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Financing decisions following negative shocks in the product market: A matrix-completion study of the U.S. pharmaceutical industry

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  • Biancalani, Francesco
  • Gnecco, Giorgio
  • Signori, Andrea
  • Vismara, Silvio

Abstract

We investigate whether firms adjust their financing policies in response to a negative shock affecting their product market. Focusing on the pharmaceutical industry, we leverage the U.S. Inflation Reduction Act (IRA) of 2022 as an exogenous shock, marking the government's inaugural authority to negotiate drug prices. Using a matrix completion approach, a supervised machine-learning methodology that allows to compare treatment outcomes against predicted counterfactual values in absence of the treatment, our analysis reveals that pharmaceutical firms react to this regulatory intervention by issuing more equity. This finding suggests that firms raise fresh capital to mitigate the adverse impact of IRA on the product market.

Suggested Citation

  • Biancalani, Francesco & Gnecco, Giorgio & Signori, Andrea & Vismara, Silvio, 2024. "Financing decisions following negative shocks in the product market: A matrix-completion study of the U.S. pharmaceutical industry," Economics Letters, Elsevier, vol. 243(C).
    • Handle: RePEc:eee:ecolet:v:243:y:2024:i:c:s0165176524004208
    DOI: 10.1016/j.econlet.2024.111936
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    References listed on IDEAS

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    1. Giambona, Erasmo & Golec, Joseph & Lopez-de-Silanes, Florencio, 2021. "Do Firms Purposefully Change Capital Structure? Evidence from an Investment-Opportunity Shock to Drug Firms," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 56(3), pages 915-944, May.
    2. Joshua L. Krieger & Xuelin Li & Richard T. Thakor, 2022. "Find and Replace: R&D Investment Following the Erosion of Existing Products," Management Science, INFORMS, vol. 68(9), pages 6552-6571, September.
    3. Susan Athey & Mohsen Bayati & Nikolay Doudchenko & Guido Imbens & Khashayar Khosravi, 2021. "Matrix Completion Methods for Causal Panel Data Models," Journal of the American Statistical Association, Taylor & Francis Journals, vol. 116(536), pages 1716-1730, October.
    4. Manuel Hermosilla, 2021. "Rushed Innovation: Evidence from Drug Licensing," Management Science, INFORMS, vol. 67(1), pages 257-278, January.
    5. James R. Brown & Steven M. Fazzari & Bruce C. Petersen, 2009. "Financing Innovation and Growth: Cash Flow, External Equity, and the 1990s R&D Boom," Journal of Finance, American Finance Association, vol. 64(1), pages 151-185, February.
    6. Andrew W. Lo & Richard T. Thakor, 2022. "Financing Biomedical Innovation," Annual Review of Financial Economics, Annual Reviews, vol. 14(1), pages 231-270, November.
    7. Gyuhyeong Goh & Jisang Yu, 2022. "Synthetic control method with convex hull restrictions: a Bayesian maximum a posteriori approach [Using synthetic controls: Feasibility, data requirements, and methodological aspects]," The Econometrics Journal, Royal Economic Society, vol. 25(1), pages 215-232.
    8. David Gilchrist & Thomas Emery & Nuno Garoupa & Rok Spruk, 2023. "Synthetic Control Method: A tool for comparative case studies in economic history," Journal of Economic Surveys, Wiley Blackwell, vol. 37(2), pages 409-445, April.
    9. Thakor, Richard T. & Lo, Andrew W., 2022. "Competition and R&D Financing: Evidence From the Biopharmaceutical Industry," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 57(5), pages 1885-1928, August.
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    More about this item

    Keywords

    Regulatory intervention; Capital raising; Pharmaceutical; Synthetic control method; Matrix completion; Inflation Reduction Act;
    All these keywords.

    JEL classification:

    • G32 - Financial Economics - - Corporate Finance and Governance - - - Financing Policy; Financial Risk and Risk Management; Capital and Ownership Structure; Value of Firms; Goodwill
    • G38 - Financial Economics - - Corporate Finance and Governance - - - Government Policy and Regulation

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