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A quasi-experimental design to assess the innovative impact of public procurement: An application to the Italian space industry

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  • Castelnovo, Paolo
  • Clò, Stefano
  • Florio, Massimo

Abstract

A growing number of empirical studies have shown that public procurement can be a relevant demand-side innovation policy. We assess the impact of public procurement on firms' innovation in the space industry. This is an important field of application because it widely uses public procurement and the procuring space agencies have distinctive characteristics, namely innovation-oriented mandate, relevant internal competences and professional skills. Specifically, we focus on the procurement activity of the Italian Space Agency over a 15-years period. We assess the causal impact of public procurement on suppliers’ patenting activity by implementing a novel quasi-experimental design. Our approach allows addressing the endogeneity issues and potential estimation biases stemming from both the procurement selection process and its time heterogeneity. By combining matching techniques with a staggered diff-in-diff approach, we find that, after the beginning of the procurement collaboration, the supplier firms have increased on average their patent applications by roughly 10% compared to the control group. Such effect is increasing in time and persists for several years after the beginning of the procurement relationship.

Suggested Citation

  • Castelnovo, Paolo & Clò, Stefano & Florio, Massimo, 2023. "A quasi-experimental design to assess the innovative impact of public procurement: An application to the Italian space industry," Technovation, Elsevier, vol. 121(C).
  • Handle: RePEc:eee:techno:v:121:y:2023:i:c:s0166497222002346
    DOI: 10.1016/j.technovation.2022.102683
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    1. Czarnitzki, Dirk & Hünermund, Paul & Moshgbar, Nima, 2020. "Public Procurement of Innovation: Evidence from a German Legislative Reform," International Journal of Industrial Organization, Elsevier, vol. 71(C).
    2. Marco Guerzoni, 2010. "The impact of market size and users' sophistication on innovation: the patterns of demand," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 19(1), pages 113-126.
    3. Ghisetti, Claudia, 2017. "Demand-pull and environmental innovations: Estimating the effects of innovative public procurement," Technological Forecasting and Social Change, Elsevier, vol. 125(C), pages 178-187.
    4. Clément de Chaisemartin & Xavier D'Haultfœuille, 2020. "Two-Way Fixed Effects Estimators with Heterogeneous Treatment Effects," American Economic Review, American Economic Association, vol. 110(9), pages 2964-2996, September.
    5. Salter, Ammon J. & Martin, Ben R., 2001. "The economic benefits of publicly funded basic research: a critical review," Research Policy, Elsevier, vol. 30(3), pages 509-532, March.
    6. Edler, Jakob & Georghiou, Luke, 2007. "Public procurement and innovation--Resurrecting the demand side," Research Policy, Elsevier, vol. 36(7), pages 949-963, September.
    7. Jessica Catalano & Francesco Giffoni & Paolo Castelnovo, 2021. "The impact of space procurement on suppliers: Evidence from Italy," Working Papers 202102, CSIL Centre for Industrial Studies.
    8. Massimo Florio & Francesco Giffoni & Anna Giunta & Emanuela Sirtori, 2018. "Big science, learning, and innovation: evidence from CERN procurement," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 27(5), pages 915-936.
    9. Manasi Deshpande & Yue Li, 2019. "Who Is Screened Out? Application Costs and the Targeting of Disability Programs," American Economic Journal: Economic Policy, American Economic Association, vol. 11(4), pages 213-248, November.
    10. Bronwyn H. Hall & Adam Jaffe & Manuel Trajtenberg, 2005. "Market Value and Patent Citations," RAND Journal of Economics, The RAND Corporation, vol. 36(1), pages 16-38, Spring.
    11. repec:fth:harver:1473 is not listed on IDEAS
    12. Charles Edquist & Nicholas S Vonortas & Jon M Zabala-Iturriagagoitia & Jakob Edler (ed.), 2015. "Public Procurement for Innovation," Books, Edward Elgar Publishing, number 15642.
    13. Isabel Busom, 2000. "An Empirical Evaluation of The Effects of R&D Subsidies," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 9(2), pages 111-148.
    14. Castelnovo, Paolo & Florio, Massimo & Forte, Stefano & Rossi, Lucio & Sirtori, Emanuela, 2018. "The economic impact of technological procurement for large-scale research infrastructures: Evidence from the Large Hadron Collider at CERN," Research Policy, Elsevier, vol. 47(9), pages 1853-1867.
    15. Bleda, Mercedes & Chicot, Julien, 2020. "The role of public procurement in the formation of markets for innovation," Journal of Business Research, Elsevier, vol. 107(C), pages 186-196.
    16. Serenella Caravella & Francesco Crespi, 2021. "The role of public procurement as innovation lever: evidence from Italian manufacturing firms," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 30(7), pages 663-684, October.
    17. Hagedoorn, John & Cloodt, Myriam, 2003. "Measuring innovative performance: is there an advantage in using multiple indicators?," Research Policy, Elsevier, vol. 32(8), pages 1365-1379, September.
    18. Bach, L & Cohendet, P & Schenk, E, 2002. "Technological Transfers from the European Space Programs: A Dynamic View and Comparison with Other R&D Projects," The Journal of Technology Transfer, Springer, vol. 27(4), pages 321-338, December.
    19. Mariana Mazzucato, 2016. "From market fixing to market-creating: a new framework for innovation policy," Industry and Innovation, Taylor & Francis Journals, vol. 23(2), pages 140-156, February.
    20. Aschhoff, Birgit & Sofka, Wolfgang, 2009. "Innovation on demand--Can public procurement drive market success of innovations?," Research Policy, Elsevier, vol. 38(8), pages 1235-1247, October.
    21. Alfred Kleinknecht & Kees Van Montfort & Erik Brouwer, 2002. "The Non-Trivial Choice between Innovation Indicators," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 11(2), pages 109-121.
    22. Edquist, Charles & Zabala-Iturriagagoitia, Jon Mikel, 2012. "Public Procurement for Innovation as mission-oriented innovation policy," Research Policy, Elsevier, vol. 41(10), pages 1757-1769.
    23. Elisabetta Iossa & Federico Biagi & Paola Valbonesi, 2018. "Pre-commercial procurement, procurement of innovative solutions and innovation partnerships in the EU: rationale and strategy," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 27(8), pages 730-749, November.
    24. Franco Malerba & Richard Nelson & Luigi Orsenigo & Sidney Winter, 2007. "Demand, innovation, and the dynamics of market structure: The role of experimental users and diverse preferences," Journal of Evolutionary Economics, Springer, vol. 17(4), pages 371-399, August.
    25. Hall, Bronwyn H. & Lerner, Josh, 2010. "The Financing of R&D and Innovation," 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 609-639, Elsevier.
    26. Riccardo Leoncini & Alberto Marzucchi & Sandro Montresor & Francesco Rentocchini & Ugo Rizzo, 2019. "‘Better late than never’: the interplay between green technology and age for firm growth," Small Business Economics, Springer, vol. 52(4), pages 891-904, April.
    27. Zvi Griliches, 1998. "Issues in Assessing the Contribution of Research and Development to Productivity Growth," NBER Chapters, in: R&D and Productivity: The Econometric Evidence, pages 17-45, National Bureau of Economic Research, Inc.
    28. Martin, Stephen & Scott, John T., 2000. "The nature of innovation market failure and the design of public support for private innovation," Research Policy, Elsevier, vol. 29(4-5), pages 437-447, April.
    29. Stojčić, Nebojša & Srhoj, Stjepan & Coad, Alex, 2020. "Innovation procurement as capability-building: Evaluating innovation policies in eight Central and Eastern European countries," European Economic Review, Elsevier, vol. 121(C).
    30. Maria Guadalupe & Olga Kuzmina & Catherine Thomas, 2012. "Innovation and Foreign Ownership," American Economic Review, American Economic Association, vol. 102(7), pages 3594-3627, December.
    31. Dietmar Harhoff & Francis Narin & F. M. Scherer & Katrin Vopel, 1999. "Citation Frequency And The Value Of Patented Inventions," The Review of Economics and Statistics, MIT Press, vol. 81(3), pages 511-515, August.
    32. K. J. Arrow, 1971. "The Economic Implications of Learning by Doing," Palgrave Macmillan Books, in: F. H. Hahn (ed.), Readings in the Theory of Growth, chapter 11, pages 131-149, Palgrave Macmillan.
    33. Grossman, Gene M. & Helpman, Elhanan, 1991. "Trade, knowledge spillovers, and growth," European Economic Review, Elsevier, vol. 35(2-3), pages 517-526, April.
    34. Callaway, Brantly & Sant’Anna, Pedro H.C., 2021. "Difference-in-Differences with multiple time periods," Journal of Econometrics, Elsevier, vol. 225(2), pages 200-230.
    35. Langinier, Corinne, 2004. "Are patents strategic barriers to entry?," Journal of Economics and Business, Elsevier, vol. 56(5), pages 349-361.
    36. Athey, Susan & Imbens, Guido W., 2022. "Design-based analysis in Difference-In-Differences settings with staggered adoption," Journal of Econometrics, Elsevier, vol. 226(1), pages 62-79.
    37. Dimos, Christos & Pugh, Geoff & Hisarciklilar, Mehtap & Talam, Ema & Jackson, Ian, 2022. "The relative effectiveness of R&D tax credits and R&D subsidies: A comparative meta-regression analysis," Technovation, Elsevier, vol. 115(C).
    38. Clò, Stefano & Florio, Massimo & Rentocchini, Francesco, 2020. "Firm ownership, quality of government and innovation: Evidence from patenting in the telecommunication industry," Research Policy, Elsevier, vol. 49(5).
    39. Bertoni, Fabio & Tykvová, Tereza, 2015. "Does governmental venture capital spur invention and innovation? Evidence from young European biotech companies," Research Policy, Elsevier, vol. 44(4), pages 925-935.
    40. Nicholas S. Vonortas, 2015. "Innovation and public procurement in the United States," Chapters, in: Charles Edquist & Nicholas S Vonortas & Jon M Zabala-Iturriagagoitia & Jakob Edler (ed.), Public Procurement for Innovation, chapter 6, pages 147-178, Edward Elgar Publishing.
    41. Jakob Edler & Max Rolfstam & Lena Tsipouri & Elvira Uyarra, 2015. "Risk management in public procurement of innovation: a conceptualization," Chapters, in: Charles Edquist & Nicholas S Vonortas & Jon M Zabala-Iturriagagoitia & Jakob Edler (ed.), Public Procurement for Innovation, chapter 4, pages 87-109, Edward Elgar Publishing.
    42. Clò, Stefano & Frigerio, Marco & Vandone, Daniela, 2022. "Financial support to innovation: The role of European development financial institutions," Research Policy, Elsevier, vol. 51(10).
    43. Autio, Erkko & Hameri, Ari-Pekka & Vuola, Olli, 2004. "A framework of industrial knowledge spillovers in big-science centers," Research Policy, Elsevier, vol. 33(1), pages 107-126, January.
    44. Francesco Crespi & Dario Guarascio, 2019. "The demand-pull effect of public procurement on innovation and industrial renewal," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 28(4), pages 793-815.
    45. Goodman-Bacon, Andrew, 2021. "Difference-in-differences with variation in treatment timing," Journal of Econometrics, Elsevier, vol. 225(2), pages 254-277.
    46. Doruk Cengiz & Arindrajit Dube & Attila Lindner & Ben Zipperer, 2019. "The Effect of Minimum Wages on Low-Wage Jobs," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 134(3), pages 1405-1454.
    47. Bronwyn H. Hall & Nathan Rosenberg (ed.), 2010. "Handbook of the Economics of Innovation," Handbook of the Economics of Innovation, Elsevier, edition 1, volume 1, number 1.
    48. Guerzoni, Marco & Raiteri, Emilio, 2015. "Demand-side vs. supply-side technology policies: Hidden treatment and new empirical evidence on the policy mix," Research Policy, Elsevier, vol. 44(3), pages 726-747.
    49. Georghiou, Luke & Edler, Jakob & Uyarra, Elvira & Yeow, Jillian, 2014. "Policy instruments for public procurement of innovation: Choice, design and assessment," Technological Forecasting and Social Change, Elsevier, vol. 86(C), pages 1-12.
    50. Raiteri, Emilio, 2018. "A time to nourish? Evaluating the impact of public procurement on technological generality through patent data," Research Policy, Elsevier, vol. 47(5), pages 936-952.
    51. Østergaard, Christian Richter & Drejer, Ina, 2022. "Keeping together: Which factors characterise persistent university–industry collaboration on innovation?," Technovation, Elsevier, vol. 111(C).
    52. Itzik Fadlon & Torben Heien Nielsen, 2021. "Family Labor Supply Responses to Severe Health Shocks: Evidence from Danish Administrative Records," American Economic Journal: Applied Economics, American Economic Association, vol. 13(3), pages 1-30, July.
    53. Mark Dodgson & Sybille Hinze, 2000. "Indicators used to measure the innovation process: defects and possible remedies," Research Evaluation, Oxford University Press, vol. 9(2), pages 101-114, August.
    54. Mazzucato, Mariana & Robinson, Douglas K.R., 2018. "Co-creating and directing Innovation Ecosystems? NASA's changing approach to public-private partnerships in low-earth orbit," Technological Forecasting and Social Change, Elsevier, vol. 136(C), pages 166-177.
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    3. Paolo Castelnovo & Gelsomina Catalano & Francesco Giffoni & Matteo Landoni, 2024. "The outcomes of public procurements: an empirical analysis of the Italian space industry," The Journal of Technology Transfer, Springer, vol. 49(1), pages 367-399, February.
    4. Shao, Yanmin & Xu, Kunliang & Shan, Yuan George, 2024. "Leveraging corporate digitalization for green technology innovation: The mediating role of resource endowments," Technovation, Elsevier, vol. 133(C).

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    More about this item

    Keywords

    Public procurement; Innovation; Patent; Space industry; Staggered diff-in-diff; Multiple treatments;
    All these keywords.

    JEL classification:

    • C25 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Discrete Regression and Qualitative Choice Models; Discrete Regressors; Proportions; Probabilities
    • H57 - Public Economics - - National Government Expenditures and Related Policies - - - Procurement
    • O32 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Management of Technological Innovation and R&D
    • O38 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Government Policy

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