Allen, J., & Van der Velden, R. (2001). Educational mismatches versus skill mismatches: Effects on wages, job satisfaction, and on-the-job search. Oxford Economic Papers, 3, 434–452. https://doi.org/10.1093/oep/53.3.434
Béduwé, C., & Giret, J. F. (2011). Mismatch of vocational graduates: What penalty on French labour market? Journal of Vocational Behavior, 78(1), 68–79. https://doi.org/10.1016/j.jvb.2010.09.003
Bender, K. A., & Heywood, J. S. (2011). Educational mismatch and the careers of scientists. Education Economics, 19(3), 253–274. https://doi.org/10.1080/09645292.2011.577555
Bender, K. A., & Roche, K. (2013). Educational mismatch and self-employment. Economics of Education Review, 34, 85–95. https://doi.org/10.1016/j.econedurev.2013.01.010
Boll, C., Leppin, J. S., & Schömann, K. (2016). Who is overeducated and why? Probit and dynamic mixed multinomial logit analyses of vertical mismatch in East and West Germany. Education Economics, 24(6), 639–662. https://doi.org/10.1080/09645292.2016.1158787
Borghans, L., & de Grip, A. (Eds). (2000). The overeducated worker? The economics of skill utilization. Cheltenham, UK: Edward Elgar.
Boudarbat, B., & Chernoff, V. (2012). Education-job match among recent Canadian university graduates. Applied Economics Letters, 19(18), 1923–1926. https://doi.org/10.1080/13504851.2012.676730
Di Pietro, G., & Urwin, P. (2006). Education and skills mismatch in the Italian graduate labour market. Applied Economics, 38(1), 79–93. https://doi.org/10.1080/00036840500215303
Domadenik, P., Farčnik, D., & Pastore, F. (2013). Horizontal mismatch in the labour market of graduates: The role of signalling. (IZA Discussion Paper No. 7527). Institute for the Study of Labor (IZA), Bonn, Germany. http://ftp.iza.org/dp7527.pdf
Farooq, S. (2011). Mismatch between education and occupation: A case study of Pakistani graduates. Pakistan Development Review, 50(4), 531–553. https://doi.org/10.1021/jm00329a024
Garcia-Espejo, I., & Ibanez, M. (2006). Education-skill matches and labour achievements among graduates in Spain. European Sociological Review, 22(2), 141–55. https://doi.org/10.1093/esr/jci048
General Authority for Statistics. (2019). Labor market statistics: Fourth quarter, 2019. General Authority for Statistics, Riyadh, Saudi Arabia. https://www.stats.gov.sa/ar/820
Hensen, M. M., De Vries, M. R., & Cörvers, F. (2009). The role of geographic mobility in reducing education-job mismatches in the Netherlands. Papers in Regional Science, 88(3), 667–682. https://doi.org/10.1111/j.1435-5957.2008.00189.x
Hur, H., Maurer, J. A., & Hawley, J. (2019). The role of education, occupational match on job satisfaction in the behavioral and social science workforce. Human Resource Development Quarterly. https://doi.org/10.1002/hrdq.21343
Katz-Gerro, T., & Yaish, M. (2003). Higher education: is more better? Gender differences in labour market returns to tertiary education in Israel. Oxford Review of Education, 29(4), 571–592. https://doi.org/10.1080/0305498032000153089
Kelly, E., O’Connell, P. J., & Smyth, E. (2010). The economic returns to field of study and competencies among higher education graduates in Ireland. Economics of Education Review, 29(4), 650–657. https://doi.org/10.1016/j.econedurev.2009.11.001
Kim H. K., Ahn S. C., & Kim J. (2016). The income penalty of vertical and horizontal education-job Mismatches in the Korean youth labor market: A quantile regression approach. Hitotsubashi Journal of Economics, 57(1), 67–90. https://doi.org/10.15057/27941
Klein, M. (2011). Higher education and non-pecuniary returns in Germany: Tracing the mechanisms behind field of study effects at the start of the career. Irish Educational Studies, 30(2), 253–270. https://doi.org/10.1080/03323315.2011.569144
Krahn, H., & Bowlby, J. (1999). Education job-skills match: An analysis of the 1990 and 1995 National Graduates Surveys. (Research Paper No. R-00-101E). Human Resources Development Canada and Centre for Education Statistics, Ottawa, Canada.
Kucel A., Vilalta-Bufi M., & Robert, P. (2011). Graduate labor mismatch in Central and Eastern Europe. (Col.lecció d’Economia Working Paper No. E11/259). Espai de Recerca en Economia, Universitat de Barcelona, Barcelona, Spain.
Kucel, A., & Vilalta-Bufí, M. (2010). Is there a wage penalty to horizontal and vertical mismatch? (DEMOSOC Working Paper No. 34). Department of Political & Social Sciences, Universitat Pompeu Fabra, Barcelona, Spain. https://www.upf.edu/documents/3223434/3250685/DEMOSOC34.pdf/6e500ae0-ea61-4dd6-93b8-25e2b58c097c
Kucel, A., & Vilalta-Bufí, M. (2012). Graduate labor mismatch in Poland. Polish Sociological Review, 179(3), 413–429. https://www.jstor.org/stable/41969456
Lee, Y., & Sabharwal, M. (2016). Education–job match, salary, and job satisfaction across the public, non-profit, and for-profit sectors: Survey of recent college graduates. Public Management Review, 18(1), 40–64. https://doi.org/10.1080/14719037.2014.957342
Li, I. W., Harris, M., & Sloane, P. J. (2018). Vertical, horizontal and residual skills mismatch in the Australian graduate labour market. Economic Record, 94(306), 301–315. https://doi.org/10.1111/1475-4932.12413
Little B., & Arthur L. (2010). Less time to study, less well prepared for work, yet satisfied with higher education: A UK perspective on links between higher education and the labour market. Journal of Education and Work, 23(3), 275–296. https://doi.org/10.1080/13639080.2010.484415
McGuinness, S. (2006). Overeducation in the labour market. Journal of Economic Surveys, 20(3), 387–419. https://doi.org/10.1111/j.0950-0804.2006.00284.x
McGuinness, S., Pouliakas, K., & Redmond, P. (2018). Skills mismatch: Concepts, measurement and policy approaches. Journal of Economic Surveys, 32(4), 985–1015. https://doi.org/10.1111/joes.12254
Ministry of Education. (2018). Higher education statistics 2017-2018 [Data set]. Ministry of Education, Riyadh, Saudi Arabia. https://departments.moe.gov.sa/Statistics/Educationstatistics/Pages/HEStats.aspx
Montt, G. (2017). Field-of-study mismatch and overqualification: Labour market correlates and their wage penalty. IZA Journal of Labor Economics, 6(1). https://doi.org/10.1186/s40172-016-0052-x
Mora, T. (2010). Why do higher graduates regret their field of studies? Some evidence from Catalonia, Spain. Education Economics, 18(1), 93–109. https://doi.org/10.1080/09645290802018001
Nieto, S., Matano, A., & Ramos, R. (2015). Educational mismatches in the EU: Immigrants vs natives. International Journal of Manpower, 36(4), 540–561. https://doi.org/10.1108/IJM-11-2013-0260
Nordin, M., Persson, I., & Rooth, D. O. (2010). Education-occupation mismatch: Is there an income penalty? Economics of Education Review, 29(6), 1047–1059. https://doi.org/10.1016/j.econedurev.2010.05.005
Park, K. (2018). Vertical and horizontal mismatches and career mobility: Evidence from female college graduates. Asian-Pacific Economic Literature, 32(2), 109–125. https://doi.org/10.1111/apel.12246
Robert, P. (2014). Job mismatch in early career of graduates under post-communism. International Journal of Manpower, 35(4), 500–513. https://doi.org/10.1108/IJM-05-2013-0113
Robst, J. (2007a). Education and job match: The relatedness of college major and work. Economics of Education Review, 26(4), 397–407. https://doi.org/10.1016/j.econedurev.2006.08.003
Robst, J. (2007b). Education, college major, and job match: Gender differences in reasons for mismatch. Education Economics, 15(2), 159–175. https://doi.org/10.1080/09645290701263070
Robst, J. (2008). Overeducation and college major: Expanding the definition of mismatch between schooling and jobs. The Manchester School, 76(4), 349–368. https://doi.org/10.1111/j.1467-9957.2008.01064.x
Sellami, S., Verhaest, D., & Van Trier, W. (2018). How to measure field-of-study mismatch? A comparative analysis of the different methods. LABOUR, 32(4), 141–173. https://doi.org/10.1111/labr.12129
Senarath, S., & Patabendige, S. (2014). Job-education mismatch among the graduates: A Sri Lankan perspective. Ruhuna Journal of Management and Finance, 1(2), 1–16.
Shevchuk, A., Strebkov, D., & Davis, S. N. (2015). Educational mismatch, gender, and satisfaction in self-employment: The case of Russian-language internet freelancers. Research in Social Stratification and Mobility, 40, 16–28. https://doi.org/10.1016/j.rssm.2015.02.004
Somers, M. A., Cabus, S. J., Groot, W., & Maassen van den Brink, H. (2019). Horizontal mismatch between employment and the field of education: Evidence from a systematic literature review. Journal of Economic Surveys, 33(2), 567–603. https://doi.org/10.1111/joes.12271
Støren L.A. & Arnesen, C. A. (2011). Winners and losers. In J. Allen & R. van der Velden (Eds.), The flexible professional in the knowledge society: New challenges for higher education (pp. 199-240). Higher Education Dynamics, vol 35. Springer. https://doi.org/10.1007/978-94-007-1353-6_8
Tao, H. L., & Hung, C. Y. (2014). Vertical and horizontal educational mismatches of female graduates in Taiwan. Asian Economic Journal, 28(2), 181–199. https://doi.org/10.1111/asej.12032
Verhaest, D., & Omey, E. (2010). The determinants of overeducation: Different measures, different outcomes? International Journal of Manpower, 31(6), 608–625. https://doi.org/10.1108/01437721011073337
Verhaest, D., Sellami, S., & van der Velden, R. (2017). Differences in horizontal and vertical mismatches across countries and fields of study. International Labour Review, 156(1), 1–23. https://doi.org/10.1111/j.1564-913X.2015.00031.x
Witte, J. C., & Kalleberg, A. L. (1995). Matching education and jobs: The fit between vocational education and employment in the German labour market. European Sociological Review, 11(3), 293-317. http://www.jstor.org/stable/522757
Wolbers, M. H. J. (2003). Job mismatches and their labour-market effects among school-leavers in Europe. European Sociological Review, 19(3), 249-266. https://doi.org/10.1093/esr/19.3.249
Zhu, R. (2014). The impact of major-job mismatch on college graduates’ early career earnings: Evidence from China. Education Economics, 22(5), 511–528. https://doi.org/10.1080/09645292.2012.659009