IDEAS home Printed from https://ideas.repec.org/a/ris/apltrx/0295.html
   My bibliography  Save this article

Time-distributed difference-in-differences approach: The case of wage returns to training

Author

Listed:
  • Aistov, Andrey

    (National Research University Higher School of Economics, Nizhny Novgorod, Russian Federation)

  • Aleksandrova, Ekaterina

    (National Research University Higher School of Economics, Saint Petersburg, Russian Federation)

Abstract

In this article we introduce econometric model specification that describes time-distributed treatment effect basing on the difference-in-differences approach. It gives us possibility to control for mobility in estimates of wage returns to professional training on the data of a Russian enterprise of 2006–2010. We show that wage growth after some kinds of professional trainings is well explained by the mobility

Suggested Citation

  • Aistov, Andrey & Aleksandrova, Ekaterina, 2016. "Time-distributed difference-in-differences approach: The case of wage returns to training," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 43, pages 5-28.
    • Handle: RePEc:ris:apltrx:0295
    as

    Download full text from publisher

    File URL: http://pe.cemi.rssi.ru/pe_2016_43_005-028.pdf
    File Function: Full text
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Ashenfelter, Orley C, 1978. "Estimating the Effect of Training Programs on Earnings," The Review of Economics and Statistics, MIT Press, vol. 60(1), pages 47-57, February.
    2. Daniel Parent, 2003. "Employer-supported training in Canada and its impact on mobility and wages," Empirical Economics, Springer, vol. 28(3), pages 431-459, July.
    3. Robert Gibbons & Michael Waldman, 2006. "Enriching a Theory of Wage and Promotion Dynamics inside Firms," Journal of Labor Economics, University of Chicago Press, vol. 24(1), pages 59-108, January.
    4. Mark C. Berger & John S. Earle & Klara Sabirianova, 2001. "Worker Training in a Restructuring Economy: Evidence from the Russian Transition," Book chapters authored by Upjohn Institute researchers, in: Soloman W. Polachek (ed.),Worker Wellbeing in a Changing Labor Market, pages 159-189, W.E. Upjohn Institute for Employment Research.
    5. Aistov, Andrey & Aleksandrova, Ekaterina, 2014. "Individual returns to training: Evidence from Russian firm," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 34(2), pages 56-79.
    6. Hashimoto, Masanori, 1981. "Firm-Specific Human Capital as a Shared Investment," American Economic Review, American Economic Association, vol. 71(3), pages 475-482, June.
    7. Orley C. Ashenfelter, 2014. "The Early History of Program Evaluation and the Department of Labor," ILR Review, Cornell University, ILR School, vol. 67(3_suppl), pages 574-577, May.
    8. Fitzenberger, Bernd & Licklederer, Stefanie & Zwiener, Hanna, 2015. "Mobility across firms and occupations among graduates from apprenticeship," Labour Economics, Elsevier, vol. 34(C), pages 138-151.
    9. Iacus, Stefano M. & King, Gary & Porro, Giuseppe, 2011. "Multivariate Matching Methods That Are Monotonic Imbalance Bounding," Journal of the American Statistical Association, American Statistical Association, vol. 106(493), pages 345-361.
    10. Parent, Daniel, 1999. "Wages and Mobility: The Impact of Employer-Provided Training," Journal of Labor Economics, University of Chicago Press, vol. 17(2), pages 298-317, April.
    11. Abbring, Jaap H. & Heckman, James J., 2007. "Econometric Evaluation of Social Programs, Part III: Distributional Treatment Effects, Dynamic Treatment Effects, Dynamic Discrete Choice, and General Equilibrium Policy Evaluation," Handbook of Econometrics, in: J.J. Heckman & E.E. Leamer (ed.), Handbook of Econometrics, edition 1, volume 6, chapter 72, Elsevier.
    12. Robert Gibbons & Lawrence F. Katz & Thomas Lemieux & Daniel Parent, 2005. "Comparative Advantage, Learning, and Sectoral Wage Determination," Journal of Labor Economics, University of Chicago Press, vol. 23(4), pages 681-724, October.
    13. Ashenfelter, Orley & Card, David, 1985. "Using the Longitudinal Structure of Earnings to Estimate the Effect of Training Programs," The Review of Economics and Statistics, MIT Press, vol. 67(4), pages 648-660, November.
    14. Guido W. Imbens & Jeffrey M. Wooldridge, 2009. "Recent Developments in the Econometrics of Program Evaluation," Journal of Economic Literature, American Economic Association, vol. 47(1), pages 5-86, March.
    15. Marianne Bertrand & Esther Duflo & Sendhil Mullainathan, 2004. "How Much Should We Trust Differences-In-Differences Estimates?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 119(1), pages 249-275.
    16. Meyer, Bruce D, 1995. "Natural and Quasi-experiments in Economics," Journal of Business & Economic Statistics, American Statistical Association, vol. 13(2), pages 151-161, April.
    17. Card, David, 2001. "Estimating the Return to Schooling: Progress on Some Persistent Econometric Problems," Econometrica, Econometric Society, vol. 69(5), pages 1127-1160, September.
    18. Edwin Leuven & Hessel Oosterbeek, 2008. "An alternative approach to estimate the wage returns to private-sector training," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 23(4), pages 423-434.
    19. Jeffrey M. Wooldridge, 2009. "Difference-in-differences estimation (in Russian)," Quantile, Quantile, issue 6, pages 25-47, March.
    20. Wiji Arulampalam & Alison L. Booth & Mark L. Bryan, 2004. "Training in Europe," Journal of the European Economic Association, MIT Press, vol. 2(2-3), pages 346-360, 04/05.
    21. James J. Heckman & Hidehiko Ichimura & Petra E. Todd, 1997. "Matching As An Econometric Evaluation Estimator: Evidence from Evaluating a Job Training Programme," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 64(4), pages 605-654.
    22. repec:bdp:wpaper:2015001 is not listed on IDEAS
    23. Travkin, Pavel, 2014. "The impact of the on-the-job training on Russian worker’s salary: The effect of abilities approach," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 33(1), pages 51-70.
    24. FLORENS, Jean-Pierre & FOUGERE, Denis & MOUCHART, Michel, 1995. "Duration Models," LIDAM Discussion Papers CORE 1995016, Université catholique de Louvain, Center for Operations Research and Econometrics (CORE).
      • Florens, J.-P. & Fougère, D. & Mouchart, M., 1995. "Duration models," LIDAM Reprints CORE 1213, Université catholique de Louvain, Center for Operations Research and Econometrics (CORE).
    25. Heckman, James J. & Lalonde, Robert J. & Smith, Jeffrey A., 1999. "The economics and econometrics of active labor market programs," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 3, chapter 31, pages 1865-2097, Elsevier.
    26. Ruben Enikolopov, 2009. "Estimation of treatment effects (in Russian)," Quantile, Quantile, issue 6, pages 3-14, March.
    27. De Beyer, Joy, 1990. "The incidence and impact on earnings of formal training provided by enterprises in Kenya and Tanzania," Economics of Education Review, Elsevier, vol. 9(4), pages 321-330, December.
    28. Barnow, Burt S., 1986. "Evaluating employment and training programs," Evaluation and Program Planning, Elsevier, vol. 9(1), pages 63-72, January.
    29. Mario Cleves & William W. Gould & Roberto G. Gutierrez & Yulia Marchenko, 2010. "An Introduction to Survival Analysis Using Stata," Stata Press books, StataCorp LLC, edition 3, number saus3, December.
    30. Cecilia ALBERT & Carlos GARCÍA-SERRANO & Virginia HERNANZ, 2010. "On-the-job training in Europe: Determinants and wage returns," International Labour Review, International Labour Organization, vol. 149(3), pages 315-341, September.
    31. Ashenfelter, Orley, 1987. "The case for evaluating training programs with randomized trials," Economics of Education Review, Elsevier, vol. 6(4), pages 333-338, August.
    32. Iacus, Stefano M. & King, Gary & Porro, Giuseppe, 2012. "Causal Inference without Balance Checking: Coarsened Exact Matching," Political Analysis, Cambridge University Press, vol. 20(1), pages 1-24, January.
    33. G. S. Maddala & Lung-Fei Lee, 1976. "Recursive Models with Qualitative Endogenous Variables," NBER Chapters, in: Annals of Economic and Social Measurement, Volume 5, number 4, pages 525-545, National Bureau of Economic Research, Inc.
    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. Aistov, Andrey & Aleksandrova, Ekaterina, 2014. "Individual returns to training: Evidence from Russian firm," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 34(2), pages 56-79.
    2. Andrey Aistov & Ekaterina Aleksandrova, 2015. "Individual Returns to Training in a Russian Firm," HSE Working papers WP BRP 101/EC/2015, National Research University Higher School of Economics.
    3. Guido W. Imbens & Jeffrey M. Wooldridge, 2009. "Recent Developments in the Econometrics of Program Evaluation," Journal of Economic Literature, American Economic Association, vol. 47(1), pages 5-86, March.
    4. Jones A.M & Rice N, 2009. "Econometric Evaluation of Health Policies," Health, Econometrics and Data Group (HEDG) Working Papers 09/09, HEDG, c/o Department of Economics, University of York.
    5. Andrey Aistov, 2017. "Time distributed difference-in-differences estimates of return to training," Cogent Economics & Finance, Taylor & Francis Journals, vol. 5(1), pages 1300978-130, January.
    6. Gueorgui Kambourov & Iourii Manovskii & Miana Plesca, 2020. "Occupational mobility and the returns to training," Canadian Journal of Economics/Revue canadienne d'économique, John Wiley & Sons, vol. 53(1), pages 174-211, February.
    7. Grit Muehler & Michael Beckmann & Bernd Schauenberg, 2007. "The returns to continuous training in Germany: new evidence from propensity score matching estimators," Review of Managerial Science, Springer, vol. 1(3), pages 209-235, November.
    8. Lechner, Michael, 2011. "The Estimation of Causal Effects by Difference-in-Difference Methods," Foundations and Trends(R) in Econometrics, now publishers, vol. 4(3), pages 165-224, November.
    9. Joshua D. Angrist & Jörn-Steffen Pischke, 2010. "The Credibility Revolution in Empirical Economics: How Better Research Design Is Taking the Con out of Econometrics," Journal of Economic Perspectives, American Economic Association, vol. 24(2), pages 3-30, Spring.
    10. David Card & Jochen Kluve & Andrea Weber, 2010. "Active Labour Market Policy Evaluations: A Meta-Analysis," Economic Journal, Royal Economic Society, vol. 120(548), pages 452-477, November.
    11. Jens Ruhose & Stephan L. Thomsen & Insa Weilage, 2018. "The Wider Benefits of Adult Learning: Work-Related Training and Social Capital," CESifo Working Paper Series 7268, CESifo.
    12. Christian Volpe Martincus, 2010. "Odyssey in International Markets: An Assessment of the Effectiveness of Export Promotion in Latin America and the Caribbean," IDB Publications (Books), Inter-American Development Bank, number 16458, February.
    13. Jens Ruhose & Stephan L. Thomsen & Insa Weilage, 2018. "The Wider Benefits of Adult Learning: Work-Related Training and Social Capital," SOEPpapers on Multidisciplinary Panel Data Research 1004, DIW Berlin, The German Socio-Economic Panel (SOEP).
    14. Mikosch, Heiner & Sturm, Jan-Egbert, 2012. "Has the EMU reduced wage growth and unemployment? Testing a model of trade union behavior," European Journal of Political Economy, Elsevier, vol. 28(1), pages 27-37.
    15. Brunello, Giorgio & Comi, Simona Lorena & Sonedda, Daniela, 2012. "Training subsidies and the wage returns to continuing vocational training," Labour Economics, Elsevier, vol. 19(3), pages 361-372.
    16. Hara, Hiromi, 2019. "The impact of worker-financed training: Evidence from early- and mid-career workers in Japan," Journal of the Japanese and International Economies, Elsevier, vol. 51(C), pages 64-75.
    17. van der Klaauw, Bas, 2014. "From micro data to causality: Forty years of empirical labor economics," Labour Economics, Elsevier, vol. 30(C), pages 88-97.
    18. Christian Volpe Martincus & Jerónimo Carballo, 2010. "Is Export Promotion Effective in Developing Countries? Firm-Level Evidence on the Intensive and Extensive Margins of Exports," IDB Publications (Working Papers) 36763, Inter-American Development Bank.
    19. Ruhose, Jens & Thomsen, Stephan, 2017. "Non-Monetary Benefits of Continuous Training," VfS Annual Conference 2017 (Vienna): Alternative Structures for Money and Banking 168169, Verein für Socialpolitik / German Economic Association.
    20. Chabé-Ferret, Sylvain, 2015. "Analysis of the bias of Matching and Difference-in-Difference under alternative earnings and selection processes," Journal of Econometrics, Elsevier, vol. 185(1), pages 110-123.

    More about this item

    Keywords

    earnings function; difference-in-differences; treatment effect; panel data; internal labour market; training; mobility;
    All these keywords.

    JEL classification:

    • J24 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Human Capital; Skills; Occupational Choice; Labor Productivity
    • J31 - Labor and Demographic Economics - - Wages, Compensation, and Labor Costs - - - Wage Level and Structure; Wage Differentials
    • M51 - Business Administration and Business Economics; Marketing; Accounting; Personnel Economics - - Personnel Economics - - - Firm Employment Decisions; Promotions
    • M53 - Business Administration and Business Economics; Marketing; Accounting; Personnel Economics - - Personnel Economics - - - Training

    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:ris:apltrx:0295. 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: Anatoly Peresetsky (email available below). General contact details of provider: http://appliedeconometrics.cemi.rssi.ru/ .

    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.