IDEAS home Printed from https://ideas.repec.org/p/ssa/lemwps/2023-41.html

Digital Advantage: Evidence from a Policy Evaluation of Adoption Subsidies

Author

Listed:
  • Antonio Ughi
  • Andrea Mina

Abstract

Investments in advanced manufacturing technologies are expected to generate substantial gains for firms. The aim of this work is to evaluate the nature and extent of such gains. We use information on the ''Nuova Sabatini'' subsidy - an important policy measure adopted in Italy over the last few years - and employ a Difference-in-Differences methodology to estimate the effects of digital technologies on adopters relative to a first control group of applicants whose funding was revoked, and a second one obtained through statistical matching. The analysis exploits the rare opportunity of bringing together data from the Italian ''National Register of State Aids'' (NRA), confidential data from the Ministry of Economic Development (MiSE), and financial data from the complete business register of the Italian Chambers of Commerce (InfoCamere). Results show that new digital investments have positive effects on productivity and that the policy is effective in boosting the overall performance of treated firms. In addition, there is no evidence that digital adoption results in technological unemployment.

Suggested Citation

  • Antonio Ughi & Andrea Mina, 2023. "Digital Advantage: Evidence from a Policy Evaluation of Adoption Subsidies," LEM Papers Series 2023/41, Laboratory of Economics and Management (LEM), Sant'Anna School of Advanced Studies, Pisa, Italy.
  • Handle: RePEc:ssa:lemwps:2023/41
    as

    Download full text from publisher

    File URL: http://www.lem.sssup.it/WPLem/files/2023-41.pdf
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Stoneman, Paul & Kwon, Myung-Joong, 1994. "The Diffusion of Multiple Process Technologies," Economic Journal, Royal Economic Society, vol. 104(423), pages 420-431, March.
    2. Nicholas Bloom & John Van Reenen & Heidi Williams, 2019. "A Toolkit of Policies to Promote Innovation," Journal of Economic Perspectives, American Economic Association, vol. 33(3), pages 163-184, Summer.
    3. Bart van Ark & Robert Inklaar & Robert H. McGuckin, 2003. "ICT and Productivity in Europe and the United States Where Do the Differences Come From?," CESifo Economic Studies, CESifo Group, vol. 49(3), pages 295-318.
    4. Chad Syverson, 2011. "What Determines Productivity?," Journal of Economic Literature, American Economic Association, vol. 49(2), pages 326-365, June.
    5. Domini, Giacomo & Grazzi, Marco & Moschella, Daniele & Treibich, Tania, 2021. "Threats and opportunities in the digital era: Automation spikes and employment dynamics," Research Policy, Elsevier, vol. 50(7).
    6. Perez, Carlota, 1985. "Microelectronics, long waves and world structural change: New perspectives for developing countries," World Development, Elsevier, vol. 13(3), pages 441-463, March.
    7. Berger, Allen N. & Udell, Gregory F., 2006. "A more complete conceptual framework for SME finance," Journal of Banking & Finance, Elsevier, vol. 30(11), pages 2945-2966, November.
    8. Andy Cosh & Douglas Cumming & Alan Hughes, 2009. "Outside Enterpreneurial Capital," Economic Journal, Royal Economic Society, vol. 119(540), pages 1494-1533, October.
    9. Wolfgang Dauth & Sebastian Findeisen & Jens Suedekum & Nicole Woessner, 2021. "The Adjustment of Labor Markets to Robots [“Skills, Tasks and Technologies: Implications for Employment and Earnings]," Journal of the European Economic Association, European Economic Association, vol. 19(6), pages 3104-3153.
    10. Culot, Giovanna & Nassimbeni, Guido & Orzes, Guido & Sartor, Marco, 2020. "Behind the definition of Industry 4.0: Analysis and open questions," International Journal of Production Economics, Elsevier, vol. 226(C).
    11. Hünermund, Paul & Czarnitzki, Dirk, 2019. "Estimating the causal effect of R&D subsidies in a pan-European program," Research Policy, Elsevier, vol. 48(1), pages 115-124.
    12. Daron Acemoglu & David Autor & David Dorn & Gordon H. Hanson & Brendan Price, 2014. "Return of the Solow Paradox? IT, Productivity, and Employment in US Manufacturing," American Economic Review, American Economic Association, vol. 104(5), pages 394-399, May.
    13. Arianna Martinelli & Andrea Mina & Massimo Moggi, 2021. "The enabling technologies of industry 4.0: examining the seeds of the fourth industrial revolution [Mapping innovation dynamics in the Internet of Things domain: evidence from patent analysis]," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 30(1), pages 161-188.
    14. DeStefano, Timothy & Kneller, Richard & Timmis, Jonathan, 2018. "Broadband infrastructure, ICT use and firm performance: Evidence for UK firms," Journal of Economic Behavior & Organization, Elsevier, vol. 155(C), pages 110-139.
    15. Dan Andrews & Chiara Criscuolo & Peter N. Gal, 2015. "Frontier Firms, Technology Diffusion and Public Policy: Micro Evidence from OECD Countries," OECD Productivity Working Papers 2, OECD Publishing.
    16. Valeria Cirillo & Lucrezia Fanti & Andrea Mina & Andrea Ricci, 2023. "New digital technologies and firm performance in the Italian economy," Industry and Innovation, Taylor & Francis Journals, vol. 30(1), pages 159-188, January.
    17. Hulten, Charles R, 1992. "Growth Accounting When Technical Change Is Embodied in Capital," American Economic Review, American Economic Association, vol. 82(4), pages 964-980, September.
    18. Dosi, Giovanni & Nelson, Richard R., 2010. "Technical Change and Industrial Dynamics as Evolutionary Processes," Handbook of the Economics of Innovation, in: Bronwyn H. Hall & Nathan Rosenberg (ed.), Handbook of the Economics of Innovation, edition 1, volume 1, chapter 0, pages 51-127, Elsevier.
    19. Valérie Revest & Alessandro Sapio, 2012. "Financing technology-based small firms in Europe: what do we know?," Small Business Economics, Springer, vol. 39(1), pages 179-205, July.
    20. Giovanni Dosi & Dario Guarascio & Andrea Ricci & Maria Enrica Virgillito, 2021. "Neodualism in the Italian business firms: training, organizational capabilities, and productivity distributions," Small Business Economics, Springer, vol. 57(1), pages 167-189, June.
    21. Gold, Bela, 1981. "Technological Diffusion in Industry: Research Needs and Shortcomings," Journal of Industrial Economics, Wiley Blackwell, vol. 29(3), pages 247-269, March.
    22. repec:dgr:rugccs:200311 is not listed on IDEAS
    23. Dosi, Giovanni, 1993. "Technological paradigms and technological trajectories : A suggested interpretation of the determinants and directions of technical change," Research Policy, Elsevier, vol. 22(2), pages 102-103, April.
    24. Ark, Bart van & Inklaar, Robert & McGuckin, Robert H., 2003. "ICT and productivity in Europe and the United States," CCSO Working Papers 200311, University of Groningen, CCSO Centre for Economic Research.
    25. Elhanan Helpman & Manuel Trajtenberg, 1996. "Diffusion of General Purpose Technologies," NBER Working Papers 5773, National Bureau of Economic Research, Inc.
    26. Daniel A. Ackerberg & Kevin Caves & Garth Frazer, 2015. "Identification Properties of Recent Production Function Estimators," Econometrica, Econometric Society, vol. 83, pages 2411-2451, November.
    27. King, Gary & Nielsen, Richard, 2019. "Why Propensity Scores Should Not Be Used for Matching," Political Analysis, Cambridge University Press, vol. 27(4), pages 435-454, October.
    28. Giovanni Dosi & Marco Grazzi & Chiara Tomasi & Alessandro Zeli, 2012. "Turbulence underneath the big calm? The micro-evidence behind Italian productivity dynamics," Small Business Economics, Springer, vol. 39(4), pages 1043-1067, November.
    29. Ann Bartel & Casey Ichniowski & Kathryn Shaw, 2007. "How Does Information Technology Affect Productivity? Plant-Level Comparisons of Product Innovation, Process Improvement, and Worker Skills," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 122(4), pages 1721-1758.
    30. James Levinsohn & Amil Petrin, 2003. "Estimating Production Functions Using Inputs to Control for Unobservables," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 70(2), pages 317-341.
    31. Malerba, Franco & Orsenigo, Luigi, 1996. "The Dynamics and Evolution of Industries," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 5(1), pages 51-87.
    32. Erik Brynjolfsson & Lorin M. Hitt, 2003. "Computing Productivity: Firm-Level Evidence," The Review of Economics and Statistics, MIT Press, vol. 85(4), pages 793-808, November.
    33. Flavio Calvino & Luca Fontanelli, 2023. "A portrait of AI adopters across countries: Firm characteristics, assets’ complementarities and productivity," OECD Science, Technology and Industry Working Papers 2023/02, OECD Publishing.
    34. Rosenberg, Nathan, 1972. "Factors affecting the diffusion of technology," Explorations in Economic History, Elsevier, vol. 10(1), pages 3-33.
    35. Charles R. Hulten, 1992. "Growth Accounting When Technical Change is Embodied in Capital," NBER Working Papers 3971, National Bureau of Economic Research, Inc.
    36. 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.
    37. Nicholas Bloom & John Van Reenen & Heidi Williams, 2019. "A toolkit of policies to promote innovation," Voprosy Ekonomiki, NP Voprosy Ekonomiki, issue 10.
    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. Bernardo Caldarola & Luca Fontanelli, 2024. "Scaling up to the cloud: Cloud technology use and growth rates in small and large firms," Papers 2409.17035, arXiv.org, revised May 2026.
    2. Fontanelli, Luca & Calvino, Flavio & Criscuolo, Chiara & Nesta, Lionel & Verdolini, Elena, 2025. "Human after all: Occupations at the core of AI adoption," Labour Economics, Elsevier, vol. 95(C).
    3. Luca Fontanelli & Flavio Calvino & Chiara Criscuolo & Lionel Nesta & Elena Verdolini, 2024. "The role of human capital for AI adoption: Evidence from French firms," Post-Print hal-05029748, HAL.
    4. Bernardo Caldarola & Luca Fontanelli, 2024. "Cloud technologies, firm growth and industry concentration: Evidence from France," LEM Papers Series 2024/25, Laboratory of Economics and Management (LEM), Sant'Anna School of Advanced Studies, Pisa, Italy.

    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. Stiebale, Joel & Suedekum, Jens & Woessner, Nicole, 2024. "Robots and the rise of European superstar firms," International Journal of Industrial Organization, Elsevier, vol. 97(C).
    2. Nucci, Francesco & Puccioni, Chiara & Ricchi, Ottavio, 2023. "Digital technologies and productivity: A firm-level investigation," Economic Modelling, Elsevier, vol. 128(C).
    3. Mauro Caselli & Edwin Fourrier-Nicolai & Andrea Fracasso & Sergio Scicchitano, 2024. "Digital Technologies and Firms’ Employment and Training," CESifo Working Paper Series 11056, CESifo.
    4. 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.
    5. Erik Brynjolfsson & Wang Jin & Kristina McElheran, 2021. "The power of prediction: predictive analytics, workplace complements, and business performance," Business Economics, Palgrave Macmillan;National Association for Business Economics, vol. 56(4), pages 217-239, October.
    6. Cirillo, Valeria & Mina, Andrea & Ricci, Andrea, 2024. "Digital technologies, labor market flows and training: Evidence from Italian employer-employee data," Technological Forecasting and Social Change, Elsevier, vol. 209(C).
    7. Konstantins Benkovskis & Styliani Christodoulopoulou & Olegs Tkacevs, 2025. "Adaption of Digital Technologies: the Case of Latvian Firms," Discussion Papers 2025/01, Latvijas Banka.
    8. Cusolito,Ana Paula & Lederman,Daniel & Pena,Jorge O., 2020. "The Effects of Digital-Technology Adoption on Productivity and Factor Demand : Firm-level Evidence from Developing Countries," Policy Research Working Paper Series 9333, The World Bank.
    9. Natália Barbosa & Ana Paula faria, 2022. "Digital adoption and productivity: understanding micro drivers of the aggregate effect," GEE Papers 0162, Gabinete de Estratégia e Estudos, Ministério da Economia, revised Jun 2022.
    10. Arntz, Melanie & Genz, Sabrina & Gregory, Terry & Lehmer, Florian & Zierahn-Weilage, Ulrich, 2024. "De-Routinization in the Fourth Industrial Revolution - Firm-Level Evidence," IZA Discussion Papers 16740, IZA Network @ LISER.
    11. Emannuel Dhyne & Joep Konings & Joep Konings & Stijn Vanormelingen,, 2018. "IT and productivity: A firm level analysis," Working Paper Research 346, National Bank of Belgium.
    12. Bettiol, Marco & Capestro, Mauro & Di Maria, Eleonora & Ganau, Roberto, 2024. "Is this time different? how Industry 4.0 affects firms' labor productivity," LSE Research Online Documents on Economics 124545, London School of Economics and Political Science, LSE Library.
    13. Michele Battisti & Valentino Dardanoni & Stefano Demichelis, 2024. "Inter-firm Heterogeneity in Production," Papers 2411.15980, arXiv.org.
    14. Marco Bettiol & Mauro Capestro & Eleonora Di Maria & Roberto Ganau, 2024. "Is this time different? How Industry 4.0 affects firms’ labor productivity," Small Business Economics, Springer, vol. 62(4), pages 1449-1467, April.
    15. Brancati, Emanuele & Brancati, Raffaele & Guarascio, Dario & Zanfei, Antonello, 2020. "In Times of Trouble: Innovative Drivers of External Competitiveness for Small Businesses during the Great Recession," GLO Discussion Paper Series 639, Global Labor Organization (GLO).
    16. Quang-Thanh Ngo & Quang-Van Tran & Tien-Dung Nguyen & Trung-Thanh Nguyen, 2020. "How Heterogeneous Are the Determinants of Total Factor Productivity in Manufacturing Sectors? Panel-Data Evidence from Vietnam," Economies, MDPI, vol. 8(3), pages 1-25, July.
    17. Braunerhjelm, Pontus & Lappi, Emma, 2023. "Employees' entrepreneurial human capital and firm performance," Research Policy, Elsevier, vol. 52(2).
    18. Ekaterina Prytkova, 2021. "ICT's Wide Web: a System-Level Analysis of ICT's Industrial Diffusion with Algorithmic Links," Jena Economics Research Papers 2021-005, Friedrich-Schiller-University Jena.
    19. Pardesi, Mantej, 2024. "Productivity convergence and firm’s training strategy," ROA Research Memorandum 003, Maastricht University, Research Centre for Education and the Labour Market (ROA).
    20. Themann, Michael & Koch, Nicolas, 2021. "Catching up and falling behind: Cross-country evidence on the impact of the EU ETS on firm productivity," Ruhr Economic Papers 904, RWI - Leibniz-Institut für Wirtschaftsforschung, Ruhr-University Bochum, TU Dortmund University, University of Duisburg-Essen.

    More about this item

    Keywords

    ;
    ;
    ;
    ;
    ;

    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:ssa:lemwps:2023/41. 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: the person in charge (email available below). General contact details of provider: https://edirc.repec.org/data/labssit.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.