IDEAS home Printed from https://ideas.repec.org/p/hal/journl/hal-03914279.html
   My bibliography  Save this paper

On-the-job learning and earnings: Comparative evidence from Morocco and Senegal

Author

Listed:
  • Christophe J Nordman

    (DIAL - Développement, institutions et analyses de long terme, LEDa - Laboratoire d'Economie de Dauphine - IRD - Institut de Recherche pour le Développement - Université Paris Dauphine-PSL - PSL - Université Paris sciences et lettres - CNRS - Centre National de la Recherche Scientifique)

  • François-Charles Wolff

    (LEMNA - Laboratoire d'économie et de management de Nantes Atlantique - IEMN-IAE Nantes - Institut d'Économie et de Management de Nantes - Institut d'Administration des Entreprises - Nantes - UN - Université de Nantes)

Abstract

In this paper, we consider a model of on-the-job learning where workers learn informally by watching and imitating colleagues. We estimate the rate of knowledge diffusion inside the firm using two matched worker-firm data sets from Morocco and Senegal. We rely on non-linear least squares to estimate the structural parameters of the informal learning model and account for firm heterogeneity using firm factors derived from a principal component analysis. We find that the rate of knowledge diffusion is around 7 percent in Morocco and Senegal, but part of the learning-by-watching returns stems from firm heterogeneity. Informal training significantly affects the shape of returns to tenure in these two countries. Finally, we estimate an extended model with both learning-by-watching and learning-by-doing and find significant benefits from imitating colleagues in Morocco.

Suggested Citation

  • Christophe J Nordman & François-Charles Wolff, 2012. "On-the-job learning and earnings: Comparative evidence from Morocco and Senegal," Post-Print hal-03914279, HAL.
  • Handle: RePEc:hal:journl:hal-03914279
    Note: View the original document on HAL open archive server: https://hal.science/hal-03914279
    as

    Download full text from publisher

    File URL: https://hal.science/hal-03914279/document
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Jacob A. Mincer, 1974. "Introduction to "Schooling, Experience, and Earnings"," NBER Chapters, in: Schooling, Experience, and Earnings, pages 1-4, National Bureau of Economic Research, Inc.
    2. Christophe Muller & Christophe Nordman, 2004. "Which Human Capital Matters For Rich And Poor'S Wages: Evidence From Matched Worker-Firm Data From Tunisia," Working Papers. Serie AD 2004-28, Instituto Valenciano de Investigaciones Económicas, S.A. (Ivie).
    3. Destré, Guillaume & Lévy-Garboua, Louis & Sollogoub, Michel, 2008. "Learning from experience or learning from others?: Inferring informal training from a human capital earnings function with matched employer-employee data," Journal of Behavioral and Experimental Economics (formerly The Journal of Socio-Economics), Elsevier, vol. 37(3), pages 919-938, June.
    4. Destré, Guillaume & Nordman, Christophe, 2002. "Les effets de la formation informelle sur les gains : une comparaison sur données appariées françaises, marocaines et tunisiennes," L'Actualité Economique, Société Canadienne de Science Economique, vol. 78(2), pages 179-206, Juin.
    5. Mohamed Jellal & Christophe Nordman & Francois-Charles Wolff, 2008. "Evidence on the glass ceiling effect in France using matched worker-firm data," Applied Economics, Taylor & Francis Journals, vol. 40(24), pages 3233-3250.
    6. Trostel, Philip & Walker, Ian & Woolley, Paul, 2002. "Estimates of the economic return to schooling for 28 countries," Labour Economics, Elsevier, vol. 9(1), pages 1-16, February.
    7. T. Paul Schultz, 2004. "Evidence of Returns to Schooling in Africa from Household Surveys: Monitoring and Restructuring the Market for Education," Journal of African Economies, Centre for the Study of African Economies, vol. 13(02), pages 95-148, December.
    8. Harley Frazis & Mark A. Loewenstein, 2005. "Reexamining the Returns to Training: Functional Form, Magnitude, and Interpretation," Journal of Human Resources, University of Wisconsin Press, vol. 40(2).
    9. Jacob A. Mincer, 1974. "Schooling, Experience, and Earnings," NBER Books, National Bureau of Economic Research, Inc, number minc74-1, March.
    10. Chennouf, Soheïl & Lévy-Garboua, Louis & Montmarquette, Claude, 1997. "Les effets de l’appartenance à un groupe de travail sur les salaires individuels," L'Actualité Economique, Société Canadienne de Science Economique, vol. 73(1), pages 207-232, mars-juin.
    11. Jacques Mairesse & Nathalie Greenan, 1999. "Using Employee-Level Data in a Firm-Level Econometric Study," Contributions to Economic Analysis, in: The Creation and Analysis of Employer-Employee Matched Data, pages 489-512, Emerald Group Publishing Limited.
    12. repec:dau:papers:123456789/4377 is not listed on IDEAS
    13. repec:dau:papers:123456789/4462 is not listed on IDEAS
    14. Bigsten, Arne & Isaksson, Anders & Söderbom, Måns & Collier, Paul & Zeufack, Albert & Dercon, Stefan & Fafchamps, Marcel & Gunning, Jan Willem & Teal, Francis & Appleton, Simon & Gauthier, Bernard & O, 2000. "Rates of Return on Physical and Human Capital in Africa's Manufacturing Sector," Economic Development and Cultural Change, University of Chicago Press, vol. 48(4), pages 801-827, July.
    15. Christophe J. Nordman & François-Charles Wolff, 2009. "Is There a Glass Ceiling in Morocco? Evidence from Matched Worker--Firm Data," Journal of African Economies, Centre for the Study of African Economies, vol. 18(4), pages 592-633, August.
    16. Christophe Nordman, 2000. "La formation sur le tas par diffusion du savoir : estimations sur données marocaines, mauriciennes et tunisiennes," Post-Print halshs-03718366, HAL.
    17. Jacob A. Mincer, 1974. "Schooling and Earnings," NBER Chapters, in: Schooling, Experience, and Earnings, pages 41-63, National Bureau of Economic Research, Inc.
    18. Murphy, Kevin M & Welch, Finis, 1990. "Empirical Age-Earnings Profiles," Journal of Labor Economics, University of Chicago Press, vol. 8(2), pages 202-229, April.
    19. repec:eme:rlepps:v:18:y:1999:i:1999:p:403-438 is not listed on IDEAS
    20. Battu, Harminder & Belfield, Clive R. & Sloane, Peter J., 2001. "Human Capital Spill-Overs Within the Workplace," IZA Discussion Papers 404, Institute of Labor Economics (IZA).
    21. repec:dau:papers:123456789/4344 is not listed on IDEAS
    22. Barron, John M & Berger, Mark C & Black, Dan A, 1997. "How Well Do We Measure Training?," Journal of Labor Economics, University of Chicago Press, vol. 15(3), pages 507-528, July.
    23. Kuepie, Mathias & Nordman, Christophe J. & Roubaud, François, 2009. "Education and earnings in urban West Africa," Journal of Comparative Economics, Elsevier, vol. 37(3), pages 491-515, September.
    24. Harminder Battu & Clive R. Belfield & Peter J. Sloane, 2003. "Human Capital Spillovers within the Workplace: Evidence for Great Britain," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 65(5), pages 575-594, December.
    25. Sherwin Rosen, 1972. "Learning and Experience in the Labor Market," Journal of Human Resources, University of Wisconsin Press, vol. 7(3), pages 326-342.
    26. Richard K. Johanson & Arvil V. Adams, 2004. "Skills Development in Sub-Saharan Africa," World Bank Publications - Books, The World Bank Group, number 15028, December.
    27. Dial, 2007. "Youth and labour markets in Africa. A critical review of literature," Working Papers DT/2007/02, DIAL (Développement, Institutions et Mondialisation).
    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. Christophe Nordman & Laure Pasquier-Doumer, 2012. "Vocational Education, On-the-Job Training and Labour Market Integration of Young Workers in Urban West Africa," Working Papers DT/2012/13, DIAL (Développement, Institutions et Mondialisation).
    2. repec:dau:papers:123456789/10596 is not listed 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. repec:dau:papers:123456789/5948 is not listed on IDEAS
    2. Christophe Nordman & François-Charles Wolff, 2007. "On-the-job learning and earnings in Benin, Morocco and Senegal," Working Papers DT/2007/09, DIAL (Développement, Institutions et Mondialisation).
    3. repec:dau:papers:123456789/4333 is not listed on IDEAS
    4. Destré, Guillaume & Lévy-Garboua, Louis & Sollogoub, Michel, 2008. "Learning from experience or learning from others?: Inferring informal training from a human capital earnings function with matched employer-employee data," Journal of Behavioral and Experimental Economics (formerly The Journal of Socio-Economics), Elsevier, vol. 37(3), pages 919-938, June.
    5. Guillaume Destré & Louis Lévy-Garboua & Michel Sollogoub, 2005. "On-the-job learning and earnings," Post-Print halshs-00193953, HAL.
    6. Guillaume Destré, 2003. "Fonctions de gains et diffusion du savoir : une estimation sur données françaises appariées," Économie et Prévision, Programme National Persée, vol. 158(2), pages 89-104.
    7. Polachek, Solomon W., 2008. "Earnings Over the Life Cycle: The Mincer Earnings Function and Its Applications," Foundations and Trends(R) in Microeconomics, now publishers, vol. 4(3), pages 165-272, April.
    8. Serneels, Pieter & Beegle, Kathleen & Dillon, Andrew, 2017. "Do returns to education depend on how and whom you ask?," Economics of Education Review, Elsevier, vol. 60(C), pages 5-19.
    9. Colm Harmon & Hessel Oosterbeek, 2000. "The Returns to Education: A Review of Evidence, Issues and Deficiencies in the Literature," CEE Discussion Papers 0005, Centre for the Economics of Education, LSE.
    10. Ferreira, Maria & de Grip, Andries & van der Velden, Rolf, 2018. "Does informal learning at work differ between temporary and permanent workers? Evidence from 20 OECD countries," Labour Economics, Elsevier, vol. 55(C), pages 18-40.
    11. Philip A. Trostel, 2005. "Nonlinearity in the return to education," Journal of Applied Economics, Universidad del CEMA, vol. 8, pages 191-202, May.
    12. Guillaume Destré, 2005. "Une mesure économétrique de la formation par les autres au sein de l'entreprise," Cahiers de la Maison des Sciences Economiques bla05021, Université Panthéon-Sorbonne (Paris 1).
    13. Hilger, Anne & Nordman, Christophe Jalil & Sarr, Leopold, 2018. "Cognitive and Non-Cognitive Skills, Hiring Channels, and Wages in Bangladesh," IZA Discussion Papers 11578, Institute of Labor Economics (IZA).
    14. Christophe J. Nordman & François-Charles Wolff, 2009. "Gender differences in pay in African manufacturing firms," Working Papers hal-00421227, HAL.
    15. Das, Tirthatanmoy & Polachek, Solomon, 2017. "Micro Foundations of Earnings Differences," IZA Discussion Papers 10922, Institute of Labor Economics (IZA).
    16. Destré, Guillaume & Nordman, Christophe, 2002. "Les effets de la formation informelle sur les gains : une comparaison sur données appariées françaises, marocaines et tunisiennes," L'Actualité Economique, Société Canadienne de Science Economique, vol. 78(2), pages 179-206, Juin.
    17. Gruber, Lloyd & Kosack, Stephen, 2014. "The Tertiary Tilt: Education and Inequality in the Developing World," World Development, Elsevier, vol. 54(C), pages 253-272.
    18. Girsberger, Esther Mirjam, 2017. "Migration, Education and Work Opportunities," IZA Discussion Papers 11028, Institute of Labor Economics (IZA).
    19. Harmon, Colm & Hogan, Vincent & Walker, Ian, 2003. "Dispersion in the economic return to schooling," Labour Economics, Elsevier, vol. 10(2), pages 205-214, April.
    20. 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.
    21. Arthur Charpentier & Emmanuel Flachaire & Antoine Ly, 2017. "Econom\'etrie et Machine Learning," Papers 1708.06992, arXiv.org, revised Mar 2018.
    22. Daoud, Yousef, 2005. "Gender gap in returns to schooling in Palestine," Economics of Education Review, Elsevier, vol. 24(6), pages 633-649, December.

    More about this item

    Keywords

    EARNINGS FUNCTIONS; INFORMAL TRAINING; RETURNS TO TENURE; LEARNING-BY-WATCHING; LEARNING-BY-DOING; MOROCCO; SENEGAL; MAROC; SÉNÉGAL; FONCTION DE GAINS; FORMATION INFORMELLE; APPRENTISSAGE PAR IMITATION; APPRENTISSAGE PAR LA PRATIQUE; RENDEMENTS DE L’ANCIENNETÉ;
    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
    • O12 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Microeconomic Analyses of Economic Development

    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:hal:journl:hal-03914279. 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: CCSD (email available below). General contact details of provider: https://hal.archives-ouvertes.fr/ .

    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.