. Michael Spence, 1973. "Job Market Signaling," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 87(3), pages 355-374.
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    More about this item

    Keywords

    linked panel data; productivity; educational mismatch; GMM;
    All these keywords.

    JEL classification:

    • I21 - Health, Education, and Welfare - - Education - - - Analysis of Education
    • J24 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Human Capital; Skills; Occupational Choice; Labor Productivity

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