IDEAS home Printed from https://ideas.repec.org/p/iza/izadps/dp15936.html
   My bibliography  Save this paper

Advanced Digital Technologies and Investment in Employee Training: Complements or Substitutes?

Author

Listed:
  • Brunello, Giorgio

    (University of Padova)

  • Rückert, Désirée

    (European Investment Bank)

  • Weiss, Christoph T.

    (European Investment Bank)

  • Wruuck, Patricia

    (European Investment Bank)

Abstract

Using firm-level data covering the 27 EU countries, the UK and the US, we show that employers tend to reduce investment in training per employee after adopting advanced digital technologies (ADT). We estimate with a control function approach firm-level production functions augmented with two factors, the training stock per employee and digital technology use. We show that ADT use and employee training are substitutes in production, implying that an increase in the former negatively affects the marginal productivity of the latter, and that a decline in the cost of introducing ADT reduces employers' investment in training per employee. These findings point to challenges in realizing high levels of firm-sponsored training for employees in increasingly digital economies.

Suggested Citation

  • Brunello, Giorgio & Rückert, Désirée & Weiss, Christoph T. & Wruuck, Patricia, 2023. "Advanced Digital Technologies and Investment in Employee Training: Complements or Substitutes?," IZA Discussion Papers 15936, Institute of Labor Economics (IZA).
  • Handle: RePEc:iza:izadps:dp15936
    as

    Download full text from publisher

    File URL: https://docs.iza.org/dp15936.pdf
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Hainmueller, Jens, 2012. "Entropy Balancing for Causal Effects: A Multivariate Reweighting Method to Produce Balanced Samples in Observational Studies," Political Analysis, Cambridge University Press, vol. 20(1), pages 25-46, January.
    2. Popov, Alexander, 2014. "Credit constraints and investment in human capital: Training evidence from transition economies," Journal of Financial Intermediation, Elsevier, vol. 23(1), pages 76-100.
    3. Andy Feng & Georg Graetz, 2020. "Training Requirements, Automation, and Job Polarisation," The Economic Journal, Royal Economic Society, vol. 130(631), pages 2249-2271.
    4. Mirko Draca & Raffaella Sadun & John Van Reenen, 2006. "Productivity and ICT: A Review of the Evidence," CEP Discussion Papers dp0749, Centre for Economic Performance, LSE.
    5. Georg Graetz & Guy Michaels, 2018. "Robots at Work," The Review of Economics and Statistics, MIT Press, vol. 100(5), pages 753-768, December.
    6. Daron Acemoglu & Pascual Restrepo, 2019. "Automation and New Tasks: How Technology Displaces and Reinstates Labor," Journal of Economic Perspectives, American Economic Association, vol. 33(2), pages 3-30, Spring.
    7. Alex Chernoff & Casey Warman, 2023. "COVID-19 and implications for automation," Applied Economics, Taylor & Francis Journals, vol. 55(17), pages 1939-1957, April.
    8. Blanchard, Olivier Jean & Kiyotaki, Nobuhiro, 1987. "Monopolistic Competition and the Effects of Aggregate Demand," American Economic Review, American Economic Association, vol. 77(4), pages 647-666, September.
    9. Martins, Pedro S., 2021. "Employee training and firm performance: Evidence from ESF grant applications," Labour Economics, Elsevier, vol. 72(C).
    10. Giorgio Brunello & Pietro Garibaldi & Etienne Wasmer, 2007. "Education and training in Europe," SciencePo Working papers Main hal-03415950, HAL.
    11. Jozef Konings & Stijn Vanormelingen, 2015. "The Impact of Training on Productivity and Wages: Firm-Level Evidence," The Review of Economics and Statistics, MIT Press, vol. 97(2), pages 485-497, May.
    12. Derek C. Jones & Panu Kalmi & Antti Kauhanen, 2012. "The effects of general and firm-specific training on wages and performance: evidence from banking," Oxford Economic Papers, Oxford University Press, vol. 64(1), pages 151-175, January.
    13. Brutscher, Philipp-Bastian & Coali, Andrea & Delanote, Julie & Harasztosi, Peter, 2020. "EIB Group Survey on Investment and Investment Finance: A technical note on data quality," EIB Working Papers 2020/08, European Investment Bank (EIB).
    14. Daniel A. Ackerberg & Kevin Caves & Garth Frazer, 2015. "Identification Properties of Recent Production Function Estimators," Econometrica, Econometric Society, vol. 83, pages 2411-2451, November.
    15. M. Battisti & M. Del Gatto & A. F. Gravina & C. F. Parmeter, 2021. "Robots versus labor skills: a complementarity/substitutability analysis," Working Paper CRENoS 202104, Centre for North South Economic Research, University of Cagliari and Sassari, Sardinia.
    16. Daron Acemoglu & Pascual Restrepo, 2022. "Tasks, Automation, and the Rise in U.S. Wage Inequality," Econometrica, Econometric Society, vol. 90(5), pages 1973-2016, September.
    17. Inge Sieben & Andries De Grip & Jessica Longen & Ole Sørensen, 2009. "Technology, Selection, and Training in Call Centers," ILR Review, Cornell University, ILR School, vol. 62(4), pages 553-572, July.
    18. Brunello, Giorgio & Garibaldi, Pietro & Wasmer, Etienne (ed.), 2007. "Education and Training in Europe," OUP Catalogue, Oxford University Press, number 9780199210978.
    19. Masayuki Morikawa, 2017. "Firms' Expectations About The Impact Of Ai And Robotics: Evidence From A Survey," Economic Inquiry, Western Economic Association International, vol. 55(2), pages 1054-1063, April.
    20. Petra E. Todd & Kenneth I. Wolpin, 2003. "On The Specification and Estimation of The Production Function for Cognitive Achievement," Economic Journal, Royal Economic Society, vol. 113(485), pages 3-33, February.
    21. Emin Dinlersoz & Zoltan Wolf, 2018. "Automation, Labor Share, and Productivity: Plant-Level Evidence from U.S. Manufacturing," Working Papers 18-39, Center for Economic Studies, U.S. Census Bureau.
    22. Ljubica Nedelkoska & Glenda Quintini, 2018. "Automation, skills use and training," OECD Social, Employment and Migration Working Papers 202, OECD Publishing.
    23. Schmidpeter, Bernhard & Winter-Ebmer, Rudolf, 2021. "Automation, unemployment, and the role of labor market training," European Economic Review, Elsevier, vol. 137(C).
    24. Giorgio Brunello & Pietro Garibaldi & Etienne Wasmer, 2007. "Education and training in Europe," Post-Print hal-03415950, HAL.
    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. Gathmann, Christina & Kagerl, Christian & Pohlan, Laura & Roth, Duncan H.W., 2023. "The Pandemic Push: Digital Technologies and Workforce Adjustments," IZA Discussion Papers 16062, Institute of Labor Economics (IZA).

    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. Czarnitzki, Dirk & Fernández, Gastón P. & Rammer, Christian, 2023. "Artificial intelligence and firm-level productivity," Journal of Economic Behavior & Organization, Elsevier, vol. 211(C), pages 188-205.
    2. John S Heywood & Uwe Jirjahn & Annika Pfister, 2020. "Product market competition and employer provided training in Germany," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 29(2), pages 533-556.
    3. Christos Bilanakos & Colin P. Green & John S. Heywood & Nikolaos Theodoropoulos, 2017. "Do Dominant Firms Provide More Training?," Journal of Economics & Management Strategy, Wiley Blackwell, vol. 26(1), pages 67-95, February.
    4. Bürgisser, Reto, 2023. "Policy Responses to Technological Change in the Workplace," SocArXiv kwxn2, Center for Open Science.
    5. Brunello, Giorgio & Wruuck, Patricia, 2020. "Employer provided training in Europe: Determinants and obstacles," EIB Working Papers 2020/03, European Investment Bank (EIB).
    6. Floreani, Vincent Arthur, 2014. "Fixing Europe's youth unemployment and skills mismatch, can public financial support to SMEs be effective? The case of the European Commission and European Investment Bank joint initiatives," MPRA Paper 55849, University Library of Munich, Germany.
    7. Cali,Massimiliano & Presidente,Giorgio, 2021. "Automation and Manufacturing Performance in a Developing Country," Policy Research Working Paper Series 9653, The World Bank.
    8. 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).
    9. Damioli, G. & Van Roy, V. & Vertesy, D. & Vivarelli, M., 2021. "May AI revolution be labour-friendly? Some micro evidence from the supply side," GLO Discussion Paper Series 823, Global Labor Organization (GLO).
    10. Marco Bee & Julien Hambuckers, 2020. "Modeling multivariate operational losses via copula-based distributions with g-and-h marginals," DEM Working Papers 2020/3, Department of Economics and Management.
    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. Santiago Caicedo & Miguel Espinosa & Arthur Seibold, 2022. "Unwilling to Train?—Firm Responses to the Colombian Apprenticeship Regulation," Econometrica, Econometric Society, vol. 90(2), pages 507-550, March.
    13. Kerstin Hotte & Angelos Theodorakopoulos & Pantelis Koutroumpis, 2021. "Automation and Taxation," Papers 2103.04111, arXiv.org, revised Apr 2022.
    14. Henrik Hansen & S. Kanay De & John Rand & Neda Trifković, 2023. "Wage returns to workplace training in Myanmar," Development Policy Review, Overseas Development Institute, vol. 41(2), March.
    15. Hensvik, Lena & Skans, Oskar Nordström, 2023. "The skill-specific impact of past and projected occupational decline," Labour Economics, Elsevier, vol. 81(C).
    16. Daron Acemoglu & Claire Lelarge & Pascual Restrepo, 2020. "Competing with Robots: Firm-Level Evidence from France," AEA Papers and Proceedings, American Economic Association, vol. 110, pages 383-388, May.
    17. Christian Dustmann & Uta Schönberg, 2012. "What Makes Firm-Based Vocational Training Schemes Successful? The Role of Commitment," American Economic Journal: Applied Economics, American Economic Association, vol. 4(2), pages 36-61, April.
    18. Fan, Haichao & Hu, Yichuan & Tang, Lixin, 2021. "Labor costs and the adoption of robots in China," Journal of Economic Behavior & Organization, Elsevier, vol. 186(C), pages 608-631.
    19. Davide Dottori, 2021. "Robots and employment: evidence from Italy," Economia Politica: Journal of Analytical and Institutional Economics, Springer;Fondazione Edison, vol. 38(2), pages 739-795, July.
    20. Azio Barani, 2021. "Innovazione tecnologica e lavoro: automazione, occupazione e impatti socio-economici," QUADERNI DI ECONOMIA DEL LAVORO, FrancoAngeli Editore, vol. 0(114), pages 51-79.

    More about this item

    Keywords

    digitization; automation; training; productivity;
    All these keywords.

    JEL classification:

    • D24 - Microeconomics - - Production and Organizations - - - Production; Cost; Capital; Capital, Total Factor, and Multifactor Productivity; Capacity
    • J24 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Human Capital; Skills; Occupational Choice; Labor Productivity

    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:iza:izadps:dp15936. 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: Holger Hinte (email available below). General contact details of provider: https://edirc.repec.org/data/izaaade.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.