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Subsidizing uncertain investments: The role of production technology and imprecise learning

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  • Flor, Christian Riis
  • Grell, Kevin Berg

Abstract

This paper investigates the interplay between government subsidies, production technology, and learning through imprecise signals in shaping a firm’s investment strategy. Utilizing a real options framework with complementary investments, we address uncertainty in different investment stages and the limited informativeness of signals. Our findings reveal that optimal subsidization aligns a firm’s incentives with the evolving knowledge gained during the investment process. Specifically, the interaction between production technology elasticity and signal quality is crucial. Subsidies prove most effective when signals are highly informative, particularly when the technology’s returns are dependent on later-stage investments. This analysis highlights the need to manage uncertainty at each stage to maximize social net benefits, offering insights for policymakers on structuring subsidies under uncertainty.

Suggested Citation

  • Flor, Christian Riis & Grell, Kevin Berg, 2025. "Subsidizing uncertain investments: The role of production technology and imprecise learning," Journal of Corporate Finance, Elsevier, vol. 94(C).
  • Handle: RePEc:eee:corfin:v:94:y:2025:i:c:s0929119925000975
    DOI: 10.1016/j.jcorpfin.2025.102829
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    1. Slemrod, Joel & Yitzhaki, Shlomo, 2001. "Integrating Expenditure and Tax Decisions: The Marginal Cost of Funds and the Marginal Benefit of Projects," National Tax Journal, National Tax Association;National Tax Journal, vol. 54(2), pages 189-202, June.
    2. William Nordhaus, 2018. "Projections and Uncertainties about Climate Change in an Era of Minimal Climate Policies," American Economic Journal: Economic Policy, American Economic Association, vol. 10(3), pages 333-360, August.
    3. Avinash K. Dixit & Robert S. Pindyck, 1994. "Investment under Uncertainty," Economics Books, Princeton University Press, edition 1, number 5474.
    4. Marshall Burke & Solomon M. Hsiang & Edward Miguel, 2015. "Global non-linear effect of temperature on economic production," Nature, Nature, vol. 527(7577), pages 235-239, November.
    5. Martin L. Weitzman, 2011. "Fat-Tailed Uncertainty in the Economics of Catastrophic Climate Change," Review of Environmental Economics and Policy, Association of Environmental and Resource Economists, vol. 5(2), pages 275-292, Summer.
    6. Brennan, Michael J & Schwartz, Eduardo S, 1985. "Evaluating Natural Resource Investments," The Journal of Business, University of Chicago Press, vol. 58(2), pages 135-157, April.
    7. Amy Finkelstein & Nathaniel Hendren, 2020. "Welfare Analysis Meets Causal Inference," NBER Working Papers 27640, National Bureau of Economic Research, Inc.
    8. Casamatta, Catherine & Haritchabalet, Carole, 2007. "Experience, screening and syndication in venture capital investments," Journal of Financial Intermediation, Elsevier, vol. 16(3), pages 368-398, July.
    9. Kleven, Henrik Jacobsen & Kreiner, Claus Thustrup, 2006. "The marginal cost of public funds: Hours of work versus labor force participation," Journal of Public Economics, Elsevier, vol. 90(10-11), pages 1955-1973, November.
    10. Robert McDonald & Daniel Siegel, 1986. "The Value of Waiting to Invest," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 101(4), pages 707-727.
    11. Marshall Burke & W. Matthew Alampay Davis & Noah S. Diffenbaugh, 2018. "Large potential reduction in economic damages under UN mitigation targets," Nature, Nature, vol. 557(7706), pages 549-553, May.
    12. Hu, Jinshuai & Jiang, Haiyan & Holmes, Mark, 2019. "Government subsidies and corporate investment efficiency: Evidence from China," Emerging Markets Review, Elsevier, vol. 41(C).
    13. Melissa Dell & Benjamin F. Jones & Benjamin A. Olken, 2012. "Temperature Shocks and Economic Growth: Evidence from the Last Half Century," American Economic Journal: Macroeconomics, American Economic Association, vol. 4(3), pages 66-95, July.
    14. Mayshar, Joram, 1990. "On measures of excess burden and their application," Journal of Public Economics, Elsevier, vol. 43(3), pages 263-289, December.
    15. Riccardo Colacito & Bridget Hoffmann & Toan Phan, 2019. "Temperature and Growth: A Panel Analysis of the United States," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 51(2-3), pages 313-368, March.
    16. Pindyck, Robert S., 2000. "Irreversibilities and the timing of environmental policy," Resource and Energy Economics, Elsevier, vol. 22(3), pages 233-259, July.
    17. Klaus Desmet & Robert E. Kopp & Scott A. Kulp & Dávid Krisztián Nagy & Michael Oppenheimer & Esteban Rossi-Hansberg & Benjamin H. Strauss, 2021. "Evaluating the Economic Cost of Coastal Flooding," American Economic Journal: Macroeconomics, American Economic Association, vol. 13(2), pages 444-486, April.
    18. Barbosa, Luciana & Rodrigues, Artur & Sardinha, Alberto, 2022. "Optimal price subsidies under uncertainty," European Journal of Operational Research, Elsevier, vol. 303(1), pages 471-479.
    19. Nathaniel Hendren & Ben Sprung-Keyser, 2020. "A Unified Welfare Analysis of Government Policies," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 135(3), pages 1209-1318.
    20. Amy Finkelstein & Nathaniel Hendren, 2020. "Welfare Analysis Meets Causal Inference," Journal of Economic Perspectives, American Economic Association, vol. 34(4), pages 146-167, Fall.
    21. Burke, Marshall & Hsiang, Solomon M & Miguel, Edward, 2015. "Global non-linear effect of temperature on economic production," Department of Economics, Working Paper Series qt3g72r0zv, Department of Economics, Institute for Business and Economic Research, UC Berkeley.
    22. Azevedo, Alcino & Pereira, Paulo J. & Rodrigues, Artur, 2021. "Optimal timing and capacity choice with taxes and subsidies under uncertainty," Omega, Elsevier, vol. 102(C).
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    Keywords

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    JEL classification:

    • G31 - Financial Economics - - Corporate Finance and Governance - - - Capital Budgeting; Fixed Investment and Inventory Studies
    • G14 - Financial Economics - - General Financial Markets - - - Information and Market Efficiency; Event Studies; Insider Trading
    • G38 - Financial Economics - - Corporate Finance and Governance - - - Government Policy and Regulation
    • H23 - Public Economics - - Taxation, Subsidies, and Revenue - - - Externalities; Redistributive Effects; Environmental Taxes and Subsidies
    • H25 - Public Economics - - Taxation, Subsidies, and Revenue - - - Business Taxes and Subsidies
    • H42 - Public Economics - - Publicly Provided Goods - - - Publicly Provided Private Goods

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