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More technology, more loans? How advanced digital technologies influence firms’ financing conditions

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  • Bronzini, Raffaello
  • Giunta, Anna
  • Pierucci, Eleonora
  • Sforza, Marco

Abstract

The paper investigates the effects of the adoption of advanced digital technologies (i.e., Industry 4.0) on firms’ credit conditions through a signaling effect. The empirical analysis exploits microdata from the Bank of Italy’s “Survey on Manufacturing and Service Firms” available for the period 2015–2019, integrated with balance sheet information provided by Cerved. We use a binary endogenous treatment effect model and IV estimation strategy to determine the average effect of digital technology adoption on firms’ financing variables. The results can be summarized as follows: (i) the adoption of digital technologies (DT) lowers the likelihood of being credit rationed; (ii) the adoption of DT is associated with a higher level of leverage but with a lower cost of debt; (iii) the increased firm’s debt is associated with a composition effect resulting in an expansion of bank debt and a reduction in financial debt. These results, which are robust to a number of checks, suggest that digital technology adoption improves firms’ financial conditions, with lower constraints and lower costs, and also influences the relationship between the firm and the financial institutions.

Suggested Citation

  • Bronzini, Raffaello & Giunta, Anna & Pierucci, Eleonora & Sforza, Marco, 2025. "More technology, more loans? How advanced digital technologies influence firms’ financing conditions," Structural Change and Economic Dynamics, Elsevier, vol. 72(C), pages 47-66.
    • Handle: RePEc:eee:streco:v:72:y:2025:i:c:p:47-66
    DOI: 10.1016/j.strueco.2024.11.011
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    1. Irene Bertschek & Michael Polder & Patrick Schulte, 2019. "ICT and resilience in times of crisis: evidence from cross-country micro moments data," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 28(8), pages 759-774, November.
    2. Erik Brynjolfsson & Daniel Rock & Chad Syverson, 2021. "The Productivity J-Curve: How Intangibles Complement General Purpose Technologies," American Economic Journal: Macroeconomics, American Economic Association, vol. 13(1), pages 333-372, January.
    3. Bellucci, Andrea & Borisov, Alexander & Giombini, Germana & Zazzaro, Alberto, 2023. "Information asymmetry, external certification, and the cost of bank debt," Journal of Corporate Finance, Elsevier, vol. 78(C).
    4. Gabriel Jiménez & Steven Ongena & José‐Luis Peydró & Jesús Saurina, 2014. "Hazardous Times for Monetary Policy: What Do Twenty‐Three Million Bank Loans Say About the Effects of Monetary Policy on Credit Risk‐Taking?," Econometrica, Econometric Society, vol. 82(2), pages 463-505, March.
    5. Alessandra Canepa & Paul Stoneman, 2005. "Financing Constraints in the Inter Firm Diffusion of New Process Technologies," The Journal of Technology Transfer, Springer, vol. 30(2_2), pages 159-169, January.
    6. Myers, Stewart C. & Majluf, Nicholas S., 1984. "Corporate financing and investment decisions when firms have information that investors do not have," Journal of Financial Economics, Elsevier, vol. 13(2), pages 187-221, June.
    7. Giulio Bottazzi & Angelo Secchi & Federico Tamagni, 2014. "Financial constraints and firm dynamics," Small Business Economics, Springer, vol. 42(1), pages 99-116, January.
    8. Islam, Mazhar & Fremeth, Adam & Marcus, Alfred, 2018. "Signaling by early stage startups: US government research grants and venture capital funding," Journal of Business Venturing, Elsevier, vol. 33(1), pages 35-51.
    9. Patrick Musso & Stefano Schiavo, 2008. "The impact of financial constraints on firm survival and growth," Journal of Evolutionary Economics, Springer, vol. 18(2), pages 135-149, April.
    10. Brachert Matthias & Dettmann Eva & Titze Mirko, 2018. "Public Investment Subsidies and Firm Performance – Evidence from Germany," Journal of Economics and Statistics (Jahrbuecher fuer Nationaloekonomie und Statistik), De Gruyter, vol. 238(2), pages 103-124, April.
    11. Andrea Mina & Henry Lahr & Alan Hughes, 2013. "The demand and supply of external finance for innovative firms," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 22(4), pages 869-901, August.
    12. Andrea Bellucci & Ilario Favaretto & Germana Giombini, 2014. "Does Innovation Affect Credit Access? New Empirical Evidence from Italian Small Business Lending," IAW Discussion Papers 104, Institut für Angewandte Wirtschaftsforschung (IAW).
    13. Nicoletti, Giuseppe & von Rueden, Christina & Andrews, Dan, 2020. "Digital technology diffusion: A matter of capabilities, incentives or both?," European Economic Review, Elsevier, vol. 128(C).
    14. Cerqua, Augusto & Pellegrini, Guido, 2014. "Do subsidies to private capital boost firms' growth? A multiple regression discontinuity design approach," Journal of Public Economics, Elsevier, vol. 109(C), pages 114-126.
    15. Erik Brynjolfsson & Lorin M. Hitt, 2000. "Beyond Computation: Information Technology, Organizational Transformation and Business Performance," Journal of Economic Perspectives, American Economic Association, vol. 14(4), pages 23-48, Fall.
    16. Luís M B Cabral & José Mata, 2003. "On the Evolution of the Firm Size Distribution: Facts and Theory," American Economic Review, American Economic Association, vol. 93(4), pages 1075-1090, September.
    17. Ferri, Giovanni & Murro, Pierluigi & Peruzzi, Valentina & Rotondi, Zeno, 2019. "Bank lending technologies and credit availability in Europe: What can we learn from the crisis?," Journal of International Money and Finance, Elsevier, vol. 95(C), pages 128-148.
    18. Kosekova, Kamelia & Maddaloni, Angela & Papoutsi, Melina & Schivardi, Fabiano, 2023. "Firm-bank relationships: a cross-country comparison," Working Paper Series 2826, European Central Bank.
    19. Claudia Goldin & Lawrence F. Katz, 1998. "The Origins of Technology-Skill Complementarity," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 113(3), pages 693-732.
    20. Giulio Bottazzi & Angelo Secchi & Federico Tamagni, 2014. "Financial constraints and firm dynamics," Small Business Economics, Springer, vol. 42(1), pages 99-116, January.
    21. Benlu Hai & Ximing Yin & Jie Xiong & Jin Chen, 2022. "Could more innovation output bring better financial performance? The role of financial constraints," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 8(1), pages 1-26, December.
    22. Hanna Hottenrott & Bettina Peters, 2012. "Innovative Capability and Financing Constraints for Innovation: More Money, More Innovation?," The Review of Economics and Statistics, MIT Press, vol. 94(4), pages 1126-1142, November.
    23. John Hutchinson & Jozef Konings & Patrick Walsh, 2010. "The Firm Size Distribution and Inter-Industry Diversification," Review of Industrial Organization, Springer;The Industrial Organization Society, vol. 37(2), pages 65-82, September.
    24. Giulio Bottazzi & Angelo Secchi & Federico Tamagni, 2014. "Financial constraints and firm dynamics," Small Business Economics, Springer, vol. 42(1), pages 99-116, January.
    25. Jeffrey M Wooldridge, 2010. "Econometric Analysis of Cross Section and Panel Data," MIT Press Books, The MIT Press, edition 2, volume 1, number 0262232588, December.
    26. Steve Bond & Gicoamo Rodano & Nicolas Serrano-Velarde, 2015. "Investment Dynamics in Italy: Financing Constraints, Demand and Uncertainty," Questioni di Economia e Finanza (Occasional Papers) 283, Bank of Italy, Economic Research and International Relations Area.
    27. Stoneman, Paul & Battisti, Giuliana, 2010. "The Diffusion of New Technology," Handbook of the Economics of Innovation, in: Bronwyn H. Hall & Nathan Rosenberg (ed.), Handbook of the Economics of Innovation, edition 1, volume 2, chapter 0, pages 733-760, Elsevier.
    28. Lucia Dalla Pellegrina & Serena Frazzoni & Zeno Rotondi & Andrea Vezzulli, 2017. "Does ICT adoption improve access to credit for small enterprises?," Small Business Economics, Springer, vol. 48(3), pages 657-679, March.
    29. Altman, Edward I. & Marco, Giancarlo & Varetto, Franco, 1994. "Corporate distress diagnosis: Comparisons using linear discriminant analysis and neural networks (the Italian experience)," Journal of Banking & Finance, Elsevier, vol. 18(3), pages 505-529, May.
    30. Hoenig, Daniel & Henkel, Joachim, 2015. "Quality signals? The role of patents, alliances, and team experience in venture capital financing," Research Policy, Elsevier, vol. 44(5), pages 1049-1064.
    31. Büchi, Giacomo & Cugno, Monica & Castagnoli, Rebecca, 2020. "Smart factory performance and Industry 4.0," Technological Forecasting and Social Change, Elsevier, vol. 150(C).
    32. Hanna Hottenrott & Bronwyn H. Hall & Dirk Czarnitzki, 2016. "Patents as quality signals? The implications for financing constraints on R&D," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 25(3), pages 197-217, April.
    33. Teece, David J., 2018. "Profiting from innovation in the digital economy: Enabling technologies, standards, and licensing models in the wireless world," Research Policy, Elsevier, vol. 47(8), pages 1367-1387.
    34. Jiménez, Gabriel & Ongena, Steven & Peydró, José-Luis & Saurina, Jesús, 2012. "Credit Supply and Monetary Policy: Identifying the Bank Balance-Sheet Channel with Loan Applications," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 102(5), pages 2301-2326.
    35. Paul Geroski & Steve Machin & John Van Reenen, 1993. "The Profitability of Innovating Firms," RAND Journal of Economics, The RAND Corporation, vol. 24(2), pages 198-211, Summer.
    36. Joshua D. Angrist & Jörn-Steffen Pischke, 2009. "Mostly Harmless Econometrics: An Empiricist's Companion," Economics Books, Princeton University Press, edition 1, number 8769.
    37. Cirillo, Valeria & Fanti, Lucrezia & Mina, Andrea & Ricci, Andrea, 2023. "The adoption of digital technologies: Investment, skills, work organisation," Structural Change and Economic Dynamics, Elsevier, vol. 66(C), pages 89-105.
    38. Gropp, Reint & Guettler, Andre, 2018. "Hidden gems and borrowers with dirty little secrets: Investment in soft information, borrower self-selection and competition," Journal of Banking & Finance, Elsevier, vol. 87(C), pages 26-39.
    39. Müller, Julian Marius & Buliga, Oana & Voigt, Kai-Ingo, 2018. "Fortune favors the prepared: How SMEs approach business model innovations in Industry 4.0," Technological Forecasting and Social Change, Elsevier, vol. 132(C), pages 2-17.
    40. Frank, Alejandro G. & Mendes, Glauco H.S. & Ayala, Néstor F. & Ghezzi, Antonio, 2019. "Servitization and Industry 4.0 convergence in the digital transformation of product firms: A business model innovation perspective," Technological Forecasting and Social Change, Elsevier, vol. 141(C), pages 341-351.
    41. Sung, Tae Kyung, 2018. "Industry 4.0: A Korea perspective," Technological Forecasting and Social Change, Elsevier, vol. 132(C), pages 40-45.
    42. Imbens, Guido W & Angrist, Joshua D, 1994. "Identification and Estimation of Local Average Treatment Effects," Econometrica, Econometric Society, vol. 62(2), pages 467-475, March.
    43. Nina Ponikvar & Katja Zajc Kejžar & Darja Peljhan, 2018. "The role of financial constraints for alternative firm exit modes," Small Business Economics, Springer, vol. 51(1), pages 85-103, June.
    44. Stornelli, Aldo & Ozcan, Sercan & Simms, Christopher, 2021. "Advanced manufacturing technology adoption and innovation: A systematic literature review on barriers, enablers, and innovation types," Research Policy, Elsevier, vol. 50(6).
    45. Minetti, Raoul & Zhu, Susan Chun, 2011. "Credit constraints and firm export: Microeconomic evidence from Italy," Journal of International Economics, Elsevier, vol. 83(2), pages 109-125, March.
    46. Heckman, James J. & Lalonde, Robert J. & Smith, Jeffrey A., 1999. "The economics and econometrics of active labor market programs," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 3, chapter 31, pages 1865-2097, Elsevier.
    47. Banerjee, Ryan N. & Gambacorta, Leonardo & Sette, Enrico, 2021. "The real effects of relationship lending✰," Journal of Financial Intermediation, Elsevier, vol. 48(C).
    48. Giovanni Cerulli, 2014. "ivtreatreg: A command for fitting binary treatment models with heterogeneous response to treatment and unobservable selection," Stata Journal, StataCorp LLC, vol. 14(3), pages 453-480, September.
    49. Elyasiani, Elyas & Goldberg, Lawrence G., 2004. "Relationship lending: a survey of the literature," Journal of Economics and Business, Elsevier, vol. 56(4), pages 315-330.
    50. Gomez, Jaime & Vargas, Pilar, 2009. "The effect of financial constraints, absorptive capacity and complementarities on the adoption of multiple process technologies," Research Policy, Elsevier, vol. 38(1), pages 106-119, February.
    51. Ietto-Gillies, Grazia & Trentini, Claudia, 2023. "Sectoral structure and the digital era. Conceptual and empirical analysis," Structural Change and Economic Dynamics, Elsevier, vol. 64(C), pages 13-24.
    52. Calabrese, G.G. & Falavigna, G. & Ippoliti, R., 2024. "Innovation policy and corporate finance: The Italian automotive supply chain and its transition to Industry 4.0," Journal of Policy Modeling, Elsevier, vol. 46(2), pages 336-353.
    53. Nambisan, Satish & Wright, Mike & Feldman, Maryann, 2019. "The digital transformation of innovation and entrepreneurship: Progress, challenges and key themes," Research Policy, Elsevier, vol. 48(8), pages 1-1.
    54. Söderblom, Anna & Samuelsson, Mikael & Wiklund, Johan & Sandberg, Rickard, 2015. "Inside the black box of outcome additionality: Effects of early-stage government subsidies on resource accumulation and new venture performance," Research Policy, Elsevier, vol. 44(8), pages 1501-1512.
    55. Barboni, Giorgia & Rossi, Carlotta, 2019. "Does your neighbour know you better? The supportive role of local banks in the financial crisis," Journal of Banking & Finance, Elsevier, vol. 106(C), pages 514-526.
    56. Petersen, Mitchell A & Rajan, Raghuram G, 1994. "The Benefits of Lending Relationships: Evidence from Small Business Data," Journal of Finance, American Finance Association, vol. 49(1), pages 3-37, March.
    57. Rajan, Raghuram G, 1992. "Insiders and Outsiders: The Choice between Informed and Arm's-Length Debt," Journal of Finance, American Finance Association, vol. 47(4), pages 1367-1400, September.
    58. Amanda Carmignani & Guido de Blasio & Cristina Demma & Alessio D'Ignazio, 2021. "Urbanization and firm access to credit," Journal of Regional Science, Wiley Blackwell, vol. 61(3), pages 597-622, June.
    59. Michael Spence, 1973. "Job Market Signaling," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 87(3), pages 355-374.
    60. José María Liberti & Mitchell A Petersen, 2019. "Information: Hard and Soft," The Review of Corporate Finance Studies, Society for Financial Studies, vol. 8(1), pages 1-41.
    61. Zhou, Qin & Cheng, Changgao & Fang, Zhou & Zhang, Hengquan & Xu, Yining, 2024. "How does the development of the digital economy affect innovation output? Exploring mechanisms from the perspective of regional innovation systems," Structural Change and Economic Dynamics, Elsevier, vol. 70(C), pages 1-17.
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    More about this item

    Keywords

    Digital technologies; Industry 4.0; Signaling effect; Credit rationing;
    All these keywords.

    JEL classification:

    • O33 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Technological Change: Choices and Consequences; Diffusion Processes
    • G14 - Financial Economics - - General Financial Markets - - - Information and Market Efficiency; Event Studies; Insider Trading

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