IDEAS home Printed from https://ideas.repec.org/p/inf/wpaper/2021.08.html
   My bibliography  Save this paper

The struggle of small firms to retain high-skill workers: Job duration and importance of knowledge intensity

Author

Listed:
  • Hugo Castro-Silva

    (Universidade de Lisboa)

  • Francisco Lima

    (Universidade de Lisboa)

Abstract

In the knowledge economy, skilled workers play an important role in innovation and economic growth. However, small firms may not be able to keep these workers. We study how the knowledge-skill complementarity relates to job duration in small and large firms, using a Portuguese linked employer-employee data set. We select workers displaced by firm closure and estimate a discrete-time hazard model with unobserved heterogeneity on the subsequent job relationship. To account for the initial sorting of displaced workers to firms, we introduce weights in the model according to the individual propensity of employment in a small firm. Our results show a lower premium on skills in terms of job duration for small firms. Furthermore, we find evidence of a strong knowledge-skill complementarity in large firms, where the accumulation of firm-specific human capital also plays a more important role in determining the hazard of job separation. For small firms, the complementarity does not translate into longer job duration, even for those with pay policies above the market. Overall, small knowledge-intensive firms struggle to retain high skill workers and find it harder to leverage the knowledge-skill complementarity.

Suggested Citation

  • Hugo Castro-Silva & Francisco Lima, 2021. "The struggle of small firms to retain high-skill workers: Job duration and importance of knowledge intensity," Working Papers 2021.08, International Network for Economic Research - INFER.
  • Handle: RePEc:inf:wpaper:2021.08
    as

    Download full text from publisher

    File URL: https://infer-research.eu/wp-content/uploads/2021/09/WP2021.08.pdf
    File Function: First version, 2021
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Marco Vivarelli, 2014. "Innovation, Employment and Skills in Advanced and Developing Countries: A Survey of Economic Literature," Journal of Economic Issues, Taylor & Francis Journals, vol. 48(1), pages 123-154.
    2. Pedro Raposo & Pedro Portugal & Anabela Carneiro, 2021. "The Sources of the Wage Losses of Displaced Workers: The Role of the Reallocation of Workers into Firms, Matches, and Job Titles," Journal of Human Resources, University of Wisconsin Press, vol. 56(3), pages 786-820.
    3. Jacopo Staccioli & Maria Enrica Virgillito, 2021. "Back to the past: the historical roots of labor-saving automation," Eurasian Business Review, Springer;Eurasia Business and Economics Society, vol. 11(1), pages 27-57, March.
    4. Meyer, Bruce D, 1990. "Unemployment Insurance and Unemployment Spells," Econometrica, Econometric Society, vol. 58(4), pages 757-782, July.
    5. Christine Greenhalgh & George Mavrotas, 1996. "Job Training, New Technology and Labour Turnover," British Journal of Industrial Relations, London School of Economics, vol. 34(1), pages 131-150, March.
    6. Walter Y. Oi & Todd L. Idson, 1999. "Workers Are More Productive in Large Firms," American Economic Review, American Economic Association, vol. 89(2), pages 104-108, May.
    7. Nicholas Bloom & John Van Reenen, 2007. "Measuring and Explaining Management Practices Across Firms and Countries," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 122(4), pages 1351-1408.
    8. 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.
    9. Michael Kremer, 1993. "The O-Ring Theory of Economic Development," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 108(3), pages 551-575.
    10. Acs, Zoltan J & Audretsch, David B, 1988. "Innovation in Large and Small Firms: An Empirical Analysis," American Economic Review, American Economic Association, vol. 78(4), pages 678-690, September.
    11. Fisher, Franklin M & Temin, Peter, 1973. "Returns to Scale in Research and Development: What Does the Schumpeterian Hypothesis Imply ?," Journal of Political Economy, University of Chicago Press, vol. 81(1), pages 56-70, Jan.-Feb..
    12. Boothby, Daniel & Dufour, Anik & Tang, Jianmin, 2010. "Technology adoption, training and productivity performance," Research Policy, Elsevier, vol. 39(5), pages 650-661, June.
    13. Christian Dustmann & Costas Meghir, 2005. "Wages, Experience and Seniority," Review of Economic Studies, Oxford University Press, vol. 72(1), pages 77-108.
    14. Priscilla Twumasi Baffour & F. Ebo Turkson & Agyapomaa Gyeke-Dako & Abena D. Oduro & Emmanuel Nii Abbey, 2020. "Innovation and employment in manufacturing and service firms in Ghana," Small Business Economics, Springer, vol. 54(4), pages 1153-1164, April.
    15. 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).
    16. Goos, Maarten & Rademakers, Emilie & Röttger, Ronja, 2021. "Routine-Biased technical change: Individual-Level evidence from a plant closure," Research Policy, Elsevier, vol. 50(7).
    17. 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.
    18. 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.
    19. Timothy F. Bresnahan & Erik Brynjolfsson & Lorin M. Hitt, 2002. "Information Technology, Workplace Organization, and the Demand for Skilled Labor: Firm-Level Evidence," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 117(1), pages 339-376.
    20. 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.
    21. Maarten L. Buis, 2010. "Stata tip 87: Interpretation of interactions in nonlinear models," Stata Journal, StataCorp LP, vol. 10(2), pages 305-308, June.
    22. Antonio Revilla & Zulima Fern�ndez, 2013. "Environmental Dynamism, Firm Size and the Economic Productivity of R&D," Industry and Innovation, Taylor & Francis Journals, vol. 20(6), pages 503-522, August.
    23. 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.
    24. P. A. Geroski & José Mata & Pedro Portugal, 2010. "Founding conditions and the survival of new firms," Strategic Management Journal, Wiley Blackwell, vol. 31(5), pages 510-529, May.
    25. Tsai, Kuen-Hung & Wang, Jiann-Chyuan, 2005. "Does R&D performance decline with firm size?--A re-examination in terms of elasticity," Research Policy, Elsevier, vol. 34(6), pages 966-976, August.
    26. Maarten Goos & Alan Manning, 2007. "Lousy and Lovely Jobs: The Rising Polarization of Work in Britain," The Review of Economics and Statistics, MIT Press, vol. 89(1), pages 118-133, February.
    27. Wolfgang Dauth & Sebastian Findeisen & Jens Suedekum, 2021. "Adjusting to Globalization in Germany," Journal of Labor Economics, University of Chicago Press, vol. 39(1), pages 263-302.
    28. Gómez, Jaime & Vargas, Pilar, 2012. "Intangible resources and technology adoption in manufacturing firms," Research Policy, Elsevier, vol. 41(9), pages 1607-1619.
    29. Fonseca, Tiago & Lima, Francisco & Pereira, Sonia C., 2018. "Job polarization, technological change and routinization: Evidence for Portugal," Labour Economics, Elsevier, vol. 51(C), pages 317-339.
    30. Ortiz-Villajos, José M. & Sotoca, Sonia, 2018. "Innovation and business survival: A long-term approach," Research Policy, Elsevier, vol. 47(8), pages 1418-1436.
    31. Mark Doms & Timothy Dunne & Kenneth R. Troske, 1997. "Workers, Wages, and Technology," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 112(1), pages 253-290.
    32. Mariia Molodchik & Carlos Jardon & Ekaterina Yachmeneva, 2021. "Multilevel analysis of knowledge sources for product innovation in Russian SMEs," Eurasian Business Review, Springer;Eurasia Business and Economics Society, vol. 11(2), pages 247-266, June.
    33. 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.
    34. Christian Rammer & Dirk Czarnitzki & Alfred Spielkamp, 2009. "Innovation success of non-R&D-performers: substituting technology by management in SMEs," Small Business Economics, Springer, vol. 33(1), pages 35-58, June.
    35. Cirillo, Valeria & Evangelista, Rinaldo & Guarascio, Dario & Sostero, Matteo, 2021. "Digitalization, routineness and employment: An exploration on Italian task-based data," Research Policy, Elsevier, vol. 50(7).
    36. Deb, Partha & Gallo, William T. & Ayyagari, Padmaja & Fletcher, Jason M. & Sindelar, Jody L., 2011. "The effect of job loss on overweight and drinking," Journal of Health Economics, Elsevier, vol. 30(2), pages 317-327, March.
    37. Castro Silva, Hugo & Lima, Francisco, 2017. "Technology, employment and skills: A look into job duration," Research Policy, Elsevier, vol. 46(8), pages 1519-1530.
    38. 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.
    39. Maarten Goos & Alan Manning & Anna Salomons, 2014. "Explaining Job Polarization: Routine-Biased Technological Change and Offshoring," American Economic Review, American Economic Association, vol. 104(8), pages 2509-2526, August.
    40. David S. Evans & Linda S. Leighton, 1989. "Why Do Smaller Firms Pay Less?," Journal of Human Resources, University of Wisconsin Press, vol. 24(2), pages 299-318.
    41. 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.
    42. Chun Yang & Bart Bossink & Peter Peverelli, 2017. "High-tech start-up firm survival originating from a combined use of internal resources," Small Business Economics, Springer, vol. 49(4), pages 799-824, December.
    43. Dosi, G. & Piva, M. & Virgillito, M.E. & Vivarelli, M., 2021. "Embodied and disembodied technological change: The sectoral patterns of job-creation and job-destruction," Research Policy, Elsevier, vol. 50(4).
    44. Daron Acemoglu & Pascual Restrepo, 2020. "Robots and Jobs: Evidence from US Labor Markets," Journal of Political Economy, University of Chicago Press, vol. 128(6), pages 2188-2244.
    45. Kenneth R. Troske, 1999. "Evidence On The Employer Size-Wage Premium From Worker-Establishment Matched Data," The Review of Economics and Statistics, MIT Press, vol. 81(1), pages 15-26, February.
    46. Van Roy, Vincent & Vértesy, Dániel & Vivarelli, Marco, 2018. "Technology and employment: Mass unemployment or job creation? Empirical evidence from European patenting firms," Research Policy, Elsevier, vol. 47(9), pages 1762-1776.
    47. Cefis, Elena & Marsili, Orietta, 2012. "Going, going, gone. Exit forms and the innovative capabilities of firms," Research Policy, Elsevier, vol. 41(5), pages 795-807.
    48. Flavio Calvino & Maria Enrica Virgillito, 2018. "The Innovation†Employment Nexus: A Critical Survey Of Theory And Empirics," Journal of Economic Surveys, Wiley Blackwell, vol. 32(1), pages 83-117, February.
    49. Nicoletti, Cheti & Rondinelli, Concetta, 2010. "The (mis)specification of discrete duration models with unobserved heterogeneity: A Monte Carlo study," Journal of Econometrics, Elsevier, vol. 159(1), pages 1-13, November.
    50. Gary Solon & Steven J. Haider & Jeffrey M. Wooldridge, 2015. "What Are We Weighting For?," Journal of Human Resources, University of Wisconsin Press, vol. 50(2), pages 301-316.
    51. Mörk, Eva & Sjögren, Anna & Svaleryd, Helena, 2020. "Consequences of parental job loss on the family environment and on human capital formation-Evidence from workplace closures," Labour Economics, Elsevier, vol. 67(C).
    52. Bartel, Ann P & Sicherman, Nachum, 1998. "Technological Change and the Skill Acquisition of Young Workers," Journal of Labor Economics, University of Chicago Press, vol. 16(4), pages 718-755, October.
    53. Eli Berman & John Bound & Zvi Griliches, 1994. "Changes in the Demand for Skilled Labor within U. S. Manufacturing: Evidence from the Annual Survey of Manufactures," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 109(2), pages 367-397.
    54. Marco Vivarelli, 2015. "Innovation and employment," IZA World of Labor, Institute of Labor Economics (IZA), pages 154-154, May.
    55. Timothy Dunne, 1994. "Plant Age and Technology Use in US. Manufacturing Industries," RAND Journal of Economics, The RAND Corporation, vol. 25(3), pages 488-499, Autumn.
    56. Bernice Kotey & Isaac Koomson, 2021. "Firm size differences in financial returns from flexible work arrangements (FWAs)," Small Business Economics, Springer, vol. 56(1), pages 65-81, January.
    57. Bianchini, Stefano & Pellegrino, Gabriele, 2019. "Innovation persistence and employment dynamics," Research Policy, Elsevier, vol. 48(5), pages 1171-1186.
    58. Denise Doiron & Silvia Mendolia, 2012. "The impact of job loss on family dissolution," Journal of Population Economics, Springer;European Society for Population Economics, vol. 25(1), pages 367-398, January.
    59. Dolton, Peter J & van der Klaauw, Wilbert, 1995. "Leaving Teaching in the UK: A Duration Analysis," Economic Journal, Royal Economic Society, vol. 105(429), pages 431-444, March.
    60. Heckman, James, 2013. "Sample selection bias as a specification error," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 31(3), pages 129-137.
    61. Cohen, Wesley M & Levinthal, Daniel A, 1989. "Innovation and Learning: The Two Faces of R&D," Economic Journal, Royal Economic Society, vol. 99(397), pages 569-596, September.
    62. Jenny Meyer, 2011. "Workforce age and technology adoption in small and medium-sized service firms," Small Business Economics, Springer, vol. 37(3), pages 305-324, October.
    63. Riccardo Lucchetti & Alessandro Sterlacchini, 2004. "The Adoption of ICT among SMEs: Evidence from an Italian Survey," Small Business Economics, Springer, vol. 23(2), pages 151-168, September.
    64. Idson, Todd L & Feaster, Daniel J, 1990. "A Selectivity Model of Employer-Size Wage Differentials," Journal of Labor Economics, University of Chicago Press, vol. 8(1), pages 99-122, January.
    65. Bartel, Ann P & Lichtenberg, Frank R, 1987. "The Comparative Advantage of Educated Workers in Implementing New Technology," The Review of Economics and Statistics, MIT Press, vol. 69(1), pages 1-11, February.
    66. Edwin Mansfield, 1963. "The Speed of Response of Firms to New Techniques," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 77(2), pages 290-311.
    67. Charles Brown & James L. Medoff, 2003. "Firm Age and Wages," Journal of Labor Economics, University of Chicago Press, vol. 21(3), pages 677-698, July.
    68. Serban Mogos & Alex Davis & Rui Baptista, 2021. "High and sustainable growth: persistence, volatility, and survival of high growth firms," Eurasian Business Review, Springer;Eurasia Business and Economics Society, vol. 11(1), pages 135-161, March.
    69. Lancaster, Tony, 1979. "Econometric Methods for the Duration of Unemployment," Econometrica, Econometric Society, vol. 47(4), pages 939-956, July.
    70. Daria Ciriaci & Pietro Moncada-Paternò-Castello & Peter Voigt, 2016. "Innovation and job creation: a sustainable relation?," Eurasian Business Review, Springer;Eurasia Business and Economics Society, vol. 6(2), pages 189-213, August.
    71. Balsmeier, Benjamin & Woerter, Martin, 2019. "Is this time different? How digitalization influences job creation and destruction," Research Policy, Elsevier, vol. 48(8), pages 1-1.
    72. Dan A. Black & Brett J. Noel & Zheng Wang, 1999. "On-the-Job Training, Establishment Size, and Firm Size: Evidence for Economies of Scale in the Production of Human Capital," Southern Economic Journal, John Wiley & Sons, vol. 66(1), pages 82-100, July.
    73. Romeo, Anthony A, 1975. "Interindustry and Interfirm Differences in the Rate of Diffusion of an Innovation," The Review of Economics and Statistics, MIT Press, vol. 57(3), pages 311-319, August.
    74. Spyros Arvanitis & Heinz Hollenstein, 2001. "The Determinants Of The Adoption Of Advanced Manufacturing Technology," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 10(5), pages 377-414.
    75. Barron, John M & Black, Dan A & Loewenstein, Mark A, 1987. "Employer Size: The Implications for Search, Training, Capital Investment, Starting Wages, and Wage Growth," Journal of Labor Economics, University of Chicago Press, vol. 5(1), pages 76-89, January.
    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. Castro Silva, Hugo & Lima, Francisco, 2017. "Technology, employment and skills: A look into job duration," Research Policy, Elsevier, vol. 46(8), pages 1519-1530.
    2. Cirillo, Valeria & Evangelista, Rinaldo & Guarascio, Dario & Sostero, Matteo, 2021. "Digitalization, routineness and employment: An exploration on Italian task-based data," Research Policy, Elsevier, vol. 50(7).
    3. Jasmine Mondolo, 2022. "The composite link between technological change and employment: A survey of the literature," Journal of Economic Surveys, Wiley Blackwell, vol. 36(4), pages 1027-1068, September.
    4. Montobbio, Fabio & Staccioli, Jacopo & Virgillito, Maria Enrica & Vivarelli, Marco, 2022. "Robots and the origin of their labour-saving impact," Technological Forecasting and Social Change, Elsevier, vol. 174(C).
    5. Barbieri, Laura & Mussida, Chiara & Piva, Mariacristina & Vivarelli, Marco, 2019. "Testing the employment and skill impact of new technologies: A survey and some methodological issues," MERIT Working Papers 2019-032, United Nations University - Maastricht Economic and Social Research Institute on Innovation and Technology (MERIT).
    6. Boddin, Dominik & Kroeger, Thilo, 2021. "Structural change revisited: The rise of manufacturing jobs in the service sector," Discussion Papers 38/2021, Deutsche Bundesbank.
    7. Destefanis, Sergio & Rehman, Naqeeb Ur, 2023. "Investment, innovation activities and employment across European regions," Structural Change and Economic Dynamics, Elsevier, vol. 65(C), pages 474-490.
    8. Rajeev K. Goel & Michael A. Nelson, 2022. "Employment effects of R&D and process innovation: evidence from small and medium-sized firms in emerging markets," Eurasian Business Review, Springer;Eurasia Business and Economics Society, vol. 12(1), pages 97-123, March.
    9. Jeremy T. Fox, 2009. "Firm-Size Wage Gaps, Job Responsibility, and Hierarchical Matching," Journal of Labor Economics, University of Chicago Press, vol. 27(1), pages 83-126, January.
    10. Fackler, Daniel & Müller, Steffen & Stegmaier, Jens, 2017. "Explaining wage losses after job displacement: Employer size and lost firm rents," IWH Discussion Papers 32/2017, Halle Institute for Economic Research (IWH).
    11. Janssen, Simon & Mohrenweiser, Jens, 2018. "The Shelf Life of Incumbent Workers during Accelerating Technological Change: Evidence from a Training Regulation Reform," IZA Discussion Papers 11312, Institute of Labor Economics (IZA).
    12. T. Gries & R. Grundmann & I. Palnau & M. Redlin, 2017. "Innovations, growth and participation in advanced economies - a review of major concepts and findings," International Economics and Economic Policy, Springer, vol. 14(2), pages 293-351, April.
    13. Antonio Martins-Neto & Nanditha Mathew & Pierre Mohnen & Tania Treibich, 2021. "Is There Job Polarization in Developing Economies? A Review and Outlook," CESifo Working Paper Series 9444, CESifo.
    14. Dan A. Black & Lars Skipper & Jeffrey A. Smith & Jeffrey Andrew Smith, 2023. "Firm Training," CESifo Working Paper Series 10268, CESifo.
    15. Vivarelli, Marco, 2018. "Globalisation, structural change and innovation in emerging economies: The impact on employment and skills," MERIT Working Papers 2018-037, United Nations University - Maastricht Economic and Social Research Institute on Innovation and Technology (MERIT).
    16. Borsato, Andrea & Lorentz, André, 2023. "The Kaldor–Verdoorn law at the age of robots and AI," Research Policy, Elsevier, vol. 52(10).
    17. Maarten Goos & Melanie Arntz & Ulrich Zierahn & Terry Gregory & Stephanie Carretero Gomez & Ignacio Gonzalez Vazquez & Koen Jonkers, 2019. "The Impact of Technological Innovation on the Future of Work," JRC Working Papers on Labour, Education and Technology 2019-03, Joint Research Centre.
    18. Arellano-Bover, Jaime & Saltiel, Fernando, 2021. "Differences in On-the-Job Learning across Firms," IZA Discussion Papers 14473, Institute of Labor Economics (IZA).
    19. Nicola Cassandro & Marco Centra & Dario Guarascio & Piero Esposito, 2021. "What drives employment–unemployment transitions? Evidence from Italian task-based data," Economia Politica: Journal of Analytical and Institutional Economics, Springer;Fondazione Edison, vol. 38(3), pages 1109-1147, October.
    20. Kerstin Hotte & Melline Somers & Angelos Theodorakopoulos, 2022. "Technology and jobs: A systematic literature review," Papers 2204.01296, arXiv.org.

    More about this item

    Keywords

    knowledge intensity; technology; firm size; small firms; job duration; skills;
    All these keywords.

    JEL classification:

    • A1 - General Economics and Teaching - - General Economics

    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:inf:wpaper:2021.08. 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: Pedro Cerqueira (email available below). General contact details of provider: https://edirc.repec.org/data/inferea.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.