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Digital Advantage: Evidence from a Policy Evaluation of Adoption Subsidies

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  • 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estimate the effects of digital technologies on adopters relative to a first control group of applicants whose funding was revoked, and a second one obtained through statistical matching.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
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    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," Voprosy Ekonomiki, NP Voprosy Ekonomiki, issue 10.
    3. 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).
    4. 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.
    5. 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.
    6. Chad Syverson, 2011. "What Determines Productivity?," Journal of Economic Literature, American Economic Association, vol. 49(2), pages 326-365, June.
    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. 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.
    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. 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.
    14. 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.
    15. 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.
    16. 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.
    17. Gold, Bela, 1981. "Technological Diffusion in Industry: Research Needs and Shortcomings," Journal of Industrial Economics, Wiley Blackwell, vol. 29(3), pages 247-269, March.
    18. 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.
    19. Daniel A. Ackerberg & Kevin Caves & Garth Frazer, 2015. "Identification Properties of Recent Production Function Estimators," Econometrica, Econometric Society, vol. 83, pages 2411-2451, November.
    20. 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.
    21. 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.
    22. 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.
    23. Charles R. Hulten, 1992. "Growth Accounting When Technical Change is Embodied in Capital," NBER Working Papers 3971, National Bureau of Economic Research, Inc.
    24. Andy Cosh & Douglas Cumming & Alan Hughes, 2009. "Outside Enterpreneurial Capital," Economic Journal, Royal Economic Society, vol. 119(540), pages 1494-1533, October.
    25. 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.
    26. 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.
    27. 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.
    28. 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.
    29. 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.
    30. 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.
    31. Rosenberg, Nathan, 1972. "Factors affecting the diffusion of technology," Explorations in Economic History, Elsevier, vol. 10(1), pages 3-33.
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    Keywords

    Advanced manufacturing; Industry 4.0; Technology diffusion; Adoption subsidies; Industrial strategy.;
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