IDEAS home Printed from https://ideas.repec.org/p/fip/fedcwq/95007.html

The Hedgehog’s Curse: Knowledge Specialization and Displacement Loss

Author

Listed:
  • Victor Hernandez Martinez
  • Hans Holter
  • Roberto Pinheiro

Abstract

This paper studies the impact of knowledge specialization on earnings losses following displacement. We develop a novel measure of the specialization of human capital, based on how concentrated the knowledge used in an occupation is. Combining our measure with individual labor histories from the NLSY 79-97 and Norway’s LEED, we show that workers with more specialized human capital suffer larger earnings losses following exogenous displacement. A one standard deviation increase in pre-displacement knowledge specialization increases the earnings losses post-displacement by 3 to 4 pp per year in the US, and by 1.5 to 2 pp per year in Norway. In the US, the negative effect of higher pre-displacement knowledge specialization on post-displacement earnings is driven by the negative impact of knowledge specialization on well-paid outside opportunities. By contrast, this association between outside opportunities and knowledge specialization plays no role in post-displacement earnings losses in Norway, where the negative effect of specialization is in part explained by its association with the routine content and the offshoring probability of the occupation.

Suggested Citation

  • Victor Hernandez Martinez & Hans Holter & Roberto Pinheiro, 2022. "The Hedgehog’s Curse: Knowledge Specialization and Displacement Loss," Working Papers 22-31, Federal Reserve Bank of Cleveland.
  • Handle: RePEc:fip:fedcwq:95007
    DOI: 10.26509/frbc-wp-202231
    as

    Download full text from publisher

    File URL: https://doi.org/10.26509/frbc-wp-202231
    File Function: Full Text
    Download Restriction: no

    File URL: https://libkey.io/10.26509/frbc-wp-202231?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Michèle Belot & Philipp Kircher & Paul Muller, 2026. "Do the Long-term Unemployed Benefit from Automated Occupational Advice during Online Job Search?," The Economic Journal, Royal Economic Society, vol. 136(673), pages 184-206.
    2. Forsythe, Eliza, 2023. "Occupational Job Ladders within and between Firms," IZA Discussion Papers 16682, IZA Network @ LISER.
    3. Cortes, Guido Matias & Jaimovich, Nir & Nekarda, Christopher J. & Siu, Henry E., 2020. "The dynamics of disappearing routine jobs: A flows approach," Labour Economics, Elsevier, vol. 65(C).
    4. Leighton, Margaret & Speer, Jamin D., 2020. "Labor market returns to college major specificity," European Economic Review, Elsevier, vol. 128(C).
    5. Pawel Krolikowski, 2017. "Job Ladders and Earnings of Displaced Workers," American Economic Journal: Macroeconomics, American Economic Association, vol. 9(2), pages 1-31, April.
    6. Robert Gibbons & Lawrence Katz, 1992. "Does Unmeasured Ability Explain Inter-Industry Wage Differentials?," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 59(3), pages 515-535.
    7. Osborne Jackson, 2021. "Job Displacement and Sectoral Mobility," Working Papers 21-19, Federal Reserve Bank of Boston.
    8. Bleakley, Hoyt & Lin, Jeffrey, 2012. "Thick-market effects and churning in the labor market: Evidence from US cities," Journal of Urban Economics, Elsevier, vol. 72(2), pages 87-103.
    9. Nathaniel Baum-Snow & Ronni Pavan, 2013. "Inequality and City Size," The Review of Economics and Statistics, MIT Press, vol. 95(5), pages 1535-1548, December.
    10. Eduardo Levy Yeyati & Martín Montané, 2020. "Specificity of human capital: Occupation and industry spaces based on job to job transitions," Department of Economics Working Papers nombre_del_archivo, Universidad Torcuato Di Tella.
    11. Colin Caines & Florian Hoffmann & Gueorgui Kambourov, 2017. "Complex-Task Biased Technological Change and the Labor Market," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 25, pages 298-319, April.
    12. Andreas Gulyas & Krzysztof Pytka, 2019. "Understanding the Sources of Earnings Losses After Job Displacement: A Machine-Learning Approach," CRC TR 224 Discussion Paper Series crctr224_2019_131, University of Bonn and University of Mannheim, Germany.
    13. Jacobson, Louis S & LaLonde, Robert J & Sullivan, Daniel G, 1993. "Earnings Losses of Displaced Workers," American Economic Review, American Economic Association, vol. 83(4), pages 685-709, September.
    14. Fatih Guvenen & Burhan Kuruscu & Satoshi Tanaka & David Wiczer, 2020. "Multidimensional Skill Mismatch," American Economic Journal: Macroeconomics, American Economic Association, vol. 12(1), pages 210-244, January.
    15. Kenneth A. Couch & Dana W. Placzek, 2010. "Earnings Losses of Displaced Workers Revisited," American Economic Review, American Economic Association, vol. 100(1), pages 572-589, March.
    16. Shigeru Fujita & Garey Ramey, 2012. "Exogenous versus Endogenous Separation," American Economic Journal: Macroeconomics, American Economic Association, vol. 4(4), pages 68-93, October.
    17. Johannes F. Schmieder & Till von Wachter & Jörg Heining, 2023. "The Costs of Job Displacement over the Business Cycle and Its Sources: Evidence from Germany," American Economic Review, American Economic Association, vol. 113(5), pages 1208-1254, May.
    18. Neffke, Frank M.H. & Otto, Anne & Weyh, Antje, 2017. "Inter-industry labor flows," Journal of Economic Behavior & Organization, Elsevier, vol. 142(C), pages 275-292.
    19. Eduardo Levy Yeyati, 2020. "Specificity of Human Capital: An Occupation Space Based on Job-to-Job Transitions," CID Working Papers 379, Center for International Development at Harvard University.
    20. Frank A. Cowell & Emmanuel Flachaire, 2017. "Inequality with Ordinal Data," Economica, London School of Economics and Political Science, vol. 84(334), pages 290-321, April.
    21. Louis S. Jacobson & Robert J. LaLonde & Daniel G. Sullivan, 1993. "Long-term earnings losses of high-seniority displaced workers," Economic Perspectives, Federal Reserve Bank of Chicago, vol. 17(Nov), pages 2-20.
    22. David H. Autor & Frank Levy & Richard J. Murnane, 2003. "The Skill Content of Recent Technological Change: An Empirical Exploration," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 118(4), pages 1279-1333.
    23. Claudia Macaluso, 2025. "Skill Remoteness and Post-layoff Labor Market Outcomes," American Economic Journal: Macroeconomics, American Economic Association, vol. 17(2), pages 134-176, April.
    24. Joseph G. Altonji & Erica Blom & Costas Meghir, 2012. "Heterogeneity in Human Capital Investments: High School Curriculum, College Major, and Careers," Annual Review of Economics, Annual Reviews, vol. 4(1), pages 185-223, July.
    25. Ingram, Beth F. & Neumann, George R., 2006. "The returns to skill," Labour Economics, Elsevier, vol. 13(1), pages 35-59, February.
    26. repec:udt:wpecon:wp_gob_2020_01 is not listed on IDEAS
    27. John M. Abowd & Francis Kramarz & David N. Margolis, 1999. "High Wage Workers and High Wage Firms," Econometrica, Econometric Society, vol. 67(2), pages 251-334, March.
    28. Neal, Derek, 1995. "Industry-Specific Human Capital: Evidence from Displaced Workers," Journal of Labor Economics, University of Chicago Press, vol. 13(4), pages 653-677, October.
    29. Maxim Poletaev & Chris Robinson, 2008. "Human Capital Specificity: Evidence from the Dictionary of Occupational Titles and Displaced Worker Surveys, 1984-2000," Journal of Labor Economics, University of Chicago Press, vol. 26(3), pages 387-420, July.
    30. Steven J. Davis & Till Von Wachter, 2011. "Recessions and the Costs of Job Loss," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 42(2 (Fall)), pages 1-72.
    31. Shintaro Yamaguchi, 2012. "Tasks and Heterogeneous Human Capital," Journal of Labor Economics, University of Chicago Press, vol. 30(1), pages 1-53.
    32. Patrick Kline & Raffaele Saggio & Mikkel Sølvsten, 2020. "Leave‐Out Estimation of Variance Components," Econometrica, Econometric Society, vol. 88(5), pages 1859-1898, September.
    33. Chris Robinson, 2018. "Occupational Mobility, Occupation Distance, and Specific Human Capital," Journal of Human Resources, University of Wisconsin Press, vol. 53(2), pages 513-551.
    34. Antti Kauhanen & Krista Riukula, 2024. "The costs of job loss and task usage: Do social tasks soften the drop?," Empirical Economics, Springer, vol. 67(4), pages 1355-1374, October.
    35. Pedros Silos & Eric Smith, 2015. "Human Capital Portfolios," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 18(3), pages 635-652, July.
    36. Sen, Amartya K, 1976. "Poverty: An Ordinal Approach to Measurement," Econometrica, Econometric Society, vol. 44(2), pages 219-231, March.
    37. Josh Kinsler & Ronni Pavan, 2015. "The Specificity of General Human Capital: Evidence from College Major Choice," Journal of Labor Economics, University of Chicago Press, vol. 33(4), pages 933-972.
    38. Goodman-Bacon, Andrew, 2021. "Difference-in-differences with variation in treatment timing," Journal of Econometrics, Elsevier, vol. 225(2), pages 254-277.
    39. Gueorgui Kambourov & Iourii Manovskii, 2009. "Occupational Mobility and Wage Inequality," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 76(2), pages 731-759.
    40. Jäger, Simon & Heining, Jörg, 2019. "How Substitutable Are Workers? Evidence from Worker Deaths," MPRA Paper 109757, University Library of Munich, Germany, revised 01 Jan 2019.
    41. Frey, Carl Benedikt & Osborne, Michael A., 2017. "The future of employment: How susceptible are jobs to computerisation?," Technological Forecasting and Social Change, Elsevier, vol. 114(C), pages 254-280.
    42. Robert Shimer, 2005. "The Cyclical Behavior of Equilibrium Unemployment and Vacancies," American Economic Review, American Economic Association, vol. 95(1), pages 25-49, March.
    43. Dale Mortensen & Eva Nagypal, 2007. "More on Unemployment and Vacancy Fluctuations," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 10(3), pages 327-347, July.
    44. Jaime Arellano-Bover, 2024. "Career Consequences of Firm Heterogeneity for Young Workers: First Job and Firm Size," Journal of Labor Economics, University of Chicago Press, vol. 42(2), pages 549-589.
    45. Steven J. Davis & Till Von Wachter, 2011. "Recessions and the Costs of Job Loss," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 42(2 (Fall)), pages 1-72.
    46. Christopher Huckfeldt, 2022. "Understanding the Scarring Effect of Recessions," American Economic Review, American Economic Association, vol. 112(4), pages 1273-1310, April.
    47. Jeremy Lise & Fabien Postel-Vinay, 2020. "Multidimensional Skills, Sorting, and Human Capital Accumulation," American Economic Review, American Economic Association, vol. 110(8), pages 2328-2376, August.
    48. Parent, Daniel, 2000. "Industry-Specific Capital and the Wage Profile: Evidence from the National Longitudinal Survey of Youth and the Panel Study of Income Dynamics," Journal of Labor Economics, University of Chicago Press, vol. 18(2), pages 306-323, April.
    49. Steven J. Davis & Pawel Krolikowski, 2024. "Reservation Wages Revisited: Empirics with the Canonical Model," Working Papers 24-23, Federal Reserve Bank of Cleveland.
    50. Geishecker, Ingo, 2008. "The impact of international outsourcing on individual employment security: A micro-level analysis," Labour Economics, Elsevier, vol. 15(3), pages 291-314, June.
    51. Hernandez Martinez, Victor & Liu, Kaixin, 2025. "The value of unemployment insurance: Liquidity vs. insurance value," Labour Economics, Elsevier, vol. 93(C).
    52. Sullivan, Paul, 2010. "Empirical evidence on occupation and industry specific human capital," Labour Economics, Elsevier, vol. 17(3), pages 567-580, June.
    53. Christina Gathmann & Uta Schönberg, 2010. "How General Is Human Capital? A Task-Based Approach," Journal of Labor Economics, University of Chicago Press, vol. 28(1), pages 1-49, January.
    54. Daniel Sullivan & Till von Wachter, 2009. "Job Displacement and Mortality: An Analysis Using Administrative Data," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 124(3), pages 1265-1306.
    55. Stevens, Ann Huff, 1997. "Persistent Effects of Job Displacement: The Importance of Multiple Job Losses," Journal of Labor Economics, University of Chicago Press, vol. 15(1), pages 165-188, January.
    56. David H. Autor & Frank Levy & Richard J. Murnane, 2003. "The skill content of recent technological change: an empirical exploration," Proceedings, Federal Reserve Bank of San Francisco, issue nov.
    57. Moen, Espen R, 1997. "Competitive Search Equilibrium," Journal of Political Economy, University of Chicago Press, vol. 105(2), pages 385-411, April.
    58. Jakob R. Munch, 2010. "Whose Job Goes Abroad? International Outsourcing and Individual Job Separations," Scandinavian Journal of Economics, Wiley Blackwell, vol. 112(2), pages 339-360, June.
    59. Dale T. Mortensen & Christopher A. Pissarides, 1994. "Job Creation and Job Destruction in the Theory of Unemployment," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 61(3), pages 397-415.
    60. Topel, Robert, 1990. "Specific capital and unemployment: Measuring the costs and consequences of job loss," Carnegie-Rochester Conference Series on Public Policy, Elsevier, vol. 33(1), pages 181-214, January.
    61. Acemoglu, Daron & Autor, David, 2011. "Skills, Tasks and Technologies: Implications for Employment and Earnings," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 4, chapter 12, pages 1043-1171, Elsevier.
    62. Ronni Pavan, 2011. "Career Choice and Wage Growth," Journal of Labor Economics, University of Chicago Press, vol. 29(3), pages 549-587.
    63. Suman Seth & Gaston Yalonetzky, 2021. "Assessing Deprivation with an Ordinal Variable: Theory and Application to Sanitation Deprivation in Bangladesh," The World Bank Economic Review, World Bank, vol. 35(3), pages 793-811.
    64. Marta Lachowska & Alexandre Mas & Stephen A. Woodbury, 2020. "Sources of Displaced Workers' Long-Term Earnings Losses," American Economic Review, American Economic Association, vol. 110(10), pages 3231-3266, October.
    65. David J. Deming, 2017. "The Growing Importance of Social Skills in the Labor Market," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 132(4), pages 1593-1640.
    66. Blien, Uwe & Dauth, Wolfgang & Roth, Duncan H.W., 2021. "Occupational routine intensity and the costs of job loss: evidence from mass layoffs," Labour Economics, Elsevier, vol. 68(C).
    67. Miriam Rinawi & Uschi Backes-Gellner, 2021. "Labour market transitions after layoffs: the role of occupational skills," Oxford Economic Papers, Oxford University Press, vol. 73(1), pages 76-97.
    68. Neffke, Frank M.H. & Otto, Anne & Hidalgo, César, 2018. "The mobility of displaced workers: How the local industry mix affects job search," Journal of Urban Economics, Elsevier, vol. 108(C), pages 124-140.
    69. Burdett, Kenneth & Mortensen, Dale T, 1998. "Wage Differentials, Employer Size, and Unemployment," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 39(2), pages 257-273, May.
    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. Bárány, Zsófia L. & Holzheu, Kerstin, 2026. "The two faces of worker specialization," Labour Economics, Elsevier, vol. 98(C).

    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. Jon Ellingsen & Caroline Espegren, 2022. "Lost in transition? Earnings losses of displaced petroleum workers," Working Papers No 06/2022, Centre for Applied Macro- and Petroleum economics (CAMP), BI Norwegian Business School.
    2. Neffke, Frank & Nedelkoska, Ljubica & Wiederhold, Simon, 2024. "Skill mismatch and the costs of job displacement," Research Policy, Elsevier, vol. 53(2).
    3. Audoly, Richard & De Pace, Federica & Fella, Giulio, 2022. "Job Ladder, Human Capital, and the Cost of Job Loss," CEPR Discussion Papers 17746, Centre for Economic Policy Research.
    4. Ralph Stinebrickner & Todd Stinebrickner & Paul Sullivan, 2019. "Job Tasks, Time Allocation, and Wages," Journal of Labor Economics, University of Chicago Press, vol. 37(2), pages 399-433.
    5. Dabed, Diego & Genz, Sabrina & Rademakers, Emilie, 2025. "Equalising the effects of automation? The role of task overlap for job finding," Labour Economics, Elsevier, vol. 96(C).
    6. Orsa Kekezi & Ron Boschma, 2021. "Returns to migration after job loss—The importance of job match," Environment and Planning A, , vol. 53(6), pages 1565-1587, September.
    7. Figueiredo, Ana & Marie, Olivier & Markiewicz, Agnieszka, 2026. "The unequal job security scars of displacement," Journal of Public Economics, Elsevier, vol. 255(C).
    8. Boddin, Dominik & Kroeger, Thilo, 2021. "Structural change revisited: The rise of manufacturing jobs in the service sector," Discussion Papers 38/2021, Deutsche Bundesbank.
    9. William J. Carrington & Bruce Fallick, 2017. "Why Do Earnings Fall with Job Displacement?," Industrial Relations: A Journal of Economy and Society, Wiley Blackwell, vol. 56(4), pages 688-722, October.
    10. Ortego-Marti, Victor, 2017. "Loss of skill during unemployment and TFP differences across countries," European Economic Review, Elsevier, vol. 100(C), pages 215-235.
    11. Woodcock, Simon D., 2023. "The determinants of displaced workers’ wages: Sorting, matching, selection, and the Hartz reforms," Journal of Econometrics, Elsevier, vol. 233(2), pages 568-595.
    12. Jaime Arellano-Bover & Fernando Saltiel, 2026. "Differences in On-the-Job Learning across Firms," Journal of Labor Economics, University of Chicago Press, vol. 44(1), pages 149-188.
    13. Andreas Gulyas & Krzysztof Pytka, 2019. "Understanding the Sources of Earnings Losses After Job Displacement: A Machine-Learning Approach," CRC TR 224 Discussion Paper Series crctr224_2019_131, University of Bonn and University of Mannheim, Germany.
    14. Carl Sanders & Christopher Taber, 2012. "Life-Cycle Wage Growth and Heterogeneous Human Capital," Annual Review of Economics, Annual Reviews, vol. 4(1), pages 399-425, July.
    15. Claudia Macaluso, 2017. "Skill Remoteness and Post-layoff Labor Market Outcomes," 2017 Meeting Papers 569, Society for Economic Dynamics.
    16. Baley, Isaac & Figueiredo, Ana & Mantovani, Cristiano & Sepahsalari, Alireza, 2025. "Self-Insurance in Turbulent Labor Markets," CEPR Discussion Papers 20918, Centre for Economic Policy Research.
    17. Nils Braakmann, 2018. "Company Closures and the Erosion of the Political Centre: Evidence from Germany," British Journal of Industrial Relations, London School of Economics, vol. 56(4), pages 835-858, December.
    18. Lalé, Etienne, 2018. "Loss of skill and labor market fluctuations," Labour Economics, Elsevier, vol. 50(C), pages 20-31.
    19. Diego Dabed Sitnisky & Sabrina Genz & Emilie Rademakers, 2023. "Resilience to Automation: The Role of Task Overlap for Job Finding," Working Papers 2312, Utrecht School of Economics.
    20. Brendan Moore & Judith Scott-Clayton, 2019. "The Firm's Role in Displaced Workers' Earnings Losses," NBER Working Papers 26525, National Bureau of Economic Research, Inc.

    More about this item

    Keywords

    ;
    ;
    ;
    ;

    JEL classification:

    • J31 - Labor and Demographic Economics - - Wages, Compensation, and Labor Costs - - - Wage Level and Structure; Wage Differentials
    • J62 - Labor and Demographic Economics - - Mobility, Unemployment, Vacancies, and Immigrant Workers - - - Job, Occupational and Intergenerational Mobility; Promotion
    • J63 - Labor and Demographic Economics - - Mobility, Unemployment, Vacancies, and Immigrant Workers - - - Turnover; Vacancies; Layoffs

    NEP fields

    This paper has been announced in the following NEP Reports:

    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:fip:fedcwq:95007. 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: 4D Library (email available below). General contact details of provider: https://edirc.repec.org/data/frbclus.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.