Role of Education Mismatch in Shaping Earning Outcomes Across Different Employment Status in Pakistan
https://doi.org/10.35536/lje.2024.v29.i2.a1
Keywords:
Education mismatch, earnings, labor market, sample selection bias, unobserved heterogeneity bias, PakistanAbstract
This study contributes to the literature that highlights the penalties of education-occupation mismatch in terms of earnings across different employment statuses. Most existing literature analyzing the education-occupation mismatch has focused on paid employees, overlooking self-employed individuals, and has not controlled for sample selection bias and unobserved heterogeneity bias simultaneously. Therefore, the objective of this study is to analyze the impact of education mismatch on earnings across different employment statuses after correcting for both sample selection bias and unobserved heterogeneity bias. To achieve this objective, we applied the methodology of Duncan and Hoffman (1981) to the Pakistan Social and Living Standards Measurement (PSLM), 2019-20. Our results show that after controlling for unobserved heterogeneity bias and sample selection bias, overeducation has no positive value for both paid employees and the self-employed. The returns from overeducation based on the OLS model might be overestimated if overeducated workers possess lower average ability levels, whereas the returns of adequately educated individuals increase after correcting for the bias and are significantly higher for self-employed individuals compared to paid employees.
References
Ahsan, H., & Khan, M. J. (2023). Disaggregating the Graduate Unemployment in
Pakistan (No. 2023: 100). Pakistan Institute of Development Economics.
Allen, J. and 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.
Bauer, T. (2002). Educational mismatch and wages: a panel analysis. Economics of
Education Review.21, 221–229.
Bender, K. A., & Roche, K. (2013). Educational mismatch and selfemployment. Economics of Education Review, 34, 85-95.
Bhatti, H, S., Aslam, M., & Bourdon, J. (2018). Market returns to education in
Pakistan, corrected for endogeneity bias. The Lahore Journal of
Economics, 23(1),79-96.
Bird, C. (1975). The Case Against College. New York: David McKay.
Caroleo, F.E & Pastore, F. (2018). Overeducation at a glance. Determinants and
wage effects of the educational mismatch based on AlmaLaurea data.
Social Indicator Research, 37(3), 999-1032.
Clark, B., Joubert, C., and Maurel, A. (2017). The Career Prospects of Overeducated
Americans. Journal of Labor Economics, 6(1), 1–29. doi: 10.1186/s40172-
017- 0053-4.
Cutillo, A., & Di Pietro,G. (2006), The effects of overeducation on wages in Italy: a
bivariate
selectivity approach. International Journal of Manpower, 27(2): 143-168.
Dearden, L., Reed, H., & Van Reenen, J. (2006). The impact of training on
productivity and wages: Evidence from British panel data. Oxford
Bulletin of Economics and Statistics, 68(4).
Dolton, P., & Silles, M. (2008). The effects of over-education on earnings in the
graduate labor market. Economics of Education Review, 27 ,125–139.
Dolton, P., & Vignoles, A. (2000). The incidence and effects of overeducation in the
U.K. Graduate labor market. Economics of Education Review, 19, 179-
198.
Duncan, G. J. and S. D. Hoffman (1981) The Incidence and Wage Effects of
Overeducation. Economics of Education Review, 1(1), 75-86
Freeman, R. (1976). The Overeducated American, Academic Press, New York, NY,
USA.
Glaeser, E. L., & Maré, D. C. (2001). Cities and skills. Journal of Labor
Economics, 19(2), 316-342.
Groeneveld, S. and J. Hartog (2004), Overeducation, wages and promotions within
the firm, Labor Economics, 11: 701-714.
Groot, W., & Maassen Van Den Brink, H. (1997). Allocation and the returns to overeducation in the UK. Education Economics, 5(2), 169-183.
Hartog, J. (2000). Overeducation and earnings: Where we are and where we should
go. Economics of Education Review,19(2),131–147.
Jovanovic, B. (1979). Job matching and the theory of turnover. Journal of Political
Economy, 87 (5, Part 1), 972–990.
Heckman, J. J. (1979). Sample selection bias as a specification error. Econometrica,
47(1):153–61.
Kiker, B., Santos, M. C., & de Oliveiria, M. M. (1997). Overeducation and
undereducation: Evidence for Portugal. Economics of Education
Review, 16(2), 111–125.
Kleibrink, J. (2016). Inept or badly matched? Effects of educational mismatch in the
labor market. Labour, 30(1), 88–108.
Kopri,T., Tahlin, M.(2009). Educational mismatch, wages, and wage growth:
Overeducation in Sweden, 1974-2000.Labor economics, 16(2), 183-193.
Lasso-Dela-Vega, E., Sánchez-Ollero, J. L., & García-Pozo, A. (2023). Effects of
educational mismatch on wages across industry and occupations:
sectoral comparison. International Journal of Manpower, 44(9), 237-255.
Lazear, E. P. (2005). Entrepreneurship. Journal of Labor Economics, 23(4), 649– 680.
Lee, H., Lee, J.W. and Song, E. (2016), Effects of educational mismatch on wages in
the Korean labor market, Asian Economic Journal, 30 (4), 375-400.
Leuven, E., & Oosterbeek, H. (2011). Overeducation and mismatch in the labor
market. In E. A. Hanushek, S. Machin, & L. Woessmann (Eds.),
Handbook of the economics of education, 4 pp. 283–326).
McGuinness, S. (2006) Overeducation in the labour market. Journal of Economic
Surveys, 20(3), 387-418.
Mincer, J, A. (1974). Schooling, Experience, and Earnings, NBER Books, National
Bureau of Economic Research, Inc, number minc74-1, June.
Nicaise, I. (2001). “Human capital, reservation wages and job competition:
Heckman’s lambda reinterpreted”, Applied Economics,33(3):309-315
Njifen, I., & Smith, P. (2024). Education-Job mismatch and heterogeneity in the
return to schooling: Evidence from Cameroon. Journal of the Knowledge
Economy, 15(1), 860-887.
Pritchett, L. (2001). Where has all the education gone? The World Bank Economic
Review, 5 (3), 367-391.
Quintini, R. (2011). Right for the job: over-qualified or under-skilled?, OECD
Social, Employment and Migration Working Papers 120, OECD
Publishing.
Robst, J. (1994) Measurement error and returns to excess schooling. Applied
Economics Letters, 1, 142–144.
Rubb, S. (2003). Overeducation in the labor market: a comment and re-analysis of
a meta-analysis. Economics of Education Review, 22(6),621-629.
Rumberger, R. W. (1981). The rising incidence of overeducation in the U.S. labor
market. Economics of Education Review, 1(3), 293-314.
Sabir, M. & Aftab, Z. (2007). Dynamism in the gender wage gap: Evidence from
Pakistan. The Pakistan Development Review, 46 (4), 865–882.
Sattinger, M. (1993). Assignment Models of the Distribution of Earnings, Journal
of Economic Literature, 31(2): 831-88.
Sial, M.H., Sarwar, G and Saeed, M. (2019). Surplus education and earnings
differentials in Pakistan: A Quantile regression analysis. The Lahore
Journal of Economics, 24(2), 93–114.
Sulaimanova, B. (2022). The impact of job-education mismatch on earnings:
Empirical evidence from Kyrgyzstan with focus on generation and
gender difference. OSCE Academy in Bishkek, June, 11, 1-47.
Takeuchi, M. (2023). Impact of vertical and horizontal mismatches on earnings
among highly educated employees in Japan. International Journal of
Educational Research Open, 5, 100270.
Thurow L. C. (1975). Generating Inequality, New York: Basic Book.
Tsai, Y. (2010). Returns to overeducation: A longitudinal analysis of the U.S. labor
market. Economics of Education Review,29(4), 606-617.
Tran, T. Q., Vu, N. B. T., & Van Vu, H. (2023). Does job mismatch affect wage
earnings among business and management graduates in
Vietnam?. Research in International Business and Finance, 65, 101982.
Wen, L., & Maani, S. A. (2022). Earnings penalty of educational mismatch: a
comparison of alternative methods of assessing over-education. New
Zealand Economic Papers, 56(2), 169-194.
Winkelmann, R. (1994). Training, earnings and mobility in Germany. Discussion
Paper No. 982, Centre for Economic Policy Research.