IDEAS home Printed from https://ideas.repec.org/a/eee/ecoedu/v101y2024ics0272775724000554.html
   My bibliography  Save this article

Does the labour market value field of study specific knowledge? An alignment score based approach

Author

Listed:
  • Manuel, Nick

Abstract

Using a sample of bachelor degree holders from the Canadian Census, this paper estimates the earnings premium that a university graduate receives from working in an occupation that requires knowledge that is related to their field of study. This is accomplished by developing an alignment score which measures the similarity between the knowledge requirements of an individual’s actual occupation, and the knowledge requirements of the occupations that their field of study trains individuals for. While controlling for field of study and occupation fixed effects, the results indicate that a one standard deviation improvement in the knowledge-alignment between one’s occupation and field of study produces an earnings premium of approximately 4.3%. This indicates that well-aligned graduates earn more than graduates from the same field of study who work in otherwise similar paying occupations that are less closely aligned with the field of study.

Suggested Citation

  • Manuel, Nick, 2024. "Does the labour market value field of study specific knowledge? An alignment score based approach," Economics of Education Review, Elsevier, vol. 101(C).
    • Handle: RePEc:eee:ecoedu:v:101:y:2024:i:c:s0272775724000554
    DOI: 10.1016/j.econedurev.2024.102561
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0272775724000554
    Download Restriction: Full text for ScienceDirect subscribers only
    File URL: https://libkey.io/10.1016/j.econedurev.2024.102561?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

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

    References listed on IDEAS

    as
    1. Nick Manuel & Miana Plesca, 2020. "Skill transferability and the earnings of immigrants," Canadian Journal of Economics/Revue canadienne d'économique, John Wiley & Sons, vol. 53(4), pages 1404-1428, November.
    2. Joseph G. Altonji & Lisa B. Kahn & Jamin D. Speer, 2014. "Trends in Earnings Differentials across College Majors and the Changing Task Composition of Jobs," American Economic Review, American Economic Association, vol. 104(5), pages 387-393, May.
    3. 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.
    4. 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.
    5. Yigit Aydede & Atul Dar, 2016. "The cost of immigrants’ occupational mismatch and the effectiveness of postarrival policies in Canada," IZA Journal of Migration and Development, Springer;Forschungsinstitut zur Zukunft der Arbeit GmbH (IZA), vol. 5(1), pages 1-23, December.
    6. Susumu Imai & Derek Stacey & Casey Warman, 2019. "From engineer to taxi driver? Language proficiency and the occupational skills of immigrants," Canadian Journal of Economics, Canadian Economics Association, vol. 52(3), pages 914-953, August.
    7. Nordin, Martin & Persson, Inga & Rooth, Dan-Olof, 2010. "Education-occupation mismatch: Is there an income penalty?," Economics of Education Review, Elsevier, vol. 29(6), pages 1047-1059, December.
    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. Chris Robinson, 2018. "Occupational Mobility, Occupation Distance, and Specific Human Capital," Journal of Human Resources, University of Wisconsin Press, vol. 53(2), pages 513-551.
    10. 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.
    11. Sattinger, Michael, 1993. "Assignment Models of the Distribution of Earnings," Journal of Economic Literature, American Economic Association, vol. 31(2), pages 831-880, June.
    12. Séamus McGuinness, 2006. "Overeducation in the Labour Market," Journal of Economic Surveys, Wiley Blackwell, vol. 20(3), pages 387-418, July.
    13. Vincenzo Caponi & Miana Plesca, 2009. "Post-secondary education in Canada: can ability bias explain the earnings gap between college and university graduates?," Canadian Journal of Economics, Canadian Economics Association, vol. 42(3), pages 1100-1131, August.
    14. Fortin, Nicole & Lemieux, Thomas & Torres, Javier, 2016. "Foreign human capital and the earnings gap between immigrants and Canadian-born workers," Labour Economics, Elsevier, vol. 41(C), pages 104-119.
    15. Hong-Kyun Kim & Seung C. Ahn & Jihye Kim, 2012. "Vertical and Horizontal Education-Job Mismatches in the Korean Youth Labor Market : A Quantile Regression Approach," Working Papers 1201, Nam Duck-Woo Economic Research Institute, Sogang University (Former Research Institute for Market Economy).
    16. David A. Green & Benjamin M. Sand, 2015. "Has the Canadian labour market polarized?," Canadian Journal of Economics, Canadian Economics Association, vol. 48(2), pages 612-646, May.
    17. Alexandra Fedorets, 2019. "Changes in Occupational Tasks and Their Association with Individual Wages and Occupational Mobility," German Economic Review, Verein für Socialpolitik, vol. 20(4), pages 295-328, November.
    18. Hugh Cassidy & Amanda Gaulke, 2024. "The increasing penalty to occupation‐education mismatch," Economic Inquiry, Western Economic Association International, vol. 62(2), pages 607-632, April.
    19. Gordon B. Dahl & Dan-Olof Rooth & Anders Stenberg, 2023. "High School Majors and Future Earnings," American Economic Journal: Applied Economics, American Economic Association, vol. 15(1), pages 351-382, January.
    20. Josh Kinsler & Ronni Pavan, 2015. "The Specificity of General Human Capital: Evidence from College Major Choice," Journal of Labor Economics, University of Chicago Press, vol. 33(4), pages 933-972.
    21. Yakusheva, Olga, 2010. "Return to college education revisited: Is relevance relevant?," Economics of Education Review, Elsevier, vol. 29(6), pages 1125-1142, December.
    22. 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.
    23. Catherine Béduwé & Jean-François Giret, 2011. "Mismatch of vocational graduates : what penalty on French labour market," Post-Print halshs-00738007, HAL.
    24. Keith Bender & John Heywood, 2011. "Educational mismatch and the careers of scientists," Education Economics, Taylor & Francis Journals, vol. 19(3), pages 253-274.
    25. Finnie, Ross & Frenette, Marc, 2003. "Earning differences by major field of study: evidence from three cohorts of recent Canadian graduates," Economics of Education Review, Elsevier, vol. 22(2), pages 179-192, April.
    26. Thomas Lemieux, 2014. "Occupations, fields of study and returns to education," Canadian Journal of Economics, Canadian Economics Association, vol. 47(4), pages 1047-1077, November.
    27. 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.
    28. Reis, Mauricio, 2018. "Measuring the mismatch between field of study and occupation using a task-based approach," Journal for Labour Market Research, Institut für Arbeitsmarkt- und Berufsforschung (IAB), Nürnberg [Institute for Employment Research, Nuremberg, Germany], vol. 52(1), pages 1-9.
    29. Guillermo Montt, 2015. "The causes and consequences of field-of-study mismatch: An analysis using PIAAC," OECD Social, Employment and Migration Working Papers 167, OECD Publishing.
    30. Pedros Silos & Eric Smith, 2015. "Human Capital Portfolios," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 18(3), pages 635-652, July.
    31. Balzhan Serikbayeva & Kanat Abdulla, 2022. "Education-Job Mismatch: Implications for Individual Earnings and Aggregate Output," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 163(2), pages 723-752, September.
    32. 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.
    33. Kelly, Elish & O'Connell, Philip J. & Smyth, Emer, 2010. "The economic returns to field of study and competencies among higher education graduates in Ireland," Economics of Education Review, Elsevier, vol. 29(4), pages 650-657, August.
    34. Adserà, Alícia & Ferrer, Ana, 2016. "Occupational skills and labour market progression of married immigrant women in Canada," Labour Economics, Elsevier, vol. 39(C), pages 88-98.
    35. Guillermo Montt, 2017. "Field-of-study mismatch and overqualification: labour market correlates and their wage penalty," IZA Journal of Labor Economics, Springer;Forschungsinstitut zur Zukunft der Arbeit GmbH (IZA), vol. 6(1), pages 1-20, December.
    36. Zachary Bleemer & Aashish Mehta, 2022. "Will Studying Economics Make You Rich? A Regression Discontinuity Analysis of the Returns to College Major," American Economic Journal: Applied Economics, American Economic Association, vol. 14(2), pages 1-22, April.
    37. Stéphane Bonhomme & Thibaut Lamadon & Elena Manresa, 2019. "A Distributional Framework for Matched Employer Employee Data," Econometrica, Econometric Society, vol. 87(3), pages 699-739, May.
    38. Steven Wald & Tony Fang, 2008. "Overeducated Immigrants in the Canadian Labour Market: Evidence from the Workplace and Employee Survey," Canadian Public Policy, University of Toronto Press, vol. 34(4), pages 457-480, December.
    39. Melline A. Somers & Sofie J. Cabus & Wim Groot & Henriëtte Maassen van den Brink, 2019. "Horizontal Mismatch Between Employment And Field Of Education: Evidence From A Systematic Literature Review," Journal of Economic Surveys, Wiley Blackwell, vol. 33(2), pages 567-603, April.
    40. Pedros Silos & Eric Smith, 2015. "Human Capital Portfolios," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 18(3), pages 635-652, July.
    41. Vahey, Shaun P., 2000. "The great Canadian training robbery: evidence on the returns to educational mismatch," Economics of Education Review, Elsevier, vol. 19(2), pages 219-227, April.
    42. Glenda Quintini, 2011. "Right for the Job: Over-Qualified or Under-Skilled?," OECD Social, Employment and Migration Working Papers 120, OECD Publishing.
    43. Jesper Bagger & Rasmus Lentz, 2019. "An Empirical Model of Wage Dispersion with Sorting," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 86(1), pages 153-190.
    44. Daniel Boothby & Torben Drewes, 2006. "Postsecondary Education in Canada: Returns to University, College and Trades Education," Canadian Public Policy, University of Toronto Press, vol. 32(1), pages 1-22, March.
    45. A. D. Roy, 1951. "Some Thoughts On The Distribution Of Earnings," Oxford Economic Papers, Oxford University Press, vol. 3(2), pages 135-146.
    46. Yigit Aydede & Atul Dar, 2017. "Is the lower return to immigrants’ foreign schooling a postarrival problem in Canada?," IZA Journal of Migration and Development, Springer;Forschungsinstitut zur Zukunft der Arbeit GmbH (IZA), vol. 6(1), pages 1-25, December.
    47. Ian W. Li & Mark Harris & Peter J. Sloane, 2018. "Vertical, Horizontal and Residual Skills Mismatch in the Australian Graduate Labour Market," The Economic Record, The Economic Society of Australia, vol. 94(306), pages 301-315, September.
    48. Brahim Boudarbat & Claude Montmarquette, 2009. "Choice of fields of study of university Canadian graduates: the role of gender and their parents' education," Education Economics, Taylor & Francis Journals, vol. 17(2), pages 185-213.
    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. Balzhan Serikbayeva & Kanat Abdulla, 2022. "Education-Job Mismatch: Implications for Individual Earnings and Aggregate Output," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 163(2), pages 723-752, September.
    2. Jiang, Shengjun & Guo, Yilan, 2022. "Reasons for college major-job mismatch and labor market outcomes: Evidence from China," China Economic Review, Elsevier, vol. 74(C).
    3. Manuel Salas-Velasco, 2021. "Mapping the (mis)match of university degrees in the graduate labor market," Journal for Labour Market Research, Springer;Institute for Employment Research/ Institut für Arbeitsmarkt- und Berufsforschung (IAB), vol. 55(1), pages 1-23, December.
    4. Pérez Navarro, Marco Aurelio, 2021. "University graduates’ job-education mismatches in the Spanish labour market," MPRA Paper 109881, University Library of Munich, Germany.
    5. Shengjun Jiang, 2024. "Reasons for college major-job mismatch and subsequent job mobility and earnings growth," Empirical Economics, Springer, vol. 67(3), pages 1275-1301, September.
    6. Shujaat Farooq, 2015. "Job Mismatches in Pakistan: Is there Some Wage Penalty to Graduates?," The Pakistan Development Review, Pakistan Institute of Development Economics, vol. 54(2), pages 147-164.
    7. Marco Pecoraro, 2014. "Is There Still a Wage Penalty for Being Overeducated But Well-matched in Skills? A Panel Data Analysis of a Swiss Graduate Cohort," LABOUR, CEIS, vol. 28(3), pages 309-337, September.
    8. Kampelmann, Stephan & Rycx, François, 2012. "The impact of educational mismatch on firm productivity: Evidence from linked panel data," Economics of Education Review, Elsevier, vol. 31(6), pages 918-931.
    9. Domadenik, Polona & Far?nik, Daša & Pastore, Francesco, 2013. "Horizontal Mismatch in the Labour Market of Graduates: The Role of Signalling," IZA Discussion Papers 7527, Institute of Labor Economics (IZA).
    10. Sucharita Ghosh & Emanuele Grassi, 2020. "Overeducation and overskilling in the early careers of PhD graduates: Does international migration reduce labour market mismatch?," Papers in Regional Science, Wiley Blackwell, vol. 99(4), pages 915-944, August.
    11. Hugh Cassidy & Amanda Gaulke, 2024. "The increasing penalty to occupation‐education mismatch," Economic Inquiry, Western Economic Association International, vol. 62(2), pages 607-632, April.
    12. Yih‐chyi Chuang & Chia‐Yu Liang, 2022. "Overeducation and skill mismatch of university graduates in Taiwan," Review of Development Economics, Wiley Blackwell, vol. 26(3), pages 1693-1712, August.
    13. Muñoz de Bustillo, Rafael & Sarkar, Sudipa & Sebastián, Raquel & Antón, José-Ignacio, 2018. "Education mismatch in Europe at the turn of the century: Measurement, intensity and evolution," MPRA Paper 85779, University Library of Munich, Germany.
    14. Sandra Nieto & Raul Ramos, 2017. "Overeducation, Skills and Wage Penalty: Evidence for Spain Using PIAAC Data," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 134(1), pages 219-236, October.
    15. Hanan Morsy & Adamon N. Mukasa, 2019. "Working Paper 326 - Youth Jobs, Skill and Educational Mismatches in Africa," Working Paper Series 2452, African Development Bank.
    16. Rycx, François & Santosuosso, Giulia & Vermeylen, Guillaume, 2022. "The Over-Education Wage Penalty among PhD Holders: A European Perspective," IZA Discussion Papers 15417, Institute of Labor Economics (IZA).
    17. Kihong Park, 2018. "Vertical and horizontal mismatches and career mobility: evidence from female college graduates," Asian-Pacific Economic Literature, The Crawford School, The Australian National University, vol. 32(2), pages 109-125, November.
    18. Barbara Ermini & Luca Papi & Francesca Scaturro, 2017. "An Analysis of the Determinants of Over-Education Among Italian Ph.D Graduates," Italian Economic Journal: A Continuation of Rivista Italiana degli Economisti and Giornale degli Economisti, Springer;Società Italiana degli Economisti (Italian Economic Association), vol. 3(2), pages 167-207, July.
    19. Baktash, Mehrzad B., 2023. "Overeducation, Performance Pay and Wages: Evidence from Germany," GLO Discussion Paper Series 1327, Global Labor Organization (GLO).
    20. Aydede, Yigit & Dar, Atul A., 2022. "Native-born-immigrant wage gap revisited: The role of market imperfections in Canada," CLEF Working Paper Series 50, Canadian Labour Economics Forum (CLEF), University of Waterloo.

    More about this item

    Keywords

    Human capital; Educational economics; Education mismatch; Horizontal mismatch; Overeducation;
    All these keywords.

    JEL classification:

    • I20 - Health, Education, and Welfare - - Education - - - General
    • I23 - Health, Education, and Welfare - - Education - - - Higher Education; Research Institutions

    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:eee:ecoedu:v:101:y:2024:i:c:s0272775724000554. 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: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/econedurev .

    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.