IDEAS home Printed from https://ideas.repec.org/p/iab/iabdpa/200611.html
   My bibliography  Save this paper

Measuring overeducation with earnings frontiers and multiply imputed censored income data

Author

Listed:
  • Jensen, Uwe
  • Gartner, Hermann
  • Rässler, Susanne

Abstract

"In this paper, we remove one serious drawback of the IAB employment sample impeding its applicability to the estimation of earnings frontiers: the censoring of the income data, by multiple imputation. Then, we estimate individual potential income with stochastic earnings frontiers, and we measure overeducation as the ratio between actual income and potential income. It is shown that the measurement of overeducation by this income ratio is a valuable addition to the overeducation literature because the well-established objective or subjective overeducation measures focus on some ordinal matching aspects and ignore the metric income and efficiency aspects of overeducation." (Author's abstract, IAB-Doku) ((en))

Suggested Citation

  • Jensen, Uwe & Gartner, Hermann & Rässler, Susanne, 2006. "Measuring overeducation with earnings frontiers and multiply imputed censored income data," IAB-Discussion Paper 200611, Institut für Arbeitsmarkt- und Berufsforschung (IAB), Nürnberg [Institute for Employment Research, Nuremberg, Germany].
    • Handle: RePEc:iab:iabdpa:200611
    as

    Download full text from publisher

    File URL: https://doku.iab.de/discussionpapers/2006/dp1106.pdf
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Christian Ritter & Léopold Simar, 1997. "Pitfalls of Normal-Gamma Stochastic Frontier Models," Journal of Productivity Analysis, Springer, vol. 8(2), pages 167-182, May.
    2. Gartner, Hermann & Rässler, Susanne, 2005. "Analyzing the changing gender wage gap based on multiply imputed right censored wages," IAB-Discussion Paper 200505, Institut für Arbeitsmarkt- und Berufsforschung (IAB), Nürnberg [Institute for Employment Research, Nuremberg, Germany].
    3. Jacob A. Mincer, 1974. "Schooling, Experience, and Earnings," NBER Books, National Bureau of Economic Research, Inc, number minc74-1.
    4. 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.
    5. Daneshvary, Nasser, et al, 1992. "Job Search and Immigrant Assimilation: An Earnings Frontier Approach," The Review of Economics and Statistics, MIT Press, vol. 74(3), pages 482-492, August.
    6. Lex Borghans & Andries de Grip (ed.), 2000. "The Overeducated Worker?," Books, Edward Elgar Publishing, number 1860.
    7. Meeusen, Wim & van den Broeck, Julien, 1977. "Efficiency Estimation from Cobb-Douglas Production Functions with Composed Error," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 18(2), pages 435-444, June.
    8. Stiglitz, Joseph E, 1975. "The Theory of "Screening," Education, and the Distribution of Income," American Economic Review, American Economic Association, vol. 65(3), pages 283-300, June.
    9. Jovanovic, Boyan, 1979. "Job Matching and the Theory of Turnover," Journal of Political Economy, University of Chicago Press, vol. 87(5), pages 972-990, October.
    10. Jacob A. Mincer, 1974. "Schooling and Earnings," NBER Chapters, in: Schooling, Experience, and Earnings, pages 41-63, National Bureau of Economic Research, Inc.
    11. Felix Büchel & Andries de Grip & Antje Mertens (ed.), 2003. "Overeducation in Europe," Books, Edward Elgar Publishing, number 3054.
    12. Reifschneider, David & Stevenson, Rodney, 1991. "Systematic Departures from the Frontier: A Framework for the Analysis of Firm Inefficiency," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 32(3), pages 715-723, August.
    13. Stevenson, Rodney E., 1980. "Likelihood functions for generalized stochastic frontier estimation," Journal of Econometrics, Elsevier, vol. 13(1), pages 57-66, May.
    14. Uwe Jensen, 2005. "Misspecification Preferred: The Sensitivity of Inefficiency Rankings," Journal of Productivity Analysis, Springer, vol. 23(2), pages 223-244, May.
    15. Aigner, Dennis & Lovell, C. A. Knox & Schmidt, Peter, 1977. "Formulation and estimation of stochastic frontier production function models," Journal of Econometrics, Elsevier, vol. 6(1), pages 21-37, July.
    16. Michael Spence, 1973. "Job Market Signaling," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 87(3), pages 355-374.
    17. Chib, Siddhartha, 1992. "Bayes inference in the Tobit censored regression model," Journal of Econometrics, Elsevier, vol. 51(1-2), pages 79-99.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Stefano Visintin & Kea Tijdens & Maarten van Klaveren, 2015. "Skill mismatch among migrant workers: evidence from a large multi-country dataset," IZA Journal of Migration and Development, Springer;Forschungsinstitut zur Zukunft der Arbeit GmbH (IZA), vol. 4(1), pages 1-34, December.
    2. Somnath Chattopadhyay, 2011. "Earnings efficiency and poverty dominance analysis: a spatial approach," Economics Bulletin, AccessEcon, vol. 31(3), pages 2298-2318.
    3. Galasi, Péter, 2009. "A túl- és az alulképzés bérhozama 25 európai országban [Returns for over-education and under-education for 25 European countries]," Közgazdasági Szemle (Economic Review - monthly of the Hungarian Academy of Sciences), Közgazdasági Szemle Alapítvány (Economic Review Foundation), vol. 0(3), pages 197-215.
    4. Peter Galasi, 2008. "The effect of educational mismatch on wages for 25 countries," Budapest Working Papers on the Labour Market 0808, Institute of Economics, Centre for Economic and Regional Studies.
    5. Somnath Chattopadhyay, 2014. "Analysis Of Poverty And Efficiency: An Earnings Frontier Approach," Bulletin of Economic Research, Wiley Blackwell, vol. 66(2), pages 133-155, April.
    6. Hohendanner, Christian, 2007. "Verdrängen Ein-Euro-Jobs sozialversicherungspflichtige Beschäftigung in den Betrieben?," IAB-Discussion Paper 200708, Institut für Arbeitsmarkt- und Berufsforschung (IAB), Nürnberg [Institute for Employment Research, Nuremberg, Germany].
    7. Yuxiang Xie & E. Xie, 2021. "Comparing Income Poverty with Multidimensional Well-being Based on the "Conversion Efficiency"," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 154(1), pages 61-77, February.
    8. Kruppe, Thomas, 2006. "Die Förderung beruflicher Weiterbildung : eine mikroökonometrische Evaluation der Ergänzung durch das ESF-BA-Programm," IAB-Discussion Paper 200621, Institut für Arbeitsmarkt- und Berufsforschung (IAB), Nürnberg [Institute for Employment Research, Nuremberg, Germany].
    9. Eckey, Hans-Friedrich & Schwengler, Barbara & Türck, Matthias, 2007. "Vergleich von deutschen Arbeitsmarktregionen," IAB-Discussion Paper 200703, Institut für Arbeitsmarkt- und Berufsforschung (IAB), Nürnberg [Institute for Employment Research, Nuremberg, Germany].
    10. Blien, Uwe & Kirchhof, Kai & Ludewig, Oliver, 2006. "Agglomeration effects on labour demand," IAB-Discussion Paper 200628, Institut für Arbeitsmarkt- und Berufsforschung (IAB), Nürnberg [Institute for Employment Research, Nuremberg, Germany].
    11. Boll, Christina & Leppin, Julian Sebastian, 2013. "Equal matches are only half the story: Why German female graduates earn 27 % less than males," HWWI Research Papers 138, Hamburg Institute of International Economics (HWWI).
    12. Boll, Christina & Leppin, Julian Sebastian, 2013. "Unterwertige Beschäftigung von Akademikerinnen und Akademikern: Umfang, Ursachen, Einkommenseffekte und Beitrag zur geschlechtsspezifischen Lohnlücke," HWWI Policy Papers 75, Hamburg Institute of International Economics (HWWI).
    13. Amend, Elke & Herbst, Patrick, 2008. "Labor market pooling and human capital investment decisions," IAB-Discussion Paper 200804, Institut für Arbeitsmarkt- und Berufsforschung (IAB), Nürnberg [Institute for Employment Research, Nuremberg, Germany].

    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. Uwe Jensen & Hermann Gartner & Susanne Rässler, 2010. "Estimating German overqualification with stochastic earnings frontiers," AStA Advances in Statistical Analysis, Springer;German Statistical Society, vol. 94(1), pages 33-51, March.
    2. Jensen, Uwe & Rässler, Susanne, 2007. "The effects of collective bargaining on firm performance : new evidence based on stochastic production frontiers and multiply imputed German establishment data," IAB-Forschungsbericht 200703, Institut für Arbeitsmarkt- und Berufsforschung (IAB), Nürnberg [Institute for Employment Research, Nuremberg, Germany].
    3. Inmaculada Garc�a-Mainar & V�ctor M. Montuenga-G�mez, 2017. "Subjective educational mismatch and signalling in Spain," Documentos de Trabajo dt2017-03, Facultad de Ciencias Económicas y Empresariales, Universidad de Zaragoza.
    4. Theodore Koutmeridis, 2013. "The Market for "Rough Diamonds": Information, Finance and Wage Inequality," CDMA Working Paper Series 201307, Centre for Dynamic Macroeconomic Analysis, revised 14 Oct 2013.
    5. Solomon W. Polachek & Jun (Jeff) Xiang, 2006. "The Effects of Incomplete Employee Wage Information: A Cross-Country Analysis," Research in Labor Economics, in: The Economics of Immigration and Social Diversity, pages 35-75, Emerald Group Publishing Limited.
    6. Deng, Yaguo, 2024. "A Bayesian semi-parametric approach to stochastic frontier models with inefficiency heterogeneity," DES - Working Papers. Statistics and Econometrics. WS 43837, Universidad Carlos III de Madrid. Departamento de Estadística.
    7. Baptista, Rui & Lima, Francisco & Preto, Miguel Torres, 2012. "How former business owners fare in the labor market? Job assignment and earnings," European Economic Review, Elsevier, vol. 56(2), pages 263-276.
    8. Massimo Del Gatto & Adriana Di Liberto & Carmelo Petraglia, 2011. "Measuring Productivity," Journal of Economic Surveys, Wiley Blackwell, vol. 25(5), pages 952-1008, December.
    9. Hanan Morsy & Adamon N. Mukasa, 2020. "‘Mind the mismatch?’ Incidence, drivers, and persistence of African youths' skill and educational mismatches," African Development Review, African Development Bank, vol. 32(S1), pages 5-19, November.
    10. Emanuela Ghignoni, 2011. "Young workers' overeducation and cohort effects in P.I.G.S. countries versus the Netherlands: a pseudo-panel analysis," Working Papers in Public Economics 147, University of Rome La Sapienza, Department of Economics and Law.
    11. Morsy, Hanan & Mukasa, Adamon, 2019. "Youth Jobs, Skill and Educational Mismatches in Africa," MPRA Paper 100394, University Library of Munich, Germany.
    12. Jensen, Uwe & Rässler, Susanne, 2006. "Stochastic production frontiers with multiply imputed German establishment data," Zeitschrift für ArbeitsmarktForschung - Journal for Labour Market Research, Institut für Arbeitsmarkt- und Berufsforschung (IAB), Nürnberg [Institute for Employment Research, Nuremberg, Germany], vol. 39(2), pages 277-295.
    13. Hanan Morsy & Adamon N. Mukasa, 2019. "Working Paper 326 - Youth Jobs, Skill and Educational Mismatches in Africa," Working Paper Series 2452, African Development Bank.
    14. Heijke H., 1996. "Labour Market Information for Educational Investments," ROA Working Paper 002, Maastricht University, Research Centre for Education and the Labour Market (ROA).
    15. Séamus McGuinness, 2006. "Overeducation in the Labour Market," Journal of Economic Surveys, Wiley Blackwell, vol. 20(3), pages 387-418, July.
    16. Laura C. Blanco, 2019. "Emparejamiento entre competencias y empleo en el mercado laboral costarricense," Working Papers 201905, Universidad de Costa Rica, revised Oct 2019.
    17. Kiersztyn, Anna, 2013. "Stuck in a mismatch? The persistence of overeducation during twenty years of the post-communist transition in Poland," Economics of Education Review, Elsevier, vol. 32(C), pages 78-91.
    18. Nancy Kracke & Margarida Rodrigues, 2020. "A Task-Based Indicator for Labour Market Mismatch," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 149(2), pages 399-421, June.
    19. Jensen, Uwe & Rässler, Susanne, 2006. "Stochastic production frontiers with multiply imputed German establishment data," Zeitschrift für ArbeitsmarktForschung - Journal for Labour Market Research, Institut für Arbeitsmarkt- und Berufsforschung (IAB), Nürnberg [Institute for Employment Research, Nuremberg, Germany], vol. 39(2), pages 277-295.
    20. Dale Squires & Kathleen Segerson, 2022. "Capacity and Capacity Utilization in Production Economics," Springer Books, in: Subhash C. Ray & Robert G. Chambers & Subal C. Kumbhakar (ed.), Handbook of Production Economics, chapter 24, pages 1001-1037, Springer.

    More about this item

    Keywords

    Datenanalyse ; Datenaufbereitung ; Messfehler ; Einkommen ; Einkommenshöhe ; IAB-Beschäftigtenstichprobe ; Imputationsverfahren ; Messung ; Schätzung ; Überqualifikation;
    All these keywords.

    JEL classification:

    • C15 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Statistical Simulation Methods: General
    • C24 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Truncated and Censored Models; Switching Regression Models; Threshold Regression Models
    • C81 - Mathematical and Quantitative Methods - - Data Collection and Data Estimation Methodology; Computer Programs - - - Methodology for Collecting, Estimating, and Organizing Microeconomic Data; Data Access
    • J31 - Labor and Demographic Economics - - Wages, Compensation, and Labor Costs - - - Wage Level and Structure; Wage Differentials

    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:iab:iabdpa:200611. 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: IAB, Geschäftsbereich Wissenschaftliche Fachinformation und Bibliothek (email available below). General contact details of provider: https://edirc.repec.org/data/iabbbde.html .

    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.