Overeducation wage penalty for university graduates: evidence from the MENA region using machine learning techniques

References

• Abadie, A., & Cattaneo, M. D. (2018). Econometric methods for program evaluation. Annual Review of Economics, 10(1), 465–503. https://doi.org/10.1146/economics.2018.10.issue-1
   Google Scholar
• Alzubaidi, M. A. (2020). The impact of overeducation on job outcomes: Evidence from saudi arabia. International Journal of Research in Business and Social Science (2147–4478), 9(4), 104–120. https://doi.org/10.20525/ijrbs.v9i4
   Google Scholar
• Assaad, R., Krafft, C., & Salehi-Isfahani, D. (2018). Does the type of higher education affect labor market outcomes? evidence from egypt and jordan. Higher Education, 75(6), 945–995. https://doi.org/10.1007/s10734-017-0179-0
   PubMed Web of Science ®Google Scholar
• Assaad, R., Krafft, C., & Salemi, C. (2019). Socioeconomic status and the changing nature of the school-to-work transition in Egypt, Jordan, and Tunisia (Economic research forum working paper series no, Vol. 1287).
   Google Scholar
• Athey, S., Tibshirani, J., & Wager, S. (2019). Generalized random forests. The Annals of Statistics, 47(2), 1148–1178. https://doi.org/10.1214/18-AOS1709
   Web of Science ®Google Scholar
• Athey, S., & Wager, S. (2019). Estimating treatment effects with causal forests: An application. arXiv preprint arXiv:1902.07409.
   Google Scholar
• Baert, S., Cockx, B., & Verhaest, D. (2013). Overeducation at the start of the career: stepping stone or trap?. Labour Economics, 25, 123–140. https://doi.org/10.1016/j.labeco.2013.04.013
   Web of Science ®Google Scholar
• Battu, H., Belfield, C. R., & Sloane, P. J. (2000). How well can we measure graduate over-education and its effects?. National Institute Economic Review, 171(1), 82–93. https://doi.org/10.1177/002795010017100107
   Google Scholar
• Bedir, N. (2014). The impact of over-education and under-education on earnings: Egypt in a post revolutionary era.
   Google Scholar
• Berg, I. (1970). Education for jobs; the great training robbery.
   Google Scholar
• Blázquez, M., & Budría, S. (2012). Overeducation dynamics and personality. Education Economics, 20(3), 260–283. https://doi.org/10.1080/09645292.2012.679338
   Google Scholar
• Borjas, G. J., & Van Ours, J. C. (2010). Labor economics. McGraw-Hill/Irwin Boston.
   Google Scholar
• Brunello, G., & Wruuck, P. (2021). Skill shortages and skill mismatch: A review of the literature. Journal of Economic Surveys, 35(4), 1145–1167. https://doi.org/10.1111/joes.v35.4
   Web of Science ®Google Scholar
• Büchel, F. (2002). The effects of overeducation on productivity in germany–the firms' viewpoint. Economics of Education Review, 21(3), 263–275. https://doi.org/10.1016/S0272-7757(01)00020-6
   Web of Science ®Google Scholar
• Büchel, F., & Mertens, A. (2004). Overeducation, undereducation, and the theory of career mobility. Applied Economics, 36(8), 803–816. https://doi.org/10.1080/0003684042000229532
   Web of Science ®Google Scholar
• Budría, S., & Moro-Egido, A. I. (2008). Education, educational mismatch, and wage inequality: Evidence for spain. Economics of Education Review, 27(3), 332–341. https://doi.org/10.1016/j.econedurev.2006.10.005
   Web of Science ®Google Scholar
• Caliendo, M., & Kopeinig, S. (2008). Some practical guidance for the implementation of propensity score matching. Journal of Economic Surveys, 22(1), 31–72. https://doi.org/10.1111/joes.2008.22.issue-1
   Web of Science ®Google Scholar
• Card, D.. (1999). The causal effect of education on earnings. In Handbook of Labor Economics (Vol. 3A, pp. 1801–1863). Elsevier. https://doi.org/10.1016/S1573-4463(99)03011-4
   Google Scholar
• Card, D. (2001). Estimating the return to schooling: Progress on some persistent econometric problems. Econometrica, 69(5), 1127–1160. https://doi.org/10.1111/ecta.2001.69.issue-5
   Web of Science ®Google Scholar
• Caroleo, F. E., & Pastore, F. (2018). Overeducation at a glance. determinants and wage effects of the educational mismatch based on almalaurea data. Social Indicators Research, 137(3), 999–1032. https://doi.org/10.1007/s11205-017-1641-1
   Web of Science ®Google Scholar
• Castagnetti, C., Rosti, L., & Töpfer, M. (2018). Overeducation and the gender pay gap in italy. International Journal of Manpower, 39(5), 710–730. https://doi.org/10.1108/IJM-12-2016-0235
   Web of Science ®Google Scholar
• Cerulli, G. (2015). Econometric evaluation of socio-economic programs theory and applications. Springer.
   Google Scholar
• Charalambidou, C., & McIntosh, S. (2020). Over-education in cyprus: Micro and macro determinants, persistence and state dependence. a dynamic panel analysis. The Manchester School, 89(2), 1463–6786. https://doi.org/10.1111/manc.12357
   Web of Science ®Google Scholar
• Chernozhukov, V., Demirer, M., Duflo, E., & Fernandez-Val, I. (2018). Generic machine learning inference on heterogenous treatment effects in randomized experiments (Technical report). National Bureau of Economic Research.
   Google Scholar
• Choi, S.-K., & Hur, H. (2020). Does job mismatch affect wage and job turnover differently by gender?. Education Economics, 28(3), 291–310. https://doi.org/10.1080/09645292.2019.1710464
   Web of Science ®Google Scholar
• Clark, B., Joubert, C., & Maurel, A. (2017). The career prospects of overeducated americans. IZA Journal of Labor Economics, 6(1), 3.https://doi.org/10.1186/s40172-017-0053-4
   Google Scholar
• 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. https://doi.org/10.1108/01437720610666182
   Web of Science ®Google Scholar
• David, A. M., & Nordman, C. J. (2017). Skill mismatch and migration in egypt and tunisia.
   Google Scholar
• Diem, A., & Wolter, S. C. (2014). Overeducation among swiss university graduates: determinants and consequences. Journal for Labour Market Research, 47(4), 313–328. https://doi.org/10.1007/s12651-014-0164-3
   Google Scholar
• Dolton, P. J., & Silles, M. A. (2008). The effects of over-education on earnings in the graduate labour market. Economics of Education Review, 27(2), 125–139. https://doi.org/10.1016/j.econedurev.2006.08.008
   Web of Science ®Google Scholar
• Duman, A. (2018). Education mismatches in the labor markets and their impact on wages across sectors: Evidence from turkey.. Sosyoekonomi, 26(37), 227–242. https://doi.org/10.17233/sosyoekonomi.2018.03.13
   Web of Science ®Google Scholar
• Duncan, G. J., & Hoffman, S. D. (1981). The incidence and wage effects of overeducation. Economics of Education Review, 1(1), 75–86. https://doi.org/10.1016/0272-7757(81)90028-5
   Google Scholar
• Freeman, R. (1976). The overeducated american.
   Google Scholar
• Ghosh, S., & Grassi, E. (2020). Overeducation and overskilling in the early careers of phd graduates: Does international migration reduce labour market mismatch?. Papers in Regional Science, 99(4), 915–944. https://doi.org/10.1111/pirs.v99.4
   Web of Science ®Google Scholar
• Habibi, N. (2017). Higher education policies and overeducation in turkey. European Journal of Higher Education, 7(4), 440–449. https://doi.org/10.1080/21568235.2017.1308832
   Google Scholar
• Haddad, G. K., & Habibi, N. (2017a). Vertical skill mismatch and wage consequences in low-skilled jobs: Evidence from iran. International Labour Review, 156(1), 45–72. https://doi.org/10.1111/ilr.2017.156.issue-1
   Web of Science ®Google Scholar
• Haddad, G. K., & Habibi, N. (2017b). Why the youth are so eager for university education? evidence from iran's labor market. Journal of Economic Studies, 44(3), 362–379. https://doi.org/10.1108/JES-02-2016-0036
   Google Scholar
• Harmon, C., Oosterbeek, H., & Walker, I. (2003). The returns to education: Microeconomics. Journal of Economic Surveys, 17(2), 115–156. https://doi.org/10.1111/1467-6419.00191
   Web of Science ®Google Scholar
• Imbens, G. W., & Wooldridge, J. M. (2009). Recent developments in the econometrics of program evaluation. Journal of Economic Literature, 47(1), 5–86. https://doi.org/10.1257/jel.47.1.5
   Web of Science ®Google Scholar
• Karymshakov, K., & Sulaimanova, B. (2019). The school-to-work transition, overeducation and wages of youth in kyrgyzstan. International Journal of Manpower, 40(8), 1458–1481. https://doi.org/10.1108/IJM-02-2018-0054
   Web of Science ®Google Scholar
• Kent, O., & Sefil-Tansever, S. (2021). Educational wage premia and wage inequality in turkey. Global Business and Economics Review, 24(4), 360–381. https://doi.org/10.1504/GBER.2021.115810
   Google Scholar
• Krafft, C., Branson, Z., & Flak, T. (2019). What’s the value of a degree? Evidence from Egypt, Jordan and Tunisia. Compare: A Journal of Comparative and International Education, 5(1), 61–80. https://doi.org/10.1080/03057925.2019.1590801
   Google Scholar
• Kucel, A., Molina, I. F., & Raya, J. M. (2016). Over-education and its opportunity cost in japan. Asia Pacific Education Review, 17(2), 299–312. https://doi.org/10.1007/s12564-016-9427-8
   Web of Science ®Google Scholar
• Lamo, A., & Messina, J. (2010). Formal education, mismatch and wages after transition: Assessing the impact of unobserved heterogeneity using matching estimators. Economics of Education Review, 29(6), 1086–1099. https://doi.org/10.1016/j.econedurev.2010.06.002
   Web of Science ®Google Scholar
• Leuven, E., & Oosterbeek, H. (2011). Overeducation and mismatch in the labor market. In Handbook of the economics of education (Vol. 4, pp. 283–326). Elsevier.
   Google Scholar
• Li, Q., Racine, J. S., & Wooldridge, J. M. (2008). Estimating average treatment effects with continuous and discrete covariates: The case of swan-ganz catheterization. American Economic Review, 98(2), 357–362. https://doi.org/10.1257/aer.98.2.357
   Web of Science ®Google Scholar
• Li, Q., Racine, J. S., & Wooldridge, J. M. (2009). Efficient estimation of average treatment effects with mixed categorical and continuous data. Journal of Business & Economic Statistics, 27(2), 206–223. https://doi.org/10.1198/jbes.2009.0015
   Web of Science ®Google Scholar
• Lin, C., & Wang, C. (2005). The incidence and wage effects of overeducation: The case of taiwan. Journal of Economic Development, 30(1), 31–48. Economic Research Institute, Chung-Ang University.
   Google Scholar
• Lindley, J., & McIntosh, S. (2010). Is the over-education wage penalty permanent?.
   Google Scholar
• Marioni, L. d. S. (2020). Overeducation in the labour market: evidence from brazil. Education Economics, 29(1), 53–72. https://doi.org/10.1080/09645292.2020.1832201. Routledge.
   Web of Science ®Google Scholar
• Mavromaras, K., McGuinness, S., & Wooden, M. (2007). Overskilling in the australian labour market. Australian Economic Review, 40(3), 307–312. https://doi.org/10.1111/aere.2007.40.issue-3
   Web of Science ®Google Scholar
• McGowan, M. A., & Andrews, D. (2017). Labor market mismatch and labor productivity: Evidence from piaac data. In Skill mismatch in labor markets. Emerald Publishing Limited.
   Google Scholar
• McGuinness, S. (2006). Overeducation in the labour market. Journal of Economic Surveys, 20(3), 387–418. https://doi.org/10.1111/joes.2006.20.issue-3
   Web of Science ®Google Scholar
• McGuinness, S. (2008). How biased are the estimated wage impacts of overeducation? a propensity score matching approach. Applied Economics Letters, 15(2), 145–149. https://doi.org/10.1080/13504850600721999
   Web of Science ®Google Scholar
• 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.2018.32.issue-4
   Web of Science ®Google Scholar
• Ramos, R., Surinach, J., & Artís, M. (2012). Regional economic growth and human capital: the role of over-education. Regional Studies, 46(10), 1389–1400. https://doi.org/10.1080/00343404.2012.675140
   Web of Science ®Google Scholar
• Rizk, R. (2019). Returns to education in mena countries: a continuing story of under-achievement. International Journal of Education Economics and Development, 10(4), 427–448. https://doi.org/10.1504/IJEED.2019.102751
   Google Scholar
• Roller, C., Rulff, C., & Tamminga, M. M. (2020). It'sa mismatch! overeducation and career mobility in germany. German Economic Review, 21(4), 493–514. https://doi.org/10.1515/ger-2019-0107
   Web of Science ®Google Scholar
• Rubb, S. (2006). Educational mismatches and earnings: Extensions of occupational mobility theory and evidence of human capital depreciation. Education Economics, 14(2), 135–154. https://doi.org/10.1080/09645290600622905
   Google Scholar
• Rubb, S. (2014). Factors influencing the likelihood of overeducation: a bivariate probit with sample selection framework. Education Economics, 22(2), 181–208. https://doi.org/10.1080/09645292.2011.555971
   Google Scholar
• Rubin, D. B. (1974). Estimating causal effects of treatments in randomized and nonrandomized studies. Journal of Educational Psychology, 66(5), 688–701. https://doi.org/10.1037/h0037350
   Web of Science ®Google Scholar
• Sánchez-Sánchez, N., & Puente, A. C. F. (2020). Overeducation, persistence and unemployment in spanish labour market. Journal of Economic Studies, 48(2), 449–467. https://doi.org/10.1108/JES-07-2019-0315
   Web of Science ®Google Scholar
• Sellami, S., Verhaest, D., Nonneman, W., & Van Trier, W. (2020). Education as investment, consumption or adapting to social norm: implications for educational mismatch among graduates. Education Economics, 28(1), 26–45. https://doi.org/10.1080/09645292.2019.1680955
   Web of Science ®Google Scholar
• Sicherman, N. (1991). “overeducation” in the labor market. Journal of Labor Economics, 9(2), 101–122. https://doi.org/10.1086/298261
   Web of Science ®Google Scholar
• Sicherman, N., & Galor, O. (1990). A theory of career mobility. Journal of Political Economy, 98(1), 169–192. https://doi.org/10.1086/261674
   Web of Science ®Google Scholar
• Somers, M. A., Cabus, S. J., & Groot, W. (2019). Horizontal mismatch between employment and field of education: Evidence from a systematic literature review. Journal of Economic Surveys, 33(2), 567–603. https://doi.org/10.1111/joes.2019.33.issue-2
   Web of Science ®Google Scholar
• Tibshirani, J., Athey, S., Friedberg, R., Hadad, V., Hirshberg, D., Miner, L., Sverdrup, E., Wager, S., Wright, M., & Tibshirani, M. J. (2022). Package “grf”.
   Google Scholar
• Tsang, M. C., & Levin, H. M. (1985). The economics of overeducation. Economics of Education Review, 4(2), 93–104. https://doi.org/10.1016/0272-7757(85)90051-2
   Google Scholar
• Verhaest, D., & Omey, E. (2009). Objective over-education and worker well-being: A shadow price approach. Journal of Economic Psychology, 30(3), 469–481. https://doi.org/10.1016/j.joep.2008.06.003
   Web of Science ®Google Scholar
• Verhaest, D., & Omey, E. (2012). Overeducation, undereducation and earnings: further evidence on the importance of ability and measurement error bias. Journal of Labor Research, 33(1), 76–90. https://doi.org/10.1007/s12122-011-9125-6
   Web of Science ®Google Scholar
• Wager, S., & Athey, S. (2018). Estimation and inference of heterogeneous treatment effects using random forests. Journal of the American Statistical Association, 113(523), 1228–1242. https://doi.org/10.1080/01621459.2017.1319839
   Web of Science ®Google Scholar
• Wooldridge, J. M. (2010). Econometric analysis of cross section and panel data. MIT press.
   Google Scholar
• Wooldridge, J. M. (2015). Introductory econometrics: A modern approach. Cengage learning.
   Google Scholar
• Wu, N., & Wang, Q. (2018). Wage penalty of overeducation: New micro-evidence from china. China Economic Review, 50, 206–217. https://doi.org/10.1016/j.chieco.2018.04.006
   Web of Science ®Google Scholar